# Cardiac Segmentation on ACDC (Dice and HD metrics) Source: [Cardiac Segmentation on ACDC (Dice and HD metrics)]() Collection index: [llms.txt]() Data updated: 2026-07-02T07:24:55.794Z Evaluation of cardiac segmentation performance on the ACDC dataset, specifically reporting Dice coefficients and Hausdorff Distances (HD) for Left Ventricle (LV), Myocardium (MYO), Right Ventricle (RV), and their averages. 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 Segmentation | | Dataset (including any stated split) | ACDC | | Metric | Dice (LV) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 33 of 33 | | 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 - [Dice (LV)](): Higher is better; unit: PERCENT. - [Dice (MYO)](): Higher is better; unit: PERCENT. - [Dice (RV)](): Higher is better; unit: PERCENT. - [Dice (Avg)](): Higher is better; unit: PERCENT. - [HD (LV) (mm)](): Lower is better; unit: OTHER. - [HD (MYO) (mm)](): Lower is better; unit: OTHER. - [HD (RV) (mm)](): Lower is better; unit: OTHER. - [HD (Avg) (mm)](): Lower is better; unit: OTHER. ## Recorded results | Method | Dice (LV) | Result date | Report paper | | --- | --- | --- | --- | | BiSegMamba | 96.1 | Not recorded | 6a1d11e6dbd7150506f83e1a | | SelfReg-UNet (UNet) | 95.88 | Not recorded | 6a45f081dc71372d7795a195 | | EoSeg | 95.85 | Not recorded | 6a45f081dc71372d7795a195 | | Swin-Unet | 95.83 | Not recorded | 6a1d11e6dbd7150506f83e1a | | TransUNet | 95.73 | Not recorded | 6a1d11e6dbd7150506f83e1a | | SelfReg-UNet (SwinUNet) | 95.7 | Not recorded | 6a45f081dc71372d7795a195 | | nnFormer | 95.65 | Not recorded | 6a1d11e6dbd7150506f83e1a | | Hiformer | 95.47 | Not recorded | 6a45f081dc71372d7795a195 | | nnU-Net | 95.36 | Not recorded | 6a1d11e6dbd7150506f83e1a | | PVT - CASCADE | 95.19 | Not recorded | 6a45f081dc71372d7795a195 | | TransUnet | 95.18 | Not recorded | 6a45f081dc71372d7795a195 | | SegMamba-V2 | 94.89 | Not recorded | 6a1d11e6dbd7150506f83e1a | | Unet | 94.68 | Not recorded | 6a45f081dc71372d7795a195 | | LeVit-Unet | 94.32 | Not recorded | 6a45f081dc71372d7795a195 | | SwinUnet | 94.03 | Not recorded | 6a45f081dc71372d7795a195 | | UNETR | 94.02 | Not recorded | 6a1d11e6dbd7150506f83e1a | | R50 + AttnUNet | 93.47 | Not recorded | 6a45f081dc71372d7795a195 | | HELPNet | 93.1 | Not recorded | 69fd6e1f5497b3b670c894bb | | ViT + CUP | 92.18 | Not recorded | 6a45f081dc71372d7795a195 | | MISSFormer | 91.59 | Not recorded | 6a1d11e6dbd7150506f83e1a | | FullSup-nnUNet | 90.3 | Not recorded | 69fd6e1f5497b3b670c894bb | | ZScribbleSeg | 90 | Not recorded | 69fd6e1f5497b3b670c894bb | | TIP25 | 89.4 | Not recorded | 69fd6e1f5497b3b670c894bb | | WSL4 | 89 | Not recorded | 69fd6e1f5497b3b670c894bb | | ShapePU | 88.5 | Not recorded | 69fd6e1f5497b3b670c894bb | | FullSupUNet | 88.2 | Not recorded | 69fd6e1f5497b3b670c894bb | | ScribFormer | 88 | Not recorded | 69fd6e1f5497b3b670c894bb | | MAAG | 87.9 | Not recorded | 69fd6e1f5497b3b670c894bb | | CycleMix | 87.6 | Not recorded | 69fd6e1f5497b3b670c894bb | | CVIR | 86.6 | Not recorded | 69fd6e1f5497b3b670c894bb | | nnPU | 86.2 | Not recorded | 69fd6e1f5497b3b670c894bb | | GatedCRF | 84.6 | Not recorded | 69fd6e1f5497b3b670c894bb | | PCE | 80.5 | Not recorded | 69fd6e1f5497b3b670c894bb | ### BiSegMamba Dice (LV): 96.1. Result ID: 6a1d4587fbc373592c16855e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelfReg-UNet (UNet) Dice (LV): 95.88. Result ID: 6a46122a60b88bb33984028c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"base\_architecture":"UNet"}. This record does not assert independent reproduction. ### EoSeg Dice (LV): 95.85. Result ID: 6a46122a60b88bb33984028e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Swin-Unet Dice (LV): 95.83. Result ID: 6a1d4587fbc373592c168559. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransUNet Dice (LV): 95.73. Result ID: 6a1d4587fbc373592c168558. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SelfReg-UNet (SwinUNet) Dice (LV): 95.7. Result ID: 6a46122a60b88bb33984028d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"base\_architecture":"SwinUNet"}. This record does not assert independent reproduction. ### nnFormer Dice (LV): 95.65. Result ID: 6a1d4587fbc373592c16855c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Hiformer Dice (LV): 95.47. Result ID: 6a46122a60b88bb33984028a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### nnU-Net Dice (LV): 95.36. Result ID: 6a1d4587fbc373592c168557. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PVT - CASCADE Dice (LV): 95.19. Result ID: 6a46122a60b88bb33984028b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransUnet Dice (LV): 95.18. Result ID: 6a46122a60b88bb339840287. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SegMamba-V2 Dice (LV): 94.89. Result ID: 6a1d4587fbc373592c16855d. [Reporting paper]() Recorded evaluation configuration: {"Experimental Setting":"Reproduced under current experimental setting"}. This record does not assert independent reproduction. ### Unet Dice (LV): 94.68. Result ID: 6a46122a60b88bb339840286. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LeVit-Unet Dice (LV): 94.32. Result ID: 6a46122a60b88bb339840289. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SwinUnet Dice (LV): 94.03. Result ID: 6a46122a60b88bb339840288. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UNETR Dice (LV): 94.02. Result ID: 6a1d4587fbc373592c16855a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### R50 + AttnUNet Dice (LV): 93.47. Result ID: 6a46122a60b88bb339840284. [Reporting paper]() Recorded evaluation configuration: {"backbone":"ResNet-50"}. This record does not assert independent reproduction. ### HELPNet Dice (LV): 93.1. Result ID: 69fdbd6747f34ce924e166f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. ### ViT + CUP Dice (LV): 92.18. Result ID: 6a46122a60b88bb339840285. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"backbone":"ViT"}. This record does not assert independent reproduction. ### MISSFormer Dice (LV): 91.59. Result ID: 6a1d4587fbc373592c16855b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FullSup-nnUNet Dice (LV): 90.3. Result ID: 69fdbd6747f34ce924e166fa. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Fully-supervised"}. This record does not assert independent reproduction. ### ZScribbleSeg Dice (LV): 90. Result ID: 69fdbd6747f34ce924e166f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. ### TIP25 Dice (LV): 89.4. Result ID: 69fdbd6747f34ce924e166f5. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. ### WSL4 Dice (LV): 89. Result ID: 69fdbd6747f34ce924e166ee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. ### ShapePU Dice (LV): 88.5. Result ID: 69fdbd6747f34ce924e166f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. ### FullSupUNet Dice (LV): 88.2. Result ID: 69fdbd6747f34ce924e166f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Fully-supervised"}. This record does not assert independent reproduction. ### ScribFormer Dice (LV): 88. Result ID: 69fdbd6747f34ce924e166f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. ### MAAG Dice (LV): 87.9. Result ID: 69fdbd6747f34ce924e166f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. ### CycleMix Dice (LV): 87.6. Result ID: 69fdbd6747f34ce924e166f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. ### CVIR Dice (LV): 86.6. Result ID: 69fdbd6747f34ce924e166f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. ### nnPU Dice (LV): 86.2. Result ID: 69fdbd6747f34ce924e166f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. ### GatedCRF Dice (LV): 84.6. Result ID: 69fdbd6747f34ce924e166ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. ### PCE Dice (LV): 80.5. Result ID: 69fdbd6747f34ce924e166ed. [Reporting paper]() Recorded evaluation configuration: {"Supervision":"Scribble-supervised"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.