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Browse files- results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/args.yaml +239 -0
- results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/evaluation/test_size_ground_truth.json +0 -0
- results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/evaluation/test_size_predictions.json +0 -0
- results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/results.csv +27 -0
- results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/test_metrics.json +88 -0
- results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/weights/best.pt +3 -0
- results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/weights/last.pt +3 -0
results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/args.yaml
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| 1 |
+
task: detect
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| 2 |
+
mode: train
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| 3 |
+
model: /marimo/post_sppf_4dataset_runtime/varroa/code/model_cfg/yolov8_baseline_gap_factorized_k15_p2p3p4.yaml
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| 4 |
+
data: /marimo/post_sppf_4dataset_runtime/varroa/coco_yolo_data/seed_42/data.yaml
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| 5 |
+
epochs: 100
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| 6 |
+
time: null
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| 7 |
+
patience: 20
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| 8 |
+
batch: 8
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| 9 |
+
imgsz: 640
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| 10 |
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save: true
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| 11 |
+
save_period: -1
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| 12 |
+
cache: false
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| 13 |
+
device: null
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| 14 |
+
workers: 8
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| 15 |
+
project: /marimo/post_sppf_4dataset_runtime/varroa/runs/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4
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| 16 |
+
name: seed_42
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| 17 |
+
exist_ok: true
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| 18 |
+
pretrained: yolov8n.pt
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| 19 |
+
optimizer: AdamW
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| 20 |
+
verbose: true
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| 21 |
+
seed: 42
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| 22 |
+
deterministic: true
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| 23 |
+
single_cls: false
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| 24 |
+
rect: false
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| 25 |
+
cos_lr: false
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| 26 |
+
close_mosaic: 0
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| 27 |
+
resume: false
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| 28 |
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amp: true
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| 29 |
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fraction: 1.0
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| 30 |
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profile: false
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| 31 |
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freeze: null
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| 32 |
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multi_scale: 0.0
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| 33 |
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compile: false
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| 34 |
+
overlap_mask: true
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| 35 |
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mask_ratio: 4
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| 36 |
+
dropout: 0.0
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| 37 |
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val: true
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| 38 |
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split: val
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| 39 |
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save_json: false
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| 40 |
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conf: null
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| 41 |
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iou: 0.7
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| 42 |
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max_det: 300
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| 43 |
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nms_method: hard
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| 44 |
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soft_nms_sigma: 0.5
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| 45 |
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soft_nms_min_score: 0.001
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| 46 |
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box_voting: false
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| 47 |
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box_voting_iou: 0.5
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| 48 |
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box_voting_weight: score_iou
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| 49 |
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half: false
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| 50 |
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dnn: false
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| 51 |
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plots: false
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| 52 |
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end2end: null
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| 53 |
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source: null
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| 54 |
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vid_stride: 1
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| 55 |
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stream_buffer: false
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| 56 |
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visualize: false
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| 57 |
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augment: false
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| 58 |
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agnostic_nms: false
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| 59 |
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classes: null
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| 60 |
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retina_masks: false
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| 61 |
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embed: null
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| 62 |
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show: false
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| 63 |
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save_frames: false
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| 64 |
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save_txt: false
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| 65 |
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save_conf: false
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| 66 |
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save_crop: false
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| 67 |
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show_labels: true
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| 68 |
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show_conf: true
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| 69 |
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show_boxes: true
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| 70 |
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line_width: null
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| 71 |
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format: torchscript
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| 72 |
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keras: false
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| 73 |
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optimize: false
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| 74 |
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int8: false
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| 75 |
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dynamic: false
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| 76 |
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simplify: true
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| 77 |
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opset: null
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| 78 |
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workspace: null
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| 79 |
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nms: false
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| 80 |
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lr0: 0.002
|
| 81 |
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lrf: 0.01
|
| 82 |
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momentum: 0.9
|
| 83 |
+
weight_decay: 0.0005
|
| 84 |
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warmup_epochs: 3.0
|
| 85 |
+
warmup_momentum: 0.8
|
| 86 |
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warmup_bias_lr: 0.0
|
| 87 |
+
box: 7.5
|
| 88 |
+
bbox_iou_loss: ciou
|
| 89 |
+
wiou_monotonous: false
|
| 90 |
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cls_iou_target: false
|
| 91 |
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positive_confidence_rescue_gain: 0.0
|
| 92 |
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positive_confidence_rescue_gamma: 1.0
|
| 93 |
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vfl: false
|
| 94 |
+
vfl_alpha: 0.75
|
| 95 |
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vfl_gamma: 2.0
|
| 96 |
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vfl_iou_detach: true
|
| 97 |
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vfl_pos_q_weight: true
|
| 98 |
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tal_topk: 10
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| 99 |
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tal_alpha: 0.5
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| 100 |
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factorized_tal_target: true
|
| 101 |
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factorized_tal_tau: 0.75
|
| 102 |
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factorized_tal_kappa: 1.5
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| 103 |
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factorized_tal_lambda: 0.5
|
| 104 |
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factorized_tal_s_max: 32.0
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| 105 |
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factorized_tal_warmup_start: 5
|
| 106 |
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factorized_tal_warmup_end: 15
|
| 107 |
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factorized_tal_p2_only: true
|
| 108 |
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tal_beta: 6.0
|
| 109 |
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vfl_weight_box_by_q: false
|
| 110 |
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box_q_weight_min: 0.25
|
| 111 |
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boundary_contrast: 0.0
|
| 112 |
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boundary_levels: 2
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| 113 |
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boundary_ring: 1.0
|
| 114 |
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boundary_samples: 16
|
| 115 |
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boundary_tau: 0.2
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| 116 |
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boundary_shrinkage: 0.25
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| 117 |
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loc_quality: 0.0
|
| 118 |
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loc_quality_levels: 2
|
| 119 |
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loc_quality_sigma: 0.45
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| 120 |
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loc_quality_loss: mse
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| 121 |
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dgfe_rec_gain: 0.0
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| 122 |
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dgfe_spatial_gain: 0.0
|
| 123 |
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dgfe_spatial_warmup_epochs: 0
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| 124 |
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dgfe_spatial_warmup_start: 0.1
|
| 125 |
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dgfe_boundary_ring: 1.0
|
| 126 |
+
dgfe_inner_value: 0.3
|
| 127 |
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dgfe_tiny_area: 4.0
|
| 128 |
+
dgfe_neg_pos_ratio: 3
|
| 129 |
+
dgfe_neg_gain: 0.25
|
| 130 |
+
dgfe_spatial_target_mode: iou
|
| 131 |
+
dgfe_edge_error_norm: 0.25
|
| 132 |
+
quality_head: false
|
| 133 |
+
quality_loss: bce
|
| 134 |
+
quality_gain: 0.5
|
| 135 |
+
quality_neg_gain: 0.1
|
| 136 |
+
quality_pos_iou_thr: 0.5
|
| 137 |
+
quality_hard_neg_iou_thr: 0.3
|
| 138 |
+
quality_hard_neg_score_thr: 0.05
|
| 139 |
+
quality_target_mode: iou_power
|
| 140 |
+
quality_target_power: 1.0
|
| 141 |
+
quality_ramp_low: 0.5
|
| 142 |
+
quality_ramp_high: 0.75
|
| 143 |
+
quality_neg_mode: hard
|
| 144 |
+
quality_score_mode: cls_mul_q
|
| 145 |
+
quality_box_features: false
|
| 146 |
+
quality_box_detach: true
|
| 147 |
+
quality_detach_target: true
|
| 148 |
+
quality_debug: false
|
| 149 |
+
quality_debug_batches: 1
|
| 150 |
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quality_debug_export: false
|
| 151 |
+
quality_debug_max_preds: 30000
|
| 152 |
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quality_probe_export: false
|
| 153 |
+
quality_probe_max_preds: 30000
|
| 154 |
+
rank_loss: 0.0
|
| 155 |
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rank_tau: 0.25
|
| 156 |
+
rank_iou_margin: 0.1
|
| 157 |
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rank_topk: 10
|
| 158 |
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loc_assign: false
|
| 159 |
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loc_assign_topk: 3
|
| 160 |
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loc_assign_max_stride: 8.0
|
| 161 |
+
loc_assign_center_radius: 2.5
|
| 162 |
+
loc_assign_weight: 0.5
|
| 163 |
+
box_consensus_gain: 0.0
|
| 164 |
+
box_consensus_warmup_start: 5
|
| 165 |
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box_consensus_warmup_end: 15
|
| 166 |
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box_consensus_log_grad_ratio: false
|
| 167 |
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positive_support_dropout: false
|
| 168 |
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positive_support_mode: dominant
|
| 169 |
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positive_support_gain: 0.0
|
| 170 |
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positive_support_prob: 0.5
|
| 171 |
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positive_support_min_count: 3
|
| 172 |
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positive_support_aux_topk: 3
|
| 173 |
+
positive_support_radius: 2
|
| 174 |
+
positive_support_fill_kernel: 3
|
| 175 |
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positive_support_warmup_start: 5
|
| 176 |
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positive_support_warmup_end: 15
|
| 177 |
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cls_geometry_fuse: false
|
| 178 |
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cls_geometry_mode: add
|
| 179 |
+
cls_geometry_detach: true
|
| 180 |
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cls_deform_geometry: false
|
| 181 |
+
dfl_residual: false
|
| 182 |
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dfl_residual_scale: 0.25
|
| 183 |
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cls: 0.5
|
| 184 |
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cls_pw: 0.0
|
| 185 |
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dfl: 1.5
|
| 186 |
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pc_dfl_gain: 0.0
|
| 187 |
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pc_dfl_margin: 1.5
|
| 188 |
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cfr_gain: 0.0
|
| 189 |
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cfr_detail_gain: 1.0
|
| 190 |
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cfr_cos_gain: 1.0
|
| 191 |
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cfr_conflict_weight: 3.0
|
| 192 |
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pose: 12.0
|
| 193 |
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kobj: 1.0
|
| 194 |
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rle: 1.0
|
| 195 |
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angle: 1.0
|
| 196 |
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nbs: 64
|
| 197 |
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hsv_h: 0.015
|
| 198 |
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hsv_s: 0.7
|
| 199 |
+
hsv_v: 0.4
|
| 200 |
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degrees: 0.0
|
| 201 |
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translate: 0.1
|
| 202 |
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scale: 0.5
|
| 203 |
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shear: 0.0
|
| 204 |
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perspective: 0.0
|
| 205 |
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flipud: 0.0
|
| 206 |
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fliplr: 0.5
|
| 207 |
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bgr: 0.0
|
| 208 |
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mosaic: 0.0
|
| 209 |
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mixup: 0.0
|
| 210 |
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cutmix: 0.0
|
| 211 |
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copy_paste: 0.0
|
| 212 |
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copy_paste_mode: flip
|
| 213 |
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|
| 214 |
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|
| 215 |
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|
| 216 |
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|
| 217 |
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|
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copy_paste_allow_empty_target: true
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copy_paste_allow_same_source: true
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negative_cp_target_max_size: 20.0
|
| 226 |
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|
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|
| 229 |
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negative_cp_max_weight_ratio: 3.0
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| 230 |
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negative_cp_matched_ratio_max: 1.5
|
| 231 |
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negative_cp_large_ratio_min: 1.5
|
| 232 |
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negative_cp_large_ratio_max: 2.5
|
| 233 |
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negative_cp_degradation: weak_blur
|
| 234 |
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negative_cp_blur_sigma: 0.5
|
| 235 |
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auto_augment: randaugment
|
| 236 |
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erasing: 0.4
|
| 237 |
+
cfg: null
|
| 238 |
+
tracker: botsort.yaml
|
| 239 |
+
save_dir: /marimo/post_sppf_4dataset_runtime/varroa/runs/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42
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results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/evaluation/test_size_ground_truth.json
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results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/evaluation/test_size_predictions.json
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The diff for this file is too large to render.
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results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/results.csv
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
| 1 |
+
epoch,time,train/box_loss,train/cls_loss,train/dfl_loss,psd_eligible_gt,psd_alt_supports_avg,psd_raw_loss,psd_delta_drop,p2_positive_count,p2_positive_fraction,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
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| 2 |
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1,16.3245,2.24208,3.40683,2.3143,0,0,0,0,0,0,0.67841,0.68676,0.69065,0.23001,2.1862,1.97749,2.2112,0.00066474,0.00066474,0.00066474
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| 3 |
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| 4 |
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| 5 |
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| 6 |
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| 7 |
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14,182.605,2.05736,1.16692,2.10975,0,0,0,0,0,0,0.76353,0.71971,0.76681,0.26435,2.25406,1.22663,2.33088,0.0017426,0.0017426,0.0017426
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| 16 |
+
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| 17 |
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|
| 18 |
+
17,221.186,2.02969,1.1539,2.09555,0,0,0,0,0,0,0.67377,0.5562,0.60999,0.17893,2.43654,1.57191,2.46119,0.0016832,0.0016832,0.0016832
|
| 19 |
+
18,234.051,2.02737,1.14676,2.09148,0,0,0,0,0,0,0.79857,0.64242,0.72354,0.24903,2.28048,1.32379,2.33749,0.0016634,0.0016634,0.0016634
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| 20 |
+
19,247.049,2.02622,1.13086,2.07639,0,0,0,0,0,0,0.76657,0.68076,0.73789,0.25452,2.21523,1.30383,2.28963,0.0016436,0.0016436,0.0016436
|
| 21 |
+
20,260.002,2.01505,1.13499,2.09145,0,0,0,0,0,0,0.74279,0.6365,0.72679,0.27032,2.1202,1.47602,2.16169,0.0016238,0.0016238,0.0016238
|
| 22 |
+
21,272.983,2.00839,1.11221,2.08497,0,0,0,0,0,0,0.71429,0.70511,0.72916,0.24227,2.15378,1.26551,2.27436,0.001604,0.001604,0.001604
|
| 23 |
+
22,285.648,2.00804,1.10837,2.10683,0,0,0,0,0,0,0.79418,0.7717,0.79161,0.27409,2.20709,1.15964,2.29661,0.0015842,0.0015842,0.0015842
|
| 24 |
+
23,298.471,2.00615,1.09764,2.09903,0,0,0,0,0,0,0.72688,0.67603,0.71933,0.25122,2.17658,1.32188,2.24825,0.0015644,0.0015644,0.0015644
|
| 25 |
+
24,311.371,2.00627,1.07629,2.10444,0,0,0,0,0,0,0.70763,0.69051,0.69719,0.23494,2.21296,1.29405,2.28872,0.0015446,0.0015446,0.0015446
|
| 26 |
+
25,324.065,2.00202,1.09451,2.10178,0,0,0,0,0,0,0.71721,0.66569,0.63792,0.20372,2.36236,1.24731,2.43894,0.0015248,0.0015248,0.0015248
|
| 27 |
+
26,336.752,1.9971,1.0838,2.09784,0,0,0,0,0,0,0.63096,0.63358,0.62571,0.20089,2.38994,1.37851,2.45822,0.001505,0.001505,0.001505
|
results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/test_metrics.json
ADDED
|
@@ -0,0 +1,88 @@
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|
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|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"case": "baseline_gap_factorized_k15_p2p3p4",
|
| 3 |
+
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|
| 4 |
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|
| 5 |
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|
| 6 |
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|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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|
| 11 |
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"factorized_tal_warmup_end": 15,
|
| 12 |
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"factorized_tal_p2_only": true,
|
| 13 |
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"optimizer": "AdamW",
|
| 14 |
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"lr0": 0.002,
|
| 15 |
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|
| 16 |
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"weight_decay": 0.0005,
|
| 17 |
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"cos_lr": false,
|
| 18 |
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"lrf": 0.01,
|
| 19 |
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|
| 20 |
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|
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| 22 |
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| 23 |
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| 25 |
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|
| 26 |
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|
| 27 |
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},
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| 28 |
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"augmentation_environment": {
|
| 29 |
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"YOLO_CONTEXT_AUG": "none"
|
| 30 |
+
},
|
| 31 |
+
"seed": 42,
|
| 32 |
+
"pretrained": "yolov8n.pt",
|
| 33 |
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"pretrained_transfer": {
|
| 34 |
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"total": 422,
|
| 35 |
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"direct": 260,
|
| 36 |
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"backbone_remapped": 162,
|
| 37 |
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| 38 |
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"repc2f_reparameterized": 0,
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| 39 |
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"method": "aduy_smart_transfer_plus_shifted_backbone_remap"
|
| 40 |
+
},
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| 41 |
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"epochs": 100,
|
| 42 |
+
"image_size": 640,
|
| 43 |
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"batch_size": 8,
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| 44 |
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"parameters": 2059081,
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| 46 |
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"gflops": 10.5877248,
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"tinybenchmark_merged": {},
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| 48 |
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"test_size_metrics": {
|
| 49 |
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"test_size/available": 1.0,
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| 50 |
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"test_size/AP50": 0.7683502635325067,
|
| 51 |
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"test_size/AP75": 0.0951638683787549,
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"test_size/mAP50-75": 0.4444450985958807,
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"test_size/AP50-Tiny1": -1.0,
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"test_size/AP-Tiny1": -1.0,
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| 55 |
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| 56 |
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| 57 |
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| 59 |
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"test_size/AP50-Small": 0.7423902491988197,
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| 60 |
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"test_size/AP-Small": 0.43034640649301337,
|
| 61 |
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|
| 62 |
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"test_size/AP-Medium": 0.5183786860673308,
|
| 63 |
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"test_size/dataset": "varroa",
|
| 64 |
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"test_size/protocol": "FTSC size-bucket evaluator: class-agnostic native YOLO test images; TinyPerson COCOeval tiny mode; AP50 uses IoU=0.50; Small=20^2<=area<32^2 px; maxDets=200"
|
| 65 |
+
},
|
| 66 |
+
"runtime_seconds": 356.5271866321564,
|
| 67 |
+
"best_checkpoint": "/marimo/post_sppf_4dataset_runtime/varroa/runs/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/weights/best.pt",
|
| 68 |
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"learned_guidance": {},
|
| 69 |
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"metrics": {
|
| 70 |
+
"val": {
|
| 71 |
+
"bbox_mAP": 0.3069920965614799,
|
| 72 |
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"bbox_mAP_50": 0.8976503344649432,
|
| 73 |
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"bbox_mAP_75": 0.07391020890715716,
|
| 74 |
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"precision": 0.8965595143101661,
|
| 75 |
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"recall": 0.8730661368450309
|
| 76 |
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},
|
| 77 |
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"test": {
|
| 78 |
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"bbox_mAP": 0.3087773103721316,
|
| 79 |
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"bbox_mAP_50": 0.8829349147127041,
|
| 80 |
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"bbox_mAP_75": 0.09359852672715928,
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| 81 |
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"precision": 0.8736391187841871,
|
| 82 |
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"recall": 0.8508771929824561
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| 83 |
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}
|
| 84 |
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},
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| 85 |
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"torch": "2.11.0+cu130",
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| 86 |
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"cuda": "13.0",
|
| 87 |
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"gpu": "NVIDIA RTX PRO 6000 Blackwell Server Edition"
|
| 88 |
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}
|
results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/weights/best.pt
ADDED
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results/p2p3p4_notebook1_3cases_3datasets_42_43/baseline_gap_factorized_k15_p2p3p4/seed_42/train/weights/last.pt
ADDED
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