Polyp Segmentation on Kvasir-SEG (seen)
92.4Dice ScoreSAM-Mamba
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SAM-MambaParams (M)=103, FLOPs (G)=4232025.12 | 92.4 | 87.3 | 94.2 | 93.6 | 96.1 | 2.5 | |
| SAM-MambaParams (M)=103.0, FLOPs (G)=423.02026.04 | 92.4 | 87.3 | 94.2 | 93.6 | 96.1 | 2.5 | |
| PraNet + OursParams (M)=32.8, FLOPs (G)=14.82026.04 | 91.9 | 84.1 | 88.3 | 94.1 | 92.2 | 3.2 | |
| Polyp-PVTParams (M)=25.1, FLOPs (G)=10.12025.12 | 91.7 | 86.4 | 91.1 | 92.5 | 95.6 | 2.3 | |
| CTNetParams (M)=44.2, FLOPs (G)=32.62025.12 | 91.7 | 86.3 | 91 | 92.8 | 95.9 | 2.3 | |
| Polyp-PVTParams (M)=25.1, FLOPs (G)=10.12026.04 | 91.7 | 86.4 | 91.1 | 92.5 | 95.6 | 2.3 | |
| CTNetParams (M)=44.2, FLOPs (G)=32.62026.04 | 91.7 | 86.3 | 91 | 92.8 | 95.9 | 2.3 | |
| CFA-NetParams (M)=25.2, FLOPs (G)=55.32025.12 | 91.5 | 86.1 | 90.3 | 92.4 | 96.2 | 2.3 | |
| CFA-NetParams (M)=25.2, FLOPs (G)=55.32026.04 | 91.5 | 86.1 | 90.3 | 92.4 | 96.2 | 2.3 | |
| MEGANetParams (M)=44.1, FLOPs (G)=28.82025.12 | 91.3 | 86.3 | 90.7 | 91.8 | 95.9 | 2.5 | |
| MEGANetParams (M)=44.1, FLOPs (G)=28.82026.04 | 91.3 | 86.3 | 90.7 | 91.8 | 95.9 | 2.5 | |
| M2SNetParams (M)=27.7, FLOPs (G)=17.12025.12 | 91.2 | 86.1 | 90.1 | 92.2 | 95.3 | 2.5 | |
| PraNet + OursParams (M)=31.4, FLOPs (G)=13.52025.12 | 91.2 | 84.7 | 89.2 | 96.2 | 93.4 | 2.8 | |
| M2SNetParams (M)=27.7, FLOPs (G)=17.12026.04 | 91.2 | 86.1 | 90.1 | 92.2 | 95.3 | 2.5 | |
| PVT-CascadeParams (M)=35.2, FLOPs (G)=32.52025.12 | 91.1 | 86.3 | 90.6 | 91.9 | 96.1 | 2.5 | |
| PVT-CascadeParams (M)=35.2, FLOPs (G)=32.52026.04 | 91.1 | 86.3 | 90.6 | 91.9 | 96.1 | 2.5 | |
| EMCADNet + OursParams (M)=27.2, FLOPs (G)=22.72025.12 | 90.9 | 85.9 | 90.9 | 96.8 | 94.5 | 2.6 | |
| PraNet + Polyp-DiFoMParams (M)=31.4, FLOPs (G)=13.52026.04 | 90.9 | 84.7 | 88.2 | 94.6 | 91.9 | 3.4 | |
| MSNetParams (M)=27.6, FLOPs (G)=172025.12 | 90.7 | 86.2 | 89.3 | 92.2 | 94.4 | 2.8 | |
| MSNetParams (M)=27.6, FLOPs (G)=17.02026.04 | 90.7 | 86.2 | 89.3 | 92.2 | 94.4 | 2.8 | |
| SANetParams (M)=23.8, FLOPs (G)=11.32025.12 | 90.4 | 84.7 | 89.2 | 91.5 | 95.3 | 2.8 | |
| SANetParams (M)=23.8, FLOPs (G)=11.32026.04 | 90.4 | 84.7 | 89.2 | 91.5 | 95.3 | 2.8 | |
| PraNetParams (M)=30.4, FLOPs (G)=13.12025.12 | 89.8 | 84 | 88.5 | 91.5 | 94.8 | 3 | |
| PraNetParams (M)=30.4, FLOPs (G)=13.12026.04 | 89.8 | 84 | 88.5 | 91.5 | 94.8 | 3 | |
| EMCADNetParams (M)=26.7, FLOPs (G)=21.52025.12 | 89.4 | 83.2 | 89.2 | 96.3 | 93.5 | 3.1 | |
| U-Net + OursParams (M)=16.9, FLOPs (G)=74.72025.12 | 88.5 | 78.9 | 86.4 | 95 | 92 | 3.9 | |
| U-Net + OursParams (M)=17.0, FLOPs (G)=73.12026.04 | 86.9 | 77.6 | 86.1 | 94.3 | 91.7 | 3.9 | |
| U-Net + Polyp-DiFoMParams (M)=16.9, FLOPs (G)=74.72026.04 | 86.6 | 76.4 | 85.3 | 94.1 | 91 | 4.1 | |
| U-Net++ + OursParams (M)=11.1, FLOPs (G)=67.32026.04 | 85.3 | 75 | 83.5 | 93.9 | 93 | 4.7 | |
| U-Net++ + OursParams (M)=9.6, FLOPs (G)=66.42025.12 | 84.9 | 76.5 | 84.1 | 95.1 | 91.7 | 4.6 | |
| U-Net++ + Polyp-DiFoMParams (M)=9.6, FLOPs (G)=66.42026.04 | 84.7 | 74.7 | 83.3 | 93.7 | 92.9 | 4.8 | |
| U-Net++Params (M)=9.1, FLOPs (G)=65.92025.12 | 82.1 | 74.3 | 80.8 | 86.2 | 91 | 4.8 | |
| U-Net++Params (M)=9.1, FLOPs (G)=65.92026.04 | 82.1 | 74.3 | 80.8 | 86.2 | 91 | 4.8 | |
| U-NetParams (M)=16.7, FLOPs (G)=73.92025.12 | 81.8 | 74.6 | 79.4 | 85.8 | 89.3 | 5.5 | |
| U-NetParams (M)=16.7, FLOPs (G)=73.92026.04 | 81.8 | 74.6 | 79.4 | 85.8 | 89.3 | 5.5 |