New model

runs/detect/train22/args.yaml

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                                        1 +
                                        task: detect
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        2 +
                                        mode: train
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        3 +
                                        model: yolov8n.pt
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        4 +
                                        data: yolo.yaml
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        5 +
                                        epochs: 72
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        6 +
                                        time: null
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        7 +
                                        patience: 100
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        8 +
                                        batch: 16
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        9 +
                                        imgsz: 640
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        10 +
                                        save: true
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        11 +
                                        save_period: -1
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        12 +
                                        cache: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        13 +
                                        device: null
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        14 +
                                        workers: 8
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        15 +
                                        project: null
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        16 +
                                        name: train22
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        17 +
                                        exist_ok: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        18 +
                                        pretrained: true
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        19 +
                                        optimizer: auto
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        20 +
                                        verbose: true
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        21 +
                                        seed: 0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        22 +
                                        deterministic: true
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        23 +
                                        single_cls: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        24 +
                                        rect: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        25 +
                                        cos_lr: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        26 +
                                        close_mosaic: 10
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        27 +
                                        resume: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        28 +
                                        amp: true
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        29 +
                                        fraction: 1.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        30 +
                                        profile: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        31 +
                                        freeze: null
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        32 +
                                        multi_scale: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        33 +
                                        overlap_mask: true
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        34 +
                                        mask_ratio: 4
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        35 +
                                        dropout: 0.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        36 +
                                        val: true
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        37 +
                                        split: val
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        38 +
                                        save_json: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        39 +
                                        save_hybrid: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        40 +
                                        conf: null
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        41 +
                                        iou: 0.7
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        42 +
                                        max_det: 300
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        43 +
                                        half: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        44 +
                                        dnn: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        45 +
                                        plots: true
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        46 +
                                        source: null
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        47 +
                                        vid_stride: 1
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        48 +
                                        stream_buffer: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        49 +
                                        visualize: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        50 +
                                        augment: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        51 +
                                        agnostic_nms: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        52 +
                                        classes: null
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        53 +
                                        retina_masks: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        54 +
                                        embed: null
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        55 +
                                        show: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        56 +
                                        save_frames: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        57 +
                                        save_txt: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        58 +
                                        save_conf: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        59 +
                                        save_crop: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        60 +
                                        show_labels: true
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        61 +
                                        show_conf: true
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        62 +
                                        show_boxes: true
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        63 +
                                        line_width: null
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        64 +
                                        format: torchscript
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        65 +
                                        keras: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        66 +
                                        optimize: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        67 +
                                        int8: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        68 +
                                        dynamic: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        69 +
                                        simplify: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        70 +
                                        opset: null
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        71 +
                                        workspace: 4
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        72 +
                                        nms: false
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        73 +
                                        lr0: 0.01
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        74 +
                                        lrf: 0.01
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        75 +
                                        momentum: 0.937
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        76 +
                                        weight_decay: 0.0005
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        77 +
                                        warmup_epochs: 3.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        78 +
                                        warmup_momentum: 0.8
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        79 +
                                        warmup_bias_lr: 0.1
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        80 +
                                        box: 7.5
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        81 +
                                        cls: 0.5
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        82 +
                                        dfl: 1.5
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        83 +
                                        pose: 12.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        84 +
                                        kobj: 1.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        85 +
                                        label_smoothing: 0.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        86 +
                                        nbs: 64
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        87 +
                                        hsv_h: 0.015
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        88 +
                                        hsv_s: 0.7
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        89 +
                                        hsv_v: 0.4
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        90 +
                                        degrees: 0.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        91 +
                                        translate: 0.1
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        92 +
                                        scale: 0.5
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        93 +
                                        shear: 0.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        94 +
                                        perspective: 0.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        95 +
                                        flipud: 0.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        96 +
                                        fliplr: 0.5
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        97 +
                                        bgr: 0.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        98 +
                                        mosaic: 1.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        99 +
                                        mixup: 0.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        100 +
                                        copy_paste: 0.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        101 +
                                        auto_augment: randaugment
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        102 +
                                        erasing: 0.4
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        103 +
                                        crop_fraction: 1.0
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        104 +
                                        cfg: null
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        105 +
                                        tracker: botsort.yaml
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        106 +
                                        save_dir: runs/detect/train22
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        
                                        
                                            
                                            
                                            
                                            
                                        
                                    
                                
                                
                                
                            
                            
                                

runs/detect/train22/labels.jpg

runs/detect/train22/labels_correlogram.jpg

runs/detect/train22/results.csv

@@ -0,0 +1,64 @@

                                
                                
                                
                            
                                
                                    
                                        1 +
                                                          epoch,         train/box_loss,         train/cls_loss,         train/dfl_loss,   metrics/precision(B),      metrics/recall(B),       metrics/mAP50(B),    metrics/mAP50-95(B),           val/box_loss,           val/cls_loss,           val/dfl_loss,                 lr/pg0,                 lr/pg1,                 lr/pg2
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        2 +
                                                              1,                 1.5687,                 3.4824,                 1.9481,                0.73625,                0.07803,                0.06371,                0.03021,                 2.1475,                 4.5424,                 2.5995,             0.00023732,             0.00023732,             0.00023732
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        3 +
                                                              2,                  1.616,                 3.0063,                 1.9737,                0.55561,                0.12331,                0.09593,                0.04422,                 2.0406,                 3.7256,                 2.5223,             0.00046879,             0.00046879,             0.00046879
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        4 +
                                                              3,                 1.6196,                 2.8432,                 1.9678,                0.76102,                 0.1094,                 0.1056,                0.05671,                 2.0201,                 3.1557,                 2.5551,             0.00069371,             0.00069371,             0.00069371
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        5 +
                                                              4,                 1.6236,                 2.7325,                 1.9651,                0.70075,                0.12875,                0.12053,                0.06223,                 2.0488,                  3.142,                 2.4995,             0.00068455,             0.00068455,             0.00068455
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        6 +
                                                              5,                 1.5715,                 2.6616,                 1.9317,                0.58916,                0.14666,                0.13392,                0.07388,                 1.9131,                 2.8688,                  2.425,             0.00067473,             0.00067473,             0.00067473
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        7 +
                                                              6,                 1.5696,                 2.6075,                 1.9264,                 0.5082,                0.15187,                0.14181,                 0.0769,                 1.9109,                 2.7983,                 2.4266,             0.00066491,             0.00066491,             0.00066491
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        8 +
                                                              7,                 1.5378,                 2.5536,                 1.9061,                0.63212,                0.16677,                 0.1545,                0.08274,                 1.9278,                 2.8505,                 2.3878,             0.00065509,             0.00065509,             0.00065509
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        9 +
                                                              8,                 1.4974,                   2.48,                 1.8732,                0.59238,                0.17234,                0.17021,                0.08944,                 1.8915,                  2.596,                  2.401,             0.00064528,             0.00064528,             0.00064528
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        10 +
                                                              9,                 1.5057,                 2.4324,                 1.8752,                0.64586,                0.19193,                0.19197,                0.10862,                 1.8427,                 2.5131,                 2.3306,             0.00063546,             0.00063546,             0.00063546
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        11 +
                                                             10,                 1.4786,                  2.405,                 1.8686,                0.48032,                0.20589,                 0.1843,                0.10764,                 1.7913,                 2.5493,                 2.2916,             0.00062564,             0.00062564,             0.00062564
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        12 +
                                                             11,                 1.4614,                  2.347,                 1.8472,                0.48576,                0.20974,                0.21134,                0.11505,                 1.7879,                 2.4224,                  2.286,             0.00061583,             0.00061583,             0.00061583
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        13 +
                                                             12,                 1.4544,                 2.3228,                  1.835,                0.68573,                0.22349,                0.22002,                 0.1125,                 1.7551,                 2.3953,                  2.259,             0.00060601,             0.00060601,             0.00060601
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        14 +
                                                             13,                 1.4347,                    2.3,                 1.8271,                0.49774,                0.26255,                0.23323,                0.12923,                 1.8184,                  2.428,                 2.2772,             0.00059619,             0.00059619,             0.00059619
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        15 +
                                                             14,                 1.4433,                 2.2885,                 1.8364,                0.38244,                0.29129,                0.24284,                0.13035,                 1.7512,                 2.2941,                 2.2464,             0.00058637,             0.00058637,             0.00058637
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        16 +
                                                             15,                 1.4132,                  2.254,                 1.8158,                0.61552,                0.26193,                0.26952,                0.14209,                 1.7688,                 2.2506,                 2.2601,             0.00057655,             0.00057655,             0.00057655
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        17 +
                                                             16,                 1.3994,                 2.2104,                 1.8022,                0.46093,                0.29332,                0.27551,                0.15225,                 1.7385,                 2.2128,                 2.2138,             0.00056674,             0.00056674,             0.00056674
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        18 +
                                                             17,                 1.3867,                 2.1748,                 1.7881,                0.42615,                0.28734,                0.27006,                0.14595,                 1.7162,                 2.2092,                 2.2024,             0.00055692,             0.00055692,             0.00055692
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        19 +
                                                             18,                 1.3809,                 2.1547,                 1.7932,                0.46775,                0.29716,                0.28428,                0.15699,                 1.7228,                 2.2087,                  2.221,              0.0005471,              0.0005471,              0.0005471
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        20 +
                                                             19,                 1.3592,                 2.1324,                 1.7673,                0.50101,                0.28918,                0.28862,                0.17066,                 1.6487,                 2.1557,                 2.1407,             0.00053728,             0.00053728,             0.00053728
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        21 +
                                                             20,                 1.3676,                 2.1067,                 1.7821,                0.52111,                0.29702,                0.30326,                 0.1747,                 1.6947,                 2.1438,                 2.1876,             0.00052747,             0.00052747,             0.00052747
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        22 +
                                                             21,                 1.3799,                 2.1218,                 1.7894,                0.51497,                0.33187,                0.34221,                 0.1959,                 1.6487,                 2.0547,                 2.1578,             0.00051765,             0.00051765,             0.00051765
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        23 +
                                                             22,                  1.344,                 2.0705,                 1.7555,                0.47082,                0.33284,                0.31924,                0.18229,                 1.6256,                 2.1082,                 2.1283,             0.00050783,             0.00050783,             0.00050783
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        24 +
                                                             23,                 1.3528,                 2.0522,                 1.7634,                0.53438,                0.35767,                0.36203,                0.20459,                 1.6213,                   1.97,                 2.1134,             0.00049801,             0.00049801,             0.00049801
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        25 +
                                                             24,                  1.328,                 2.0252,                 1.7468,                0.62155,                0.31414,                0.35884,                0.21347,                 1.5855,                 1.9813,                 2.0844,              0.0004882,              0.0004882,              0.0004882
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        26 +
                                                             25,                 1.3332,                 2.0111,                 1.7497,                0.50795,                0.35665,                0.34408,                0.20212,                 1.5942,                 1.9405,                 2.0888,             0.00047838,             0.00047838,             0.00047838
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        27 +
                                                             26,                  1.312,                 1.9684,                 1.7329,                0.58923,                0.36975,                0.40599,                0.23303,                 1.5964,                 1.9174,                 2.0708,             0.00046856,             0.00046856,             0.00046856
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        28 +
                                                             27,                   1.31,                 1.9487,                 1.7303,                0.59731,                0.37082,                0.40224,                0.23715,                 1.5688,                 1.9091,                 2.0507,             0.00045874,             0.00045874,             0.00045874
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        29 +
                                                             28,                  1.302,                 1.9617,                 1.7295,                 0.5982,                0.34183,                0.38385,                0.22868,                  1.555,                 1.9226,                 2.0564,             0.00044893,             0.00044893,             0.00044893
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        30 +
                                                             29,                 1.2863,                 1.9203,                 1.7196,                0.59297,                0.39042,                0.43725,                0.25888,                 1.5191,                 1.8678,                  2.037,             0.00043911,             0.00043911,             0.00043911
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        31 +
                                                             30,                 1.2756,                 1.9104,                 1.7081,                0.61399,                0.38889,                 0.4452,                 0.2681,                 1.5042,                 1.8084,                 2.0162,             0.00042929,             0.00042929,             0.00042929
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        32 +
                                                             31,                 1.2674,                  1.874,                 1.7051,                0.61393,                0.40137,                0.42803,                0.26294,                 1.4929,                 1.7847,                 1.9957,             0.00041947,             0.00041947,             0.00041947
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        33 +
                                                             32,                 1.2783,                 1.8686,                 1.7064,                0.64821,                0.40237,                0.45413,                0.27417,                 1.5011,                 1.7803,                 2.0048,             0.00040966,             0.00040966,             0.00040966
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        34 +
                                                             33,                 1.2827,                 1.8702,                 1.7036,                0.58765,                0.43234,                0.47339,                0.28756,                 1.4705,                 1.7563,                 1.9729,             0.00039984,             0.00039984,             0.00039984
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        35 +
                                                             34,                 1.2738,                 1.8326,                 1.6906,                0.65665,                0.38394,                0.46567,                0.29202,                 1.4486,                  1.697,                 1.9619,             0.00039002,             0.00039002,             0.00039002
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        36 +
                                                             35,                 1.2604,                 1.8117,                 1.6866,                0.63414,                0.42574,                0.46702,                0.28885,                  1.435,                 1.7178,                 1.9372,              0.0003802,              0.0003802,              0.0003802
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        37 +
                                                             36,                 1.2575,                 1.8028,                 1.6872,                 0.4691,                0.49062,                0.46838,                0.28818,                 1.4346,                 1.7188,                 1.9601,             0.00037039,             0.00037039,             0.00037039
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        38 +
                                                             37,                 1.2549,                 1.7846,                 1.6737,                0.58865,                0.48068,                0.50015,                 0.3132,                 1.4069,                 1.7139,                 1.9331,             0.00036057,             0.00036057,             0.00036057
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        39 +
                                                             38,                 1.2383,                 1.7762,                 1.6703,                0.56138,                0.45913,                0.50206,                 0.3208,                  1.403,                 1.6625,                 1.9144,             0.00035075,             0.00035075,             0.00035075
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        40 +
                                                             39,                 1.2377,                  1.764,                 1.6673,                0.60345,                0.44957,                 0.5037,                0.31704,                 1.3923,                 1.6614,                 1.9109,             0.00034094,             0.00034094,             0.00034094
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        41 +
                                                             40,                 1.2267,                 1.7581,                 1.6606,                0.67471,                0.47535,                0.52954,                 0.3425,                 1.3758,                 1.5788,                 1.9005,             0.00033112,             0.00033112,             0.00033112
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        42 +
                                                             41,                   1.21,                 1.7383,                  1.651,                0.63675,                0.46207,                0.51122,                 0.3322,                 1.3469,                 1.5941,                 1.8779,              0.0003213,              0.0003213,              0.0003213
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        43 +
                                                             42,                 1.2226,                 1.7145,                 1.6577,                0.63929,                0.49635,                0.53669,                0.34303,                 1.3412,                 1.5864,                 1.8685,             0.00031148,             0.00031148,             0.00031148
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        44 +
                                                             43,                 1.2051,                 1.6852,                 1.6468,                0.64352,                0.48238,                0.54267,                 0.3571,                 1.3241,                 1.5518,                 1.8535,             0.00030167,             0.00030167,             0.00030167
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        45 +
                                                             44,                 1.2181,                 1.7007,                 1.6535,                0.71116,                0.48677,                0.56398,                0.36605,                 1.3405,                 1.5006,                 1.8674,             0.00029185,             0.00029185,             0.00029185
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        46 +
                                                             45,                 1.1799,                 1.6481,                 1.6281,                0.69552,                0.50329,                0.57062,                0.37444,                 1.3143,                 1.4872,                 1.8325,             0.00028203,             0.00028203,             0.00028203
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        47 +
                                                             46,                 1.1938,                 1.6747,                 1.6374,                0.65168,                0.49782,                0.55675,                0.36325,                 1.2918,                 1.5082,                 1.8229,             0.00027221,             0.00027221,             0.00027221
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        48 +
                                                             47,                 1.1683,                 1.6058,                 1.6099,                0.70239,                0.48865,                 0.5708,                0.37854,                 1.2946,                 1.4709,                 1.8073,              0.0002624,              0.0002624,              0.0002624
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        49 +
                                                             48,                 1.1725,                 1.6169,                 1.6067,                0.70856,                0.48696,                0.58391,                 0.3842,                 1.3033,                 1.4754,                  1.803,             0.00025258,             0.00025258,             0.00025258
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        50 +
                                                             49,                 1.1785,                 1.6311,                 1.6151,                0.74253,                0.49677,                0.58383,                0.38739,                 1.2697,                 1.4517,                 1.7873,             0.00024276,             0.00024276,             0.00024276
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        51 +
                                                             50,                 1.1593,                 1.5859,                 1.6058,                 0.7156,                0.50605,                0.59523,                0.39321,                 1.2583,                 1.4547,                 1.7839,             0.00023294,             0.00023294,             0.00023294
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        52 +
                                                             51,                 1.1582,                 1.6058,                 1.6065,                0.69887,                0.51384,                0.59191,                0.39408,                 1.2699,                 1.4585,                 1.7877,             0.00022313,             0.00022313,             0.00022313
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        53 +
                                                             52,                 1.1451,                 1.5757,                 1.5956,                 0.7008,                0.52277,                0.60182,                0.40736,                  1.236,                 1.3907,                 1.7593,             0.00021331,             0.00021331,             0.00021331
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        54 +
                                                             53,                 1.1416,                   1.55,                  1.593,                0.71002,                0.52947,                0.60695,                 0.4063,                 1.2189,                 1.3866,                 1.7543,             0.00020349,             0.00020349,             0.00020349
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        55 +
                                                             54,                 1.1278,                 1.5193,                 1.5801,                0.72738,                0.52811,                0.62293,                0.42199,                 1.2126,                 1.3673,                 1.7423,             0.00019367,             0.00019367,             0.00019367
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        56 +
                                                             55,                 1.1303,                 1.5249,                 1.5841,                0.74897,                0.50784,                0.62285,                0.42108,                 1.2032,                 1.3632,                   1.74,             0.00018385,             0.00018385,             0.00018385
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        57 +
                                                             56,                 1.1207,                  1.509,                 1.5721,                0.75676,                0.52384,                0.63756,                0.42888,                 1.1983,                 1.3262,                 1.7304,             0.00017404,             0.00017404,             0.00017404
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        58 +
                                                             57,                 1.1223,                 1.4979,                 1.5757,                0.73591,                0.54791,                0.64338,                0.43785,                 1.1722,                 1.3289,                 1.7084,             0.00016422,             0.00016422,             0.00016422
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        59 +
                                                             58,                 1.1139,                 1.4908,                 1.5639,                 0.7492,                0.54134,                0.64347,                0.43842,                 1.1904,                 1.3251,                 1.7137,              0.0001544,              0.0001544,              0.0001544
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        60 +
                                                             59,                 1.1041,                  1.483,                 1.5616,                0.72828,                0.55497,                0.64807,                0.44299,                 1.1734,                 1.3022,                 1.7151,             0.00014458,             0.00014458,             0.00014458
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        61 +
                                                             60,                  1.112,                 1.4844,                 1.5675,                0.71333,                0.57092,                 0.6579,                0.45485,                 1.1644,                 1.2799,                 1.7005,             0.00013477,             0.00013477,             0.00013477
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        62 +
                                                             61,                 1.0992,                 1.4548,                  1.554,                0.76059,                0.55431,                0.66256,                0.45619,                 1.1547,                 1.2762,                 1.6847,             0.00012495,             0.00012495,             0.00012495
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        63 +
                                                             62,                 1.0818,                 1.4381,                 1.5408,                0.78224,                0.54561,                0.67038,                0.46189,                 1.1345,                 1.2592,                 1.6704,             0.00011513,             0.00011513,             0.00011513
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                        64 +
                                        
                                        
                                        
                                        
                                    
                                
                                
                                
                            
                                
                                    
                                
                                
                                
                            
                                
                                    
                                        
                                        
                                            
                                            
                                            
                                            
                                        
                                    
                                
                                
                                
                            
                            
                                

runs/detect/train22/train_batch0.jpg

runs/detect/train22/train_batch1.jpg

runs/detect/train22/train_batch2.jpg

runs/detect/train22/train_batch21824.jpg

runs/detect/train22/train_batch21825.jpg

runs/detect/train22/train_batch21826.jpg

runs/detect/train22/weights/best.pt

runs/detect/train22/weights/last.pt

yolo_data.cache