Semantic Segmentation on CSDD without data preprocessing original (test)
78.3F1 Score (w/bg)FORTRESS
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FORTRESSParams (M)=2.89, GFLOPS=1.172026.01 | 78.3 | 75.9 | 66.3 | 62.7 | 79.1 | 0.763 | 67.4 | |
| UNet3+Params (M)=25.59, GFLOPS=33.042026.01 | 72.1 | 69 | 58.9 | 54.5 | 71.6 | 0.694 | 58.2 | |
| UNeXtParams (M)=6.29, GFLOPS=1.162026.01 | 71.8 | 68.7 | 58.7 | 54.4 | 69.2 | 0.69 | 57.3 | |
| U-KANParams (M)=25.36, GFLOPS=1.732026.01 | 69.8 | 66.4 | 56.4 | 51.7 | 68.5 | 0.673 | 57.6 | |
| BiFPNParams (M)=4.46, GFLOPS=17.762026.01 | 69.2 | 65.7 | 55.6 | 50.8 | 64.3 | 0.667 | 57.3 | |
| SA-UNetParams (M)=7.86, GFLOPS=3.622026.01 | 68.8 | 65.3 | 55 | 50.2 | 73.2 | 0.662 | 57.2 | |
| Att. U-NetParams (M)=31.40, GFLOPS=13.972026.01 | 67.5 | 63.9 | 53.6 | 48.6 | 69.8 | 0.649 | 54 | |
| UNet++Params (M)=4.98, GFLOPS=6.462026.01 | 65.8 | 61.9 | 52.8 | 47.8 | 58.6 | 0.641 | 53.5 | |
| U-NetParams (M)=31.04, GFLOPS=13.692026.01 | 60.2 | 55.7 | 46.1 | 40.3 | 62 | 0.573 | 49.3 | |
| FPNParams (M)=21.20, GFLOPS=7.812026.01 | 59.4 | 54.9 | 45.7 | 40 | 59.2 | 0.565 | 49 | |
| Swin-UNetParams (M)=14.50, GFLOPS=0.982026.01 | 58.1 | 53.4 | 44.2 | 38.3 | 54.6 | 0.542 | 43.8 | |
| EGE-UNetParams (M)=3.02, GFLOPS=0.312026.01 | 55.9 | 51 | 42.4 | 36.4 | 48 | 0.53 | 39.4 | |
| SegformerParams (M)=13.67, GFLOPS=0.782026.01 | 55.3 | 50.5 | 41.1 | 35.2 | 56 | 0.509 | 34.8 | |
| HierarchicalViT U-NetParams (M)=14.58, GFLOPS=1.312026.01 | 53.7 | 48.5 | 40.2 | 33.9 | 52.2 | 0.509 | 41.7 | |
| FasterVitParams (M)=25.23, GFLOPS=1.572026.01 | 13.1 | 3 | 11.3 | 1.7 | 12.9 | 0.053 | 5.1 | |
| Rolling UNet-LParams (M)=28.33, GFLOPS=8.222026.01 | 12.1 | 1.9 | 10.7 | 1 | 12 | 0.045 | 2.6 | |
| MobileUNETRParams (M)=12.71, GFLOPS=1.072026.01 | 11.9 | 1.7 | 10.6 | 0.9 | 11.9 | 0.039 | 2.4 |