Medical Image Segmentation on ISIC 2017 (test)
90.07DiceTopoMamba-2D
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TopoMamba-2DParam(M)=23.92026.04 | 90.07 | 81.13 | — | 98.72 | |
| Swin-UMambaParam(M)=27.62026.04 | 89.6 | 80.68 | — | 96.77 | |
| VM-UNetParam(M)=31.02026.04 | 89.03 | 80.23 | — | 97.58 | |
| U-MambaParam(M)=23.422026.04 | 88.65 | 79.03 | — | 95.89 | |
| Mamba-UNetParam(M)=19.12026.04 | 88.57 | 78.02 | — | 96.01 | |
| TransFuseLayer attention=×, Params(M)=26.16, FLOPs(G)=11.502026.06 | 88.4 | 79.21 | — | — | |
| DLA-L-UNetLayer attention=✓, Params(M)=1.57, FLOPs(G)=3.502026.06 | 88.24 | 78.96 | — | — | |
| MALUNetLayer attention=×, Params(M)=0.18, FLOPs(G)=0.092026.06 | 88.13 | 78.78 | — | — | |
| KCLA-UNetLayer attention=✓, Params(M)=1.55, FLOPs(G)=3.492026.06 | 88.09 | 78.71 | — | — | |
| MRLA-L-UNetLayer attention=✓, Params(M)=1.54, FLOPs(G)=3.482026.06 | 88.06 | 78.67 | — | — | |
| SLSDeepBackbones=ResNet-50, Epochs=1002021.02 | 87.8 | 78.2 | 93.6 | — | |
| UNeXt-SLayer attention=×, Params(M)=0.32, FLOPs(G)=0.102026.06 | 87.8 | 78.26 | — | — | |
| UTNetV2Layer attention=×, Params(M)=12.80, FLOPs(G)=15.502026.06 | 87.23 | 77.35 | — | — | |
| TransFuse-SBackbones=R34+DeiT-S, Epochs=302021.02 | 87.2 | 79.5 | 94.4 | — | |
| FrCNBackbones=VGG16, Epochs=2002021.02 | 87.1 | 77.1 | 94 | — | |
| UNetLayer attention=×, Params(M)=7.77, FLOPs(G)=13.762026.06 | 86.99 | 76.98 | — | — | |
| ResNet-UNetLayer attention=×, Params(M)=1.53, FLOPs(G)=3.452026.06 | 86.89 | 76.82 | — | — | |
| DDNBackbones=ResNet-18, Epochs=6002021.02 | 86.6 | 76.5 | 93.9 | — | |
| ResGANetParams=39.21 M, GFLOPs=65.12023.07 | 86.2 | 76.4 | — | — | |
| PVT-EMCAD-B2#Params=26.76M, #FLOPs=5.6G, Resolution=256x2562024.05 | 85.95 | — | — | — | |
| SwinUNetParam(M)=27.22026.04 | 85.83 | 78.53 | — | 95.72 | |
| Unet++Backbones=ResNet-34, Epochs=102021.02 | 85.8 | 77.5 | 93.8 | — | |
| DCL-PSIBackbones=ResNet-101, Epochs=1502021.02 | 85.7 | 77.7 | 94.1 | — | |
| PVT-EMCAD-B0#Params=3.92M, #FLOPs=0.84G, Resolution=256x2562024.05 | 85.67 | — | — | — | |
| SegNetrParams=12.26 M, GFLOPs=10.182023.07 | 85.6 | 77.5 | — | — | |
| PolypPVT#Params=25.11M, #FLOPs=5.30G, Resolution=256x2562024.05 | 85.56 | — | — | — | |
| PVT-CASCADE#Params=34.12M, #FLOPs=7.62G, Resolution=256x2562024.05 | 85.5 | — | — | — | |
| SSFormer-L#Params=66.22M, #FLOPs=17.28G, Resolution=256x2562024.05 | 85.28 | — | — | — | |
| CaraNet#Params=46.64M, #FLOPs=11.48G, Resolution=256x2562024.05 | 85.02 | — | — | — | |
| FAT-NetParams=28.23 M, GFLOPs=42.832023.07 | 85 | 76.5 | — | — | |
| Swin-UNetParams=25.86 M, GFLOPs=5.862023.07 | 85 | 76.7 | — | — | |
| TransUNet#Params=105.32M, #FLOPs=38.52G, Resolution=256x2562024.05 | 85 | — | — | — | |
| CDNN2021.02 | 84.9 | 76.5 | 93.4 | — | |
| TransFuse#Params=143.74M, #FLOPs=82.71G, Resolution=256x2562024.05 | 84.89 | — | — | — | |
| TransUNetParams=88.87 M, GFLOPs=24.632023.07 | 84.7 | 77.5 | — | — | |
| UNetParam(M)=31.02026.04 | 84.41 | 73.91 | — | 95.18 | |
| nnU-Net2023.07 | 84.3 | 76 | — | — | |
| UNet++Params=25.66 M, GFLOPs=28.772023.07 | 84 | 75.3 | — | — | |
| UNeXt-LParams=3.80 M, GFLOPs=1.082023.07 | 84 | 75.4 | — | — | |
| SwinUNet#Params=27.17M, #FLOPs=6.2G, Resolution=224x2242024.05 | 83.97 | — | — | — | |
| DeepLabv3+#Params=39.76M, #FLOPs=14.92G, Resolution=256x2562024.05 | 83.84 | — | — | — | |
| SegNetr-SParams=3.60 M, GFLOPs=2.712023.07 | 83.8 | 75.2 | — | — | |
| UACANet-L#Params=69.16M, #FLOPs=31.51G, Resolution=256x2562024.05 | 83.72 | — | — | — | |
| AttnUNet#Params=34.88M, #FLOPs=66.64G, Resolution=256x2562024.05 | 83.66 | — | — | — | |
| UNet#Params=24.53M, #FLOPs=65.53G, Resolution=256x2562024.05 | 83.07 | — | — | — | |
| PraNet#Params=32.55M, #FLOPs=6.93G, Resolution=256x2562024.05 | 83.03 | — | — | — | |
| UNet++#Params=9.16M, #FLOPs=34.65G, Resolution=256x2562024.05 | 82.98 | — | — | — | |
| UNeXt#Params=1.47M, #FLOPs=0.57G, Resolution=256x2562024.05 | 82.74 | — | — | — | |
| U-NetParams=29.59 M, GFLOPs=41.832023.07 | 82.5 | 73.6 | — | — | |
| SegNetParams=17.94 M, GFLOPs=22.352023.07 | 82.1 | 69.6 | — | — |