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'*.pt' filter=lfs diff=lfs merge=lfs -text | ||
*.pt filter=lfs diff=lfs merge=lfs -text |
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<p> | ||
This repo contains my trained models for Kaggle Competition - [TF Barrier Reef Challenge](https://www.kaggle.com/c/tensorflow-great-barrier-reef) | ||
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Used Ultralytics/Yolov5 weights to re-train on Challenge Dataset. | ||
</p> | ||
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## Train Track/History | ||
- "run_1280_yolov5l" | ||
- Model trained : Yolov5l | ||
- Trained on Image Size : 1024 | ||
- Epochs : 15 | ||
- Dataset details : Trained on original data. Only images with annotations were used. No image preprocessing is used. | ||
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## Challenge Track/History | ||
- First submission | ||
- Date : 14/Dec/2021 | ||
- Model : Yolov5l | ||
- Dataset : default, original with annotation | ||
- My score : 0.325 | ||
- Leaderboard Rank #1 score : 0.619 as of 16/Dec/2021 |
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lr0: 0.0032 | ||
lrf: 0.12 | ||
momentum: 0.843 | ||
weight_decay: 0.00036 | ||
warmup_epochs: 2.0 | ||
warmup_momentum: 0.5 | ||
warmup_bias_lr: 0.05 | ||
box: 0.0296 | ||
cls: 0.243 | ||
cls_pw: 0.631 | ||
obj: 0.301 | ||
obj_pw: 0.911 | ||
iou_t: 0.2 | ||
anchor_t: 2.91 | ||
fl_gamma: 0.0 | ||
hsv_h: 0.0138 | ||
hsv_s: 0.664 | ||
hsv_v: 0.464 | ||
degrees: 0.373 | ||
translate: 0.245 | ||
scale: 0.898 | ||
shear: 0.602 | ||
perspective: 0.0 | ||
flipud: 0.00856 | ||
fliplr: 0.5 | ||
mosaic: 1.0 | ||
mixup: 0.243 | ||
copy_paste: 0.0 |
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epoch, train/box_loss, train/obj_loss, train/cls_loss, metrics/precision, metrics/recall, metrics/mAP_0.5,metrics/mAP_0.5:0.95, val/box_loss, val/obj_loss, val/cls_loss, x/lr0, x/lr1, x/lr2,metrics/starfish_mAP_50 | ||
0, 0.028499, 0.010266, 0, 4.6047e-06, 0.00067249, 2.2554e-06, 4.7973e-07, 0.020463, 0.0082342, 0, 0.0015989, 0.0015989, 0.026616, 2.2554e-06 | ||
1, 0.023558, 0.0065494, 0, 2.9852e-05, 0.0044553, 1.4997e-05, 2.8825e-06, 0.017353, 0.0067323, 0, 0.002943, 0.002943, 0.0029599, 1.4997e-05 | ||
2, 0.021315, 0.0056722, 0, 0.0021342, 0.31851, 0.0015302, 0.00067629, 0.015243, 0.006487, 0, 0.002688, 0.002688, 0.002688, 0.0015302 | ||
3, 0.019783, 0.0053575, 0, 0.21822, 0.17451, 0.089886, 0.040363, 0.014256, 0.0061234, 0, 0.002688, 0.002688, 0.002688, 0.089886 | ||
4, 0.019135, 0.0052661, 0, 0.35452, 0.20511, 0.13512, 0.051408, 0.013842, 0.0055892, 0, 0.002432, 0.002432, 0.002432, 0.13512 | ||
5, 0.018806, 0.0050238, 0, 0.43084, 0.23428, 0.17275, 0.077751, 0.013487, 0.0053736, 0, 0.002176, 0.002176, 0.002176, 0.17275 | ||
6, 0.01836, 0.0050259, 0, 0.43456, 0.26565, 0.19217, 0.087213, 0.013225, 0.0052311, 0, 0.00192, 0.00192, 0.00192, 0.19217 | ||
7, 0.018092, 0.0048684, 0, 0.46659, 0.27766, 0.20838, 0.10108, 0.013059, 0.0051505, 0, 0.001664, 0.001664, 0.001664, 0.20838 |
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