Semantic Segmentation on SCD (test)
85.8F1 Score (w/bg)Attention U-Net
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Attention U-NetParams (M)=31.4, GFLOPS=13.972026.02 | 85.8 | 84.3 | 76.3 | 73.6 | 86.6 | 84.3 | 77.2 | |
| U-NetParams (M)=31.04, GFLOPS=13.692026.02 | 85.6 | 83.9 | 76.1 | 73.4 | 86.7 | 84.1 | 76.4 | |
| U-Net++Params (M)=4.98, GFLOPS=6.462026.02 | 84.9 | 83.1 | 75.1 | 72.2 | 81.1 | 83.3 | 76.2 | |
| FPNParams (M)=21.2, GFLOPS=7.812026.02 | 84.4 | 82.6 | 74.2 | 71.3 | 82 | 83 | 76 | |
| RAPID-SCANParams (M)=0.64, GFLOPS=0.192026.02 | 83.4 | 81.5 | 72.9 | 69.9 | 81.5 | 81.7 | 74.5 | |
| Swin-UNetParams (M)=14.5, GFLOPS=0.982026.02 | 82.9 | 80.9 | 72.4 | 69.3 | 82.8 | 81 | 72.8 | |
| SegformerParams (M)=13.67, GFLOPS=0.782026.02 | 78.4 | 76 | 67.2 | 63.6 | 79.6 | 76.4 | 70.6 | |
| PSPNetParams (M)=14.1, GFLOPS=1.152026.02 | 77.5 | 74.9 | 66.3 | 62.5 | 77.8 | 75.1 | 64.7 |