Abdominal Multi-organ Segmentation on Synapse
85.07Average DSCDeco-Mamba-V1
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Deco-Mamba-V1#Params=46.93, #FLOPs=17.242026.03 | 85.07 | 91.6 | 84.18 | 88.76 | 72.53 | — | 95.94 | 85.94 | 89.62 | — | — | 72.02 | — | — | 14.72 | |
| Cascaded-MERIT#Params=147.86, #FLOPs=33.312026.03 | 83.59 | 91.15 | 83.27 | 86.39 | 75.22 | — | 94.71 | 84.12 | 86.3 | — | — | 67.55 | — | — | 15.99 | |
| PAG-TransYnet#Params=144.22, #FLOPs=33.652026.03 | 83.43 | 92.01 | 84.88 | 86.74 | 68.89 | — | 95.87 | 80.66 | 89.67 | — | — | 68.75 | — | — | 15.82 | |
| Deco-Mamba-V0#Params=9.67, #FLOPs=9.732026.03 | 83.16 | 91.54 | 83.01 | 88.15 | 68.62 | — | 95.68 | 84.28 | 89.98 | — | — | 64.07 | — | — | 15.89 | |
| PVT-EMCAD-B2#Params=26.77, #FLOPs=4.442026.03 | 82.66 | 91.12 | 83.94 | 86.31 | 67.28 | — | 95.22 | 84.51 | 85.61 | — | — | 67.28 | — | — | 19.35 | |
| Parallel-MERIT#Params=147.85, #FLOPs=34.192026.03 | 82.43 | 90.18 | 82.48 | 85.35 | 69.03 | — | 94.97 | 83.02 | 87.37 | — | — | 67.05 | — | — | 16.2 | |
| TransCeption2026.03 | 82.24 | 91.68 | 80.29 | 86.23 | 71.82 | — | 95.01 | 80.02 | 87.6 | — | — | 65.27 | — | — | 20.89 | |
| SliceMamba2026.03 | 81.95 | 86.91 | 84.26 | 88.3 | 68.77 | — | 95.25 | 79.82 | 87.78 | — | — | 64.49 | — | — | 16.04 | |
| HCMUNet2026.03 | 81.52 | 90.63 | 82.35 | 87.04 | 69.6 | — | 95.1 | 80.76 | 88.06 | — | — | 59.24 | — | — | 17.83 | |
| VM-UNet#Params=27.43, #FLOPs=4.112026.03 | 81.08 | 89.51 | 82.76 | 86.16 | 69.41 | — | 94.17 | 81.4 | 86.4 | — | — | 58.8 | — | — | 19.21 | |
| Swin-UMamba#Params=59.88, #FLOPs=31.352026.03 | 80.34 | 90.08 | 78.49 | 84.39 | 66.45 | — | 95.17 | 77.3 | 87.46 | — | — | 63.35 | — | — | 21.51 | |
| MedContextPretrain=false, Backbone=UNETR2024.02 | 79.6 | 93.8 | 93.7 | 93.6 | 54.9 | 72.6 | 96.6 | 80.3 | 89.9 | 83.3 | 72.9 | 73.9 | 64.4 | 65.3 | — | |
| HC-MAMBA#Params=122026.03 | 79.58 | 89.49 | 78.27 | 84.57 | 67.65 | — | 95.38 | 79.84 | 89.93 | — | — | 52.08 | — | — | 26.34 | |
| ST-Unet2026.03 | 78.86 | 89.15 | 73.04 | 85.81 | 69.05 | — | 95.13 | 72.78 | 85.68 | — | — | 60.23 | — | — | 20.37 | |
| MTUnet#Params=79.07, #FLOPs=44.732026.03 | 78.59 | 87.75 | 77.29 | 81.47 | 64.99 | — | 93.06 | 76.81 | 87.92 | — | — | 59.46 | — | — | 26.59 | |
| UCTransNet#Params=66.43, #FLOPs=32.942026.03 | 78.23 | — | — | — | — | — | — | — | — | — | — | — | — | — | 26.75 | |
| TransClaw U-Net2026.03 | 78.09 | 87.74 | 79.36 | 84.83 | 61.38 | — | 94.28 | 73.55 | 85.87 | — | — | 57.65 | — | — | 26.38 | |
| Swin-Unet#Params=41.38, #FLOPs=15.122026.03 | 77.58 | 88.04 | 79.22 | 82.32 | 65.95 | — | 93.73 | 75.79 | 81.76 | — | — | 53.81 | — | — | 27.32 | |
| TransUNet#Params=105.28, #FLOPs=24.662026.03 | 77.48 | 85.08 | 77.02 | 81.87 | 63.13 | — | 94.08 | 75.62 | 87.23 | — | — | 55.86 | — | — | 31.69 | |
| Unet++#Params=9.16, #FLOPs=26.522026.03 | 77.3 | 86.09 | 76.02 | 82.26 | 65.53 | — | 93.98 | 73.85 | 87.08 | — | — | 53.61 | — | — | 30.74 | |
| UMamba_Enc_2D#Params=21.62, #FLOPs=9.952026.03 | 76.3 | 88.48 | 70.14 | 78.6 | 59.36 | — | 93.63 | 74.98 | 87.08 | — | — | 58.14 | — | — | 27.23 | |
| Mamba-Unet#Params=19.12, #FLOPs=4.532026.03 | 76.21 | 85.68 | 76.65 | 84.51 | 65.88 | — | 93.46 | 68.61 | 85.4 | — | — | 49.5 | — | — | 22.64 | |
| SimMIMPretrain=true, Backbone=UNETR2024.02 | 75.7 | 95.2 | 95.4 | 93.7 | 51.9 | 52.3 | 98.7 | 79.9 | 87.7 | 82.6 | 66 | 68.9 | 60.7 | 51.2 | — | |
| Att-UNet#Params=7.98, #FLOPs=11.052026.03 | 75.57 | 87.19 | 72.71 | 79.2 | 63.91 | — | 93.56 | 74.95 | 55.92 | — | — | 49.37 | — | — | 36.97 | |
| MAEPretrain=true, Backbone=UNETR2024.02 | 75.3 | 94.8 | 95 | 93.4 | 50.6 | 52.1 | 98.6 | 79.7 | 87.4 | 82.4 | 65.9 | 68.6 | 60.5 | 50.1 | — | |
| UMamba_Bot_2D#Params=21.33, #FLOPs=11.262026.03 | 74.74 | 88.2 | 72.29 | 81.5 | 59.45 | — | 93.82 | 65.14 | 86.37 | — | — | 51.12 | — | — | 29.26 | |
| UNet#Params=7.85, #FLOPs=10.732026.03 | 74.68 | 84.41 | 71.29 | 79.19 | 62.84 | — | 93.35 | 73.92 | 84.18 | — | — | 48.23 | — | — | 36.87 | |
| SimCLRPretrain=true, Backbone=UNETR2024.02 | 72.4 | 91.1 | 91.3 | 89.7 | 48.7 | 50 | 96.6 | 76.5 | 83.9 | 79.1 | 63.2 | 65.9 | 57.9 | 48.1 | — | |
| BaselinePretrain=false, Backbone=UNETR2024.02 | 70.8 | 89 | 89.2 | 87.7 | 47.6 | 48.9 | 94.4 | 74.7 | 82 | 77.3 | 61.7 | 64.4 | 56.6 | 46.9 | — |