# Cardiac Shape Registration on M&M (ED and ES) Source: [Cardiac Shape Registration on M&M (ED and ES)]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:33:54.065Z Evaluation of cardiac shape registration performance on the M&M dataset, specifically comparing the End-Diastole (ED) and End-Systole (ES) phases, reporting metrics like DSC, JAC, HD95, MSD, and NJD. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Cardiac shape registration | | Dataset (including any stated split) | M&M (ED and ES) | | Metric | DSC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [DSC](): Higher is better; unit: PERCENT. - [JAC](): Higher is better; unit: PERCENT. - [HD95 (mm)](): Lower is better; unit: SCALAR. - [MSD (mm)](): Lower is better; unit: SCALAR. - [NJD](): Lower is better; unit: SCALAR. ## Recorded results | Method | DSC | Result date | Report paper | | --- | --- | --- | --- | | CardioMorphNet | 89.99 | Not recorded | 68fa7b011e209131cea862eb | | CardioMorphNet | 84.94 | Not recorded | 68fa7b011e209131cea862eb | | CardioMorphNet | 80.36 | Not recorded | 68fa7b011e209131cea862eb | | DragNet | 79.55 | Not recorded | 68fa7b011e209131cea862eb | | JMS | 77.45 | Not recorded | 68fa7b011e209131cea862eb | | SegMorph | 77.4 | Not recorded | 68fa7b011e209131cea862eb | | TLRN | 77.15 | Not recorded | 68fa7b011e209131cea862eb | | DragNet | 74 | Not recorded | 68fa7b011e209131cea862eb | | TCSF | 71.88 | Not recorded | 68fa7b011e209131cea862eb | | TLRN | 69.99 | Not recorded | 68fa7b011e209131cea862eb | | DragNet | 67.31 | Not recorded | 68fa7b011e209131cea862eb | | VoxelMorph | 65.54 | Not recorded | 68fa7b011e209131cea862eb | | TLRN | 65.47 | Not recorded | 68fa7b011e209131cea862eb | | SegMorph | 65.29 | Not recorded | 68fa7b011e209131cea862eb | | VoxelMorph | 64.01 | Not recorded | 68fa7b011e209131cea862eb | | TCSF | 63.98 | Not recorded | 68fa7b011e209131cea862eb | | SegMorph | 60.8 | Not recorded | 68fa7b011e209131cea862eb | | JMS | 59.54 | Not recorded | 68fa7b011e209131cea862eb | | TCSF | 56.93 | Not recorded | 68fa7b011e209131cea862eb | | JMS | 55.78 | Not recorded | 68fa7b011e209131cea862eb | | SyN | 53.74 | Not recorded | 68fa7b011e209131cea862eb | | LCC-Demons | 50.93 | Not recorded | 68fa7b011e209131cea862eb | | VoxelMorph | 49.3 | Not recorded | 68fa7b011e209131cea862eb | | SyN | 49.28 | Not recorded | 68fa7b011e209131cea862eb | | LCC-Demons | 46.77 | Not recorded | 68fa7b011e209131cea862eb | | SyN | 27.32 | Not recorded | 68fa7b011e209131cea862eb | | LCC-Demons | 22.13 | Not recorded | 68fa7b011e209131cea862eb | ### CardioMorphNet DSC: 89.99. Result ID: 6a27dc14fbc373592c24f3e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### CardioMorphNet DSC: 84.94. Result ID: 6a27dc14fbc373592c24f3e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### CardioMorphNet DSC: 80.36. Result ID: 6a27dc14fbc373592c24f3e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### DragNet DSC: 79.55. Result ID: 6a27dc14fbc373592c24f3f0. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### JMS DSC: 77.45. Result ID: 6a27dc14fbc373592c24f3f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### SegMorph DSC: 77.4. Result ID: 6a27dc14fbc373592c24f3ed. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### TLRN DSC: 77.15. Result ID: 6a27dc14fbc373592c24f3fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### DragNet DSC: 74. Result ID: 6a27dc14fbc373592c24f3f2. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### TCSF DSC: 71.88. Result ID: 6a27dc14fbc373592c24f3ff. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### TLRN DSC: 69.99. Result ID: 6a27dc14fbc373592c24f3fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### DragNet DSC: 67.31. Result ID: 6a27dc14fbc373592c24f3f1. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### VoxelMorph DSC: 65.54. Result ID: 6a27dc14fbc373592c24f3ea. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### TLRN DSC: 65.47. Result ID: 6a27dc14fbc373592c24f3fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### SegMorph DSC: 65.29. Result ID: 6a27dc14fbc373592c24f3ef. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### VoxelMorph DSC: 64.01. Result ID: 6a27dc14fbc373592c24f3ec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### TCSF DSC: 63.98. Result ID: 6a27dc14fbc373592c24f401. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### SegMorph DSC: 60.8. Result ID: 6a27dc14fbc373592c24f3ee. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### JMS DSC: 59.54. Result ID: 6a27dc14fbc373592c24f3fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### TCSF DSC: 56.93. Result ID: 6a27dc14fbc373592c24f400. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### JMS DSC: 55.78. Result ID: 6a27dc14fbc373592c24f3fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### SyN DSC: 53.74. Result ID: 6a27dc14fbc373592c24f3f6. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### LCC-Demons DSC: 50.93. Result ID: 6a27dc14fbc373592c24f3f3. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### VoxelMorph DSC: 49.3. Result ID: 6a27dc14fbc373592c24f3eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### SyN DSC: 49.28. Result ID: 6a27dc14fbc373592c24f3f8. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### LCC-Demons DSC: 46.77. Result ID: 6a27dc14fbc373592c24f3f5. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### SyN DSC: 27.32. Result ID: 6a27dc14fbc373592c24f3f7. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### LCC-Demons DSC: 22.13. Result ID: 6a27dc14fbc373592c24f3f4. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. Page 1 of 1. 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