Best Architecture
EfficientNet-B3 U-Net
Score: 0.7056 (Dice: 0.6081)
Secondary Model
ResNet-34 U-Net
Score: 0.6701 (Dice: 0.5654)
Loss Function
Weighted BCEDiceLoss
Sqrt positive-pixel rebalancing
Test Augmentation
4-View Flip TTA
H-Flip, V-Flip & Diagonal
Select Sample Strip Image or Upload Custom
Surface Inspection View
128 × 800 px
Opacity:
65%
Kaggle Run-Length Encoding (1-Indexed Column-Major RLE)
Formatted directly for
sample_submission.csv evaluation.Quality Inspection Status
Analyzing Surface...
Checking $128 \times 800$ canvas...
Defect Diagnostics
| Defect | Status | Area | % Canvas |
|---|
Calibration Settings
4-View Flip TTA:
Enabled
Connected Components:
8-Connectivity
Min Area Filters:
25 / 25 / 220 / 350 px