Medical Image Segmentation on ACDC (DSC, HD, ECE, CECE)
92.4DSCHamSeg
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HamSegParams=8.57M2026.03 | 92.4 | — | — | — | 86.14 | |
| Full supervisionEvaluation Protocol=Full supervision2026.03 | 90.8 | — | — | — | — | |
| Iris (FT)# shot=102026.03 | 90.1 | — | — | — | — | |
| MASS (FT)# shot=102026.03 | 90 | — | — | — | — | |
| FreqConvMambaParams=∼16M2026.03 | 89.79 | — | — | — | — | |
| Iris (IC)# shot=102026.03 | 88.2 | — | — | — | — | |
| TransUNetParams=∼105M2026.03 | 87.43 | — | — | — | — | |
| Iris (FT)# shot=12026.03 | 86.9 | — | — | — | — | |
| Iris (IC)# shot=12026.03 | 86.5 | — | — | — | — | |
| Penalty-based constraintslambda=0.12023.03 | 85.4 | 2.55 | 4.8 | 6.1 | — | |
| CE+DSClambda=12023.03 | 82.8 | 3.14 | 13.7 | 8.4 | — | |
| MbLSm=52023.03 | 82.7 | 2.99 | 10.3 | 8.1 | — | |
| SVLSsigma=22023.03 | 82.4 | 2.81 | 9.1 | 8.3 | — | |
| SuPreM# shot=102026.03 | 82.3 | — | — | — | — | |
| LSalpha=0.12023.03 | 80.9 | 3.3 | 8.3 | 9.3 | — | |
| ECPlambda=0.12023.03 | 78.2 | 4.44 | 13 | 9.4 | — | |
| OM-SimCLR# shot=102026.03 | 75.8 | — | — | — | — | |
| MASS (IC)# shot=102026.03 | 75.8 | — | — | — | — | |
| MASS (FT)# shot=12026.03 | 75.7 | — | — | — | — | |
| VL-DUN2026.01 | 75.63 | — | — | — | 66.3 | |
| Merlin# shot=102026.03 | 74.9 | — | — | — | — | |
| OM-MG# shot=102026.03 | 74.7 | — | — | — | — | |
| OM-S3D# shot=102026.03 | 74.2 | — | — | — | — | |
| OM-MAE# shot=102026.03 | 73.8 | — | — | — | — | |
| AnatoMix# shot=102026.03 | 73.1 | — | — | — | — | |
| IMIS2026.01 | 72.83 | — | — | — | 61.89 | |
| Scratch# shot=102026.03 | 69.8 | — | — | — | — | |
| MASS (IC)# shot=12026.03 | 69.8 | — | — | — | — | |
| SAM2026.01 | 68.91 | — | — | — | 64.08 | |
| SAM32026.01 | 68.25 | — | — | — | 56.82 | |
| Med-SAM2026.01 | 67.54 | — | — | — | 56.35 | |
| EM-DenoiSeg2026.01 | 62.15 | — | — | — | 63.21 | |
| FLgamma=32023.03 | 62 | 7.3 | 15.3 | 17.9 | — | |
| SuPreM# shot=12026.03 | 55.9 | — | — | — | — | |
| OM-SimCLR# shot=12026.03 | 48.9 | — | — | — | — | |
| OM-MG# shot=12026.03 | 46.8 | — | — | — | — | |
| OM-S3D# shot=12026.03 | 46.3 | — | — | — | — | |
| Merlin# shot=12026.03 | 45.8 | — | — | — | — | |
| OM-MAE# shot=12026.03 | 45.4 | — | — | — | — | |
| AnatoMix# shot=12026.03 | 42.8 | — | — | — | — | |
| Scratch# shot=12026.03 | 38.7 | — | — | — | — |