Polyp Segmentation on CVC-ClinicDB (seen)
95.8mDiceEMCADNet + Ours
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| EMCADNet + OursParams (M)=27.2, FLOPs (G)=22.72025.12 | 95.8 | 91.9 | 95.3 | 99.6 | 99 | 0.7 | |
| PraNet + OursParams (M)=32.8, FLOPs (G)=14.82026.04 | 95.7 | 91.3 | 93.4 | 99 | 97.8 | 1.1 | |
| PraNet + OursParams (M)=31.4, FLOPs (G)=13.52025.12 | 95.3 | 91.2 | 94.9 | 99.6 | 98.9 | 0.8 | |
| U-Net + OursParams (M)=16.9, FLOPs (G)=74.72025.12 | 94.9 | 90.1 | 93.6 | 98.9 | 97.8 | 0.8 | |
| U-Net + OursParams (M)=17.0, FLOPs (G)=73.12026.04 | 94.8 | 89.7 | 93.4 | 97.6 | 97 | 0.9 | |
| EMCADNetParams (M)=26.7, FLOPs (G)=21.52025.12 | 94.4 | 89.7 | 94.3 | 99.6 | 98.7 | 0.9 | |
| SAM-MambaParams (M)=103, FLOPs (G)=4232025.12 | 94.2 | 88.7 | 94.3 | 95.5 | 98.2 | 0.6 | |
| SAM-MambaParams (M)=103.0, FLOPs (G)=423.02026.04 | 94.2 | 88.7 | 94.3 | 95.5 | 98.2 | 0.6 | |
| PraNet + Polyp-DiFoMParams (M)=31.4, FLOPs (G)=13.52026.04 | 94.2 | 91.2 | 92.9 | 99.1 | 98 | 1.4 | |
| U-Net + Polyp-DiFoMParams (M)=16.9, FLOPs (G)=74.72026.04 | 93.9 | 88.7 | 92.7 | 96.9 | 96.3 | 1.1 | |
| MEGANetParams (M)=44.1, FLOPs (G)=28.82025.12 | 93.8 | 89.4 | 94 | 95 | 98.6 | 0.6 | |
| MEGANetParams (M)=44.1, FLOPs (G)=28.82026.04 | 93.8 | 89.4 | 94 | 95 | 98.6 | 0.6 | |
| Polyp-PVTParams (M)=25.1, FLOPs (G)=10.12025.12 | 93.7 | 88.9 | 93.6 | 94.9 | 98.5 | 0.6 | |
| Polyp-PVTParams (M)=25.1, FLOPs (G)=10.12026.04 | 93.7 | 88.9 | 93.6 | 94.9 | 98.5 | 0.6 | |
| CTNetParams (M)=44.2, FLOPs (G)=32.62025.12 | 93.6 | 88.7 | 93.4 | 95.2 | 98.3 | 0.6 | |
| CTNetParams (M)=44.2, FLOPs (G)=32.62026.04 | 93.6 | 88.7 | 93.4 | 95.2 | 98.3 | 0.6 | |
| CFA-NetParams (M)=25.2, FLOPs (G)=55.32025.12 | 93.3 | 88.3 | 92.4 | 95 | 98.9 | 0.7 | |
| CFA-NetParams (M)=25.2, FLOPs (G)=55.32026.04 | 93.3 | 88.3 | 92.4 | 95 | 98.9 | 0.7 | |
| U-Net++ + OursParams (M)=11.1, FLOPs (G)=67.32026.04 | 92.5 | 87.8 | 93.3 | 98.2 | 96 | 1.6 | |
| M2SNetParams (M)=27.7, FLOPs (G)=17.12025.12 | 92.2 | 88 | 91.7 | 94.2 | 97 | 0.9 | |
| M2SNetParams (M)=27.7, FLOPs (G)=17.12026.04 | 92.2 | 88 | 91.7 | 94.2 | 97 | 0.9 | |
| MSNetParams (M)=27.6, FLOPs (G)=172025.12 | 92.1 | 87.9 | 91.4 | 94.1 | 97.2 | 0.8 | |
| MSNetParams (M)=27.6, FLOPs (G)=17.02026.04 | 92.1 | 87.9 | 91.4 | 94.1 | 97.2 | 0.8 | |
| PVT-CascadeParams (M)=35.2, FLOPs (G)=32.52025.12 | 91.9 | 87.2 | 91.8 | 93.6 | 96.9 | 1.3 | |
| PVT-CascadeParams (M)=35.2, FLOPs (G)=32.52026.04 | 91.9 | 87.2 | 91.8 | 93.6 | 96.9 | 1.3 | |
| SANetParams (M)=23.8, FLOPs (G)=11.32025.12 | 91.6 | 85.9 | 90.9 | 93.9 | 97.6 | 1.2 | |
| SANetParams (M)=23.8, FLOPs (G)=11.32026.04 | 91.6 | 85.9 | 90.9 | 93.9 | 97.6 | 1.2 | |
| U-Net++ + OursParams (M)=9.6, FLOPs (G)=66.42025.12 | 91 | 85.1 | 92.1 | 98.6 | 97.4 | 1.4 | |
| PraNetParams (M)=30.4, FLOPs (G)=13.12025.12 | 89.9 | 84.9 | 89.6 | 93.6 | 97.9 | 0.9 | |
| PraNetParams (M)=30.4, FLOPs (G)=13.12026.04 | 89.9 | 84.9 | 89.6 | 93.6 | 97.9 | 0.9 | |
| U-Net++ + Polyp-DiFoMParams (M)=9.6, FLOPs (G)=66.42026.04 | 89.5 | 83.4 | 91.1 | 96.7 | 95.4 | 1.9 | |
| U-NetParams (M)=16.7, FLOPs (G)=73.92025.12 | 82.3 | 75.5 | 81.1 | 88.9 | 95.4 | 1.9 | |
| U-NetParams (M)=16.7, FLOPs (G)=73.92026.04 | 82.3 | 75.5 | 81.1 | 88.9 | 95.4 | 1.9 | |
| U-Net++Params (M)=9.1, FLOPs (G)=65.92025.12 | 79.4 | 72.9 | 78.5 | 87.3 | 93.1 | 2.2 | |
| U-Net++Params (M)=9.1, FLOPs (G)=65.92026.04 | 79.4 | 72.9 | 78.5 | 87.3 | 93.1 | 2.2 |