2D Binary Segmentation on ColonDB
92.4Dice ScoreEMCAD + XAttnRes
Evaluation results
| Method | Links | |
|---|---|---|
| EMCAD + XAttnRes#Params=28.09M, #FLOPs=5.76G2026.03 | 92.4 | |
| EMCAD#Params=26.76M, #FLOPs=5.60G2026.03 | 92.31 | |
| DeepLabv3+#Params=39.76M, #FLOPs=14.92G2026.03 | 91.92 | |
| UCTransUnet#Params=66.49M, #FLOPs=43.06G2026.03 | 91.68 | |
| TransUNet#Params=105.32M, #FLOPs=38.52G2026.03 | 91.63 | |
| PVT-CASCADE#Params=34.12M, #FLOPs=7.62G2026.03 | 91.6 | |
| CaraNet#Params=46.64M, #FLOPs=11.48G2026.03 | 91.19 | |
| SwinUNet#Params=27.17M, #FLOPs=6.20G2026.03 | 89.27 | |
| PraNet#Params=32.55M, #FLOPs=6.93G2026.03 | 89.16 | |
| Unet3+#Params=26.97M, #FLOPs=199.74G2026.03 | 88.38 | |
| UNet++#Params=9.16M, #FLOPs=34.65G2026.03 | 87.88 | |
| Attn U-Net#Params=34.88M, #FLOPs=66.64G2026.03 | 86.46 | |
| UNet + XAttnRes#Params=1.28M, #FLOPs=2.87G2026.03 | 86.22 | |
| U-Net#Params=1.06M, #FLOPs=2.50G2026.03 | 86.01 |