# Cardiac Shape Registration on UK Biobank Source: [Cardiac Shape Registration on UK Biobank]() Collection index: [llms.txt]() Data updated: 2026-06-09T09:33:54.015Z Evaluation of models performing cardiac shape registration on the UK Biobank dataset, assessed using spatial overlap metrics (DSC, JAC) and boundary distance metrics (HD95, MSD). 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) | UK Biobank | | 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: OTHER. - [MSD (mm)](): Lower is better; unit: OTHER. - [NJD](): Lower is better; unit: SCALAR. ## Recorded results | Method | DSC (%) | Result date | Report paper | | --- | --- | --- | --- | | CardioMorphNet | 93.77 | Not recorded | 68fa7b011e209131cea862eb | | CardioMorphNet | 90.42 | Not recorded | 68fa7b011e209131cea862eb | | SegMorph | 86.16 | Not recorded | 68fa7b011e209131cea862eb | | JMS | 85.53 | Not recorded | 68fa7b011e209131cea862eb | | CardioMorphNet | 83.84 | Not recorded | 68fa7b011e209131cea862eb | | TCSF | 82.18 | Not recorded | 68fa7b011e209131cea862eb | | DragNet | 80.67 | Not recorded | 68fa7b011e209131cea862eb | | VoxelMorph | 79.2 | Not recorded | 68fa7b011e209131cea862eb | | TLRN | 78.47 | Not recorded | 68fa7b011e209131cea862eb | | SegMorph | 74.28 | Not recorded | 68fa7b011e209131cea862eb | | SegMorph | 73.77 | Not recorded | 68fa7b011e209131cea862eb | | JMS | 72.96 | Not recorded | 68fa7b011e209131cea862eb | | DragNet | 72.02 | Not recorded | 68fa7b011e209131cea862eb | | DragNet | 71.51 | Not recorded | 68fa7b011e209131cea862eb | | TCSF | 69.75 | Not recorded | 68fa7b011e209131cea862eb | | VoxelMorph | 68.98 | Not recorded | 68fa7b011e209131cea862eb | | TCSF | 68 | Not recorded | 68fa7b011e209131cea862eb | | TLRN | 67.48 | Not recorded | 68fa7b011e209131cea862eb | | VoxelMorph | 67.2 | Not recorded | 68fa7b011e209131cea862eb | | TLRN | 66.71 | Not recorded | 68fa7b011e209131cea862eb | | JMS | 64.32 | Not recorded | 68fa7b011e209131cea862eb | | SyN | 54.68 | Not recorded | 68fa7b011e209131cea862eb | | LCC-Demons | 51.93 | Not recorded | 68fa7b011e209131cea862eb | | SyN | 45.72 | Not recorded | 68fa7b011e209131cea862eb | | LCC-Demons | 44.3 | Not recorded | 68fa7b011e209131cea862eb | | SyN | 18.09 | Not recorded | 68fa7b011e209131cea862eb | | LCC-Demons | 13.92 | Not recorded | 68fa7b011e209131cea862eb | ### CardioMorphNet DSC (%): 93.77. Result ID: 6a27dc14fbc373592c24f3cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### CardioMorphNet DSC (%): 90.42. Result ID: 6a27dc14fbc373592c24f3ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### SegMorph DSC (%): 86.16. Result ID: 6a27dc14fbc373592c24f3d2. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### JMS DSC (%): 85.53. Result ID: 6a27dc14fbc373592c24f3de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### CardioMorphNet DSC (%): 83.84. Result ID: 6a27dc14fbc373592c24f3cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### TCSF DSC (%): 82.18. Result ID: 6a27dc14fbc373592c24f3e4. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### DragNet DSC (%): 80.67. Result ID: 6a27dc14fbc373592c24f3d5. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### VoxelMorph DSC (%): 79.2. Result ID: 6a27dc14fbc373592c24f3cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### TLRN DSC (%): 78.47. Result ID: 6a27dc14fbc373592c24f3e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### SegMorph DSC (%): 74.28. Result ID: 6a27dc14fbc373592c24f3d4. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### SegMorph DSC (%): 73.77. Result ID: 6a27dc14fbc373592c24f3d3. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### JMS DSC (%): 72.96. Result ID: 6a27dc14fbc373592c24f3e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### DragNet DSC (%): 72.02. Result ID: 6a27dc14fbc373592c24f3d6. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### DragNet DSC (%): 71.51. Result ID: 6a27dc14fbc373592c24f3d7. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### TCSF DSC (%): 69.75. Result ID: 6a27dc14fbc373592c24f3e6. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### VoxelMorph DSC (%): 68.98. Result ID: 6a27dc14fbc373592c24f3d0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### TCSF DSC (%): 68. Result ID: 6a27dc14fbc373592c24f3e5. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### TLRN DSC (%): 67.48. Result ID: 6a27dc14fbc373592c24f3e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### VoxelMorph DSC (%): 67.2. Result ID: 6a27dc14fbc373592c24f3d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### TLRN DSC (%): 66.71. Result ID: 6a27dc14fbc373592c24f3e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### JMS DSC (%): 64.32. Result ID: 6a27dc14fbc373592c24f3df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### SyN DSC (%): 54.68. Result ID: 6a27dc14fbc373592c24f3db. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### LCC-Demons DSC (%): 51.93. Result ID: 6a27dc14fbc373592c24f3d8. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LV"}. This record does not assert independent reproduction. ### SyN DSC (%): 45.72. Result ID: 6a27dc14fbc373592c24f3dd. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### LCC-Demons DSC (%): 44.3. Result ID: 6a27dc14fbc373592c24f3da. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"RV"}. This record does not assert independent reproduction. ### SyN DSC (%): 18.09. Result ID: 6a27dc14fbc373592c24f3dc. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. ### LCC-Demons DSC (%): 13.92. Result ID: 6a27dc14fbc373592c24f3d9. [Reporting paper]() Recorded evaluation configuration: {"Region of Interest":"LVmyo"}. This record does not assert independent reproduction. 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