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train 3 and refactor file structure
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hey24sheep committed Dec 30, 2021
1 parent 56cc60e commit 071c363
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41 changes: 41 additions & 0 deletions yolov5l6_train/train3/opt.yaml
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weights: ./reef_enhanced_1280/train_yolov5l6_1/weights/last.pt
cfg: ''
data: /kaggle/working/reef.yaml
hyp: /kaggle/input/yolov5pip/yolov5-pip/yolov5/data/hyps/hyp.finetune.yaml
epochs: 300
batch_size: 7
imgsz: 1280
rect: false
resume: true
nosave: false
noval: false
noautoanchor: false
evolve: null
bucket: ''
cache: null
image_weights: false
device: cuda:0
multi_scale: false
single_cls: false
adam: false
sync_bn: false
workers: 0
project: reef_enhanced_1280
name: train_yolov5l6_1
exist_ok: true
quad: false
linear_lr: false
label_smoothing: 0.0
patience: 10
freeze: 0
save_period: 8
local_rank: -1
mmdet_tags: false
entity: null
bbox_interval: -1
artifact_alias: latest
neptune_token: null
neptune_project: null
s3_upload_dir: null
upload_dataset: false
save_dir: reef_enhanced_1280/train_yolov5l6_1
39 changes: 39 additions & 0 deletions yolov5l6_train/train3/results.csv
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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
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38 changes: 38 additions & 0 deletions yolov5l6_train/train3/results.html
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<!-- saved from url=(0014)about:internet -->
<html><head><meta http-equiv="Content-Type" content="text/html; charset=windows-1252"></head><body><table border="1" class="dataframe">
<thead>
<tr style="text-align: right;">
<th></th>
<th>Class</th>
<th>Images</th>
<th>Labels</th>
<th>P</th>
<th>R</th>
<th>[email protected]</th>
<th>[email protected]:.95</th>
</tr>
</thead>
<tbody>
<tr>
<th>0</th>
<td>all</td>
<td>1244</td>
<td>2411</td>
<td>0.938</td>
<td>0.935</td>
<td>0.961</td>
<td>0.596</td>
</tr>
<tr>
<th>1</th>
<td>starfish</td>
<td>1244</td>
<td>2411</td>
<td>0.938</td>
<td>0.935</td>
<td>0.961</td>
<td>0.596</td>
</tr>
</tbody>
</table></body></html>
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28 changes: 28 additions & 0 deletions yolov5l_train/train_3/hyp.yaml
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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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