train 6

hey24sheep · Jan 23, 2022 · ef1ed28 · ef1ed28
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diff --git a/README.md b/README.md
@@ -11,6 +11,7 @@ Used Ultralytics/Yolov5 weights to re-train on Challenge Dataset.
 > NOTE 4: only the best submission data is logged here
 
 ## [Leaderboard Scores](https://www.kaggle.com/c/tensorflow-great-barrier-reef/leaderboard)
+- [23 Jan 2022] 1st Competitor : 0.779 || My Score : 0.520
 - [17 Jan 2022] 1st Competitor : 0.720 || My Score : 0.520
 - [15 Jan 2022] 1st Competitor : 0.692 || My Score : 0.520
 - [02 Jan 2022] 1st Competitor : 0.673 || My Score : 0.513

diff --git a/yolov5l6_train/train6/events.out.tfevents.1642882094.59a283677cfc.25.0 b/yolov5l6_train/train6/events.out.tfevents.1642882094.59a283677cfc.25.0
diff --git a/yolov5l6_train/train6/hyp.yaml b/yolov5l6_train/train6/hyp.yaml
@@ -0,0 +1,28 @@
+lr0: 0.01
+lrf: 0.01
+momentum: 0.937
+weight_decay: 0.0005
+warmup_epochs: 3.0
+warmup_momentum: 0.8
+warmup_bias_lr: 0.1
+box: 0.05
+cls: 0.5
+cls_pw: 1.0
+obj: 1.0
+obj_pw: 1.0
+iou_t: 0.3
+anchor_t: 4.0
+fl_gamma: 0.0
+hsv_h: 0.015
+hsv_s: 0.3
+hsv_v: 0.4
+degrees: 0.0
+translate: 0.1
+scale: 0.5
+shear: 0.0
+perspective: 0.0
+flipud: 0.0
+fliplr: 0.5
+mosaic: 0.0
+mixup: 0.0
+copy_paste: 0.0
diff --git a/yolov5l6_train/train6/labels.jpg b/yolov5l6_train/train6/labels.jpg
diff --git a/yolov5l6_train/train6/labels_correlogram.jpg b/yolov5l6_train/train6/labels_correlogram.jpg
diff --git a/yolov5l6_train/train6/opt.yaml b/yolov5l6_train/train6/opt.yaml
@@ -0,0 +1,41 @@
+weights: /kaggle/working/yolov5l6_t5.pt
+cfg: ''
+data: /kaggle/working/reef.yaml
+hyp: /kaggle/working/hyp.yaml
+epochs: 6
+batch_size: 2
+imgsz: 2048
+rect: false
+resume: false
+nosave: false
+noval: false
+noautoanchor: false
+evolve: false
+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_unenhanced_yolov5l6_5t
+exist_ok: true
+quad: false
+linear_lr: false
+label_smoothing: 0.0
+patience: 5
+freeze: 0
+save_period: 3
+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_unenhanced_yolov5l6_5t
diff --git a/yolov5l6_train/train6/results.csv b/yolov5l6_train/train6/results.csv
@@ -0,0 +1,6 @@
+               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
+                  64,            0.020034,            0.014954,                   0,              0.9367,             0.82851,             0.90657,              0.5225,            0.018499,            0.020033,                   0,           0.0029045,           0.0029045,           0.0029045,             0.90657
+                  65,            0.017661,              0.0104,                   0,             0.94211,             0.93156,             0.95978,             0.56931,            0.016564,            0.014775,                   0,            0.002575,            0.002575,            0.002575,             0.95978
+                  66,            0.015187,           0.0088404,                   0,             0.94795,             0.93779,             0.96628,             0.57839,            0.015534,            0.014201,                   0,          0.00076317,          0.00076317,          0.00076317,             0.96628
+                  67,            0.013694,            0.008377,                   0,             0.94577,             0.94152,             0.96805,             0.58579,            0.015223,            0.014027,                   0,              0.0001,              0.0001,              0.0001,             0.96805
+                  68,            0.013723,           0.0082624,                   0,             0.93928,             0.95593,             0.97007,             0.59138,             0.01496,            0.013817,                   0,          0.00076317,          0.00076317,          0.00076317,             0.97007
diff --git a/yolov5l6_train/train6/results.html b/yolov5l6_train/train6/results.html
@@ -0,0 +1,38 @@
+
+<!-- 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>0.939</td>
+      <td>0.956</td>
+      <td>0.970</td>
+      <td>0.591</td>
+    </tr>
+    <tr>
+      <th>1</th>
+      <td>starfish</td>
+      <td>1244</td>
+      <td>2411</td>
+      <td>0.939</td>
+      <td>0.956</td>
+      <td>0.970</td>
+      <td>0.591</td>
+    </tr>
+  </tbody>
+</table></body></html>
diff --git a/yolov5l6_train/train6/results.png b/yolov5l6_train/train6/results.png