Medical Image Segmentation on LIDC-IDRI
0.1048GEDHarmonizer Network
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Harmonizer NetworkSample Size (K)=502026.05 | 0.1048 | — | — | — | — | — | 91.81 | 92.28 | 91.94 | — | — | — | — | — | — | |
| Harmonizer NetworkSample Size (K)=302026.05 | 0.1063 | — | — | — | — | — | 91.79 | 92.27 | 91.84 | — | — | — | — | — | — | |
| Harmonizer NetworkSample Size (K)=102026.05 | 0.1164 | — | — | — | — | — | 91.54 | 92.28 | 91.7 | — | — | — | — | — | — | |
| D-PersonaSample Size (K)=502026.05 | 0.1358 | — | — | — | — | — | 90.45 | 91.37 | 91.33 | — | — | — | — | — | — | |
| D-PersonaSample Size (K)=302026.05 | 0.1375 | — | — | — | — | — | 90.42 | 91.23 | 91.16 | — | — | — | — | — | — | |
| D-PersonaSample Size (K)=102026.05 | 0.1461 | — | — | — | — | — | 90.24 | 90.75 | 90.51 | — | — | — | — | — | — | |
| Prob. U-NetSample Size (K)=502026.05 | 0.2168 | — | — | — | — | — | 88.8 | 88.87 | 88.81 | — | — | — | — | — | — | |
| Prob. U-NetSample Size (K)=302026.05 | 0.2169 | — | — | — | — | — | 88.79 | 88.8 | 88.73 | — | — | — | — | — | — | |
| Prob. U-NetSample Size (K)=102026.05 | 0.2181 | — | — | — | — | — | 88.79 | 88.6 | 88.43 | — | — | — | — | — | — | |
| BerDiffNumber of samples=162023.04 | 0.238 | 59.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SegDiffNumber of samples=162023.04 | 0.248 | 58.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| JPro.U-netNumber of samples=162023.04 | 0.26 | 58.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PixelSegNumber of samples=162023.04 | 0.26 | 58.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CARNumber of samples=162023.04 | 0.264 | 59.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Hprob.U-netNumber of samples=162023.04 | 0.27 | 53 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Prob.U-netNumber of samples=162023.04 | 0.32 | 50 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| VDDType=Diffusion, Dim.=3D2026.03 | 0.3786 | — | 76.09 | 1.3618 | 0.5541 | 0.443 | — | — | — | — | — | — | — | — | — | |
| MedSegDiffNumber of samples=162023.04 | 0.42 | 41.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Prob UNetType=Probabilistic, Dim.=3D2026.03 | 0.4351 | — | 72.18 | 1.8233 | 0.2907 | 0.1055 | — | — | — | — | — | — | — | — | — | |
| nnUNet2Type=Deterministic, Dim.=3D2026.03 | 0.4609 | — | 76.71 | 1.3475 | — | — | — | — | — | — | — | — | — | — | — | |
| CCDMType=Diffusion, Dim.=2D2026.03 | 0.4642 | — | 46.5 | 18.0518 | 0.1127 | 0.3752 | — | — | — | — | — | — | — | — | — | |
| DiffOSegType=Diffusion, Dim.=2D2026.03 | 0.4857 | — | 51.11 | 15.5845 | 0.2581 | 0.325 | — | — | — | — | — | — | — | — | — | |
| nnUNet2Type=Deterministic, Dim.=2D2026.03 | 0.7198 | — | 63.81 | 5.321 | — | — | — | — | — | — | — | — | — | — | — | |
| AB2026.06 | — | — | — | — | — | — | — | — | — | 0.213 | 0.196 | 0.193 | — | 61.4 | 61.9 | |
| CAR2026.06 | — | — | — | — | — | — | — | — | — | — | — | — | 0.228 | — | — | |
| CCDM2026.06 | — | — | — | — | — | — | — | — | — | 0.212 | 0.194 | 0.187 | 0.183 | 62.3 | 63.1 | |
| cFlow2026.06 | — | — | — | — | — | — | — | — | — | — | 0.225 | — | — | — | 58.4 | |
| CIMD2026.06 | — | — | — | — | — | — | — | — | — | 0.234 | 0.218 | 0.21 | — | 58.7 | 59.2 | |
| GMM_NF2026.06 | — | — | — | — | — | — | — | — | — | 0.196 | 0.189 | 0.185 | 0.184 | 64.1 | 64.4 | |
| HProb. Unet2026.06 | — | — | — | — | — | — | — | — | — | 0.27 | — | — | — | 53 | — | |
| JProb. Unet2026.06 | — | — | — | — | — | — | — | — | — | — | 0.206 | — | — | — | 64.7 | |
| MoSE2026.06 | — | — | — | — | — | — | — | — | — | 0.218 | 0.195 | 0.195 | 0.189 | 62.4 | — | |
| NADSseeds=32026.06 | — | — | — | — | — | — | — | — | — | 0.172 | 0.169 | 0.165 | 0.164 | 65.8 | 67.1 | |
| PhiSeg2026.06 | — | — | — | — | — | — | — | — | — | 0.262 | 0.247 | — | 0.224 | 58.6 | 59.5 | |
| PixelSeg2026.06 | — | — | — | — | — | — | — | — | — | 0.243 | — | — | — | 61.4 | — | |
| Prob. Unet2026.06 | — | — | — | — | — | — | — | — | — | 0.31 | 0.303 | — | 0.252 | 55.2 | 54.8 | |
| SSN2026.06 | — | — | — | — | — | — | — | — | — | 0.259 | 0.243 | — | 0.225 | 55.8 | 55.5 |