| ACDC (test) | Adaptive t-vMF Dice loss | Avg Dice93.68 | | 141 | 1mo ago |
| ACDC | PVT-GDLA | RV Score91.3 | | 68 | 25d ago |
| Public Cardiac CT to MRI | MAPSeg | AA Score93.3 | | 51 | 25d ago |
| ACDC-C (unseen test) | +MaxStyle | Dice Score84.08 | | 36 | 1mo ago |
| Average (ACDC, M&Ms, RandBias, RandGhosting, RandMotion, RandSpike) (out-of-domain) | +MaxStyle | Dice Score81.25 | | 32 | 1mo ago |
| ACDC 10% labeled scans | SPCL | Dice90.27 | | 19 | 1mo ago |
| Cross-site unseen (test) | +MaxStyle | Dice Score82.94 | | 18 | 1mo ago |
| Cardiac CMR SAX cine | BAAI Cardiac Agent | LV Myo Score92.44 | | 15 | 11d ago |
| MSCMRseg (test) | | LV Dice94.4 | | 14 | 1mo ago |
| M&Ms (out-of-domain) | A&D | Dice Score90.31 | | 13 | 1mo ago |
| Cardiac b-SSFP MRI | | DSC (LV-BP)69.88 | | 12 | 1mo ago |
| Special Case 145 images (evaluation) | SRG-YOLOv11s | mIoU45.5 | | 11 | 25d ago |
| Internal Dataset (PSAX) (test) | EchoONE | Dice Coefficient88.26 | | 11 | 1mo ago |
| Internal Dataset 4CH (test) | EchoONE | mDice90.28 | | 11 | 1mo ago |
| Internal Dataset 3CH (test) | EchoONE | mDice87.27 | | 11 | 1mo ago |
| Internal Dataset 2CH (test) | EchoONE | Dice Coefficient89.67 | | 11 | 1mo ago |
| CardiacNet | CGQR-Net | Left Atrium Score89.6 | | 8 | 18d ago |
| MSCMRseg LGE sequence (15 samples) | PU-Net | LV Dice89.8 | | 8 | 1mo ago |
| M&Ms Challenge 1 (test) | | Vendor A DSC0.889 | | 7 | 1mo ago |
| RandSpike (out-of-domain) | Proposed w. x | Dice Score66.33 | | 7 | 1mo ago |
| RandMotion (out-of-domain) | Proposed w. x, p | Dice Score76.43 | | 7 | 1mo ago |
| RandGhosting (out-of-domain) | Proposed w. x, p | Dice Score70.73 | | 7 | 1mo ago |
| RandBias (out-of-domain) | Adv Bias | Dice67.09 | | 7 | 1mo ago |
| ACDC (out-of-domain) | Proposed w. x, p | Dice Score76.96 | | 7 | 1mo ago |
| Cardiac CMR SAX LGE | BAAI Cardiac Agent | DSC75.07 | | 5 | 11d ago |