# Medical Image Segmentation on ACDC (5-fold cross-validation) Source: [Medical Image Segmentation on ACDC (5-fold cross-validation)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:51:59.141Z Evaluation of medical image segmentation performance on the ACDC dataset using a 5-fold cross-validation scheme, reporting structure-specific Dice Similarity Coefficients (DSC) and Hausdorff Distances (HD95) for RV, Myocardium, and LV structures. 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 | Medical Image Segmentation | | Dataset (including any stated split) | ACDC (5-fold cross-validation) | | Metric | Mean DSC | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [Mean DSC](): Higher is better; unit: SCALAR. - [RV DSC](): Higher is better; unit: SCALAR. - [RV HD95 (mm)](): Lower is better; unit: SCALAR. - [Myo DSC](): Higher is better; unit: SCALAR. - [Myo HD95 (mm)](): Lower is better; unit: SCALAR. - [LV DSC](): Higher is better; unit: SCALAR. - [LV HD95 (mm)](): Lower is better; unit: SCALAR. - [Mean HD95 (mm)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Mean DSC | Result date | Report paper | | --- | --- | --- | --- | | FullSup | 0.898 | Not recorded | 68fa6bf61e209131cea314b0 | | IGS | 0.874 | Not recorded | 68fa6de91e209131cea3cdf0 | | Dual-Branch Network | 0.872 | Not recorded | 68fa6bf61e209131cea314b0 | | IGS | 0.871 | Not recorded | 68fa6de91e209131cea3cdf0 | | Center undersampling | 0.857 | Not recorded | 68fa6de91e209131cea3cdf0 | | Center undersampling | 0.857 | Not recorded | 68fa6de91e209131cea3cdf0 | | RLoss | 0.856 | Not recorded | 68fa6bf61e209131cea314b0 | | EM | 0.846 | Not recorded | 68fa6bf61e209131cea314b0 | | MLoss | 0.839 | Not recorded | 68fa6bf61e209131cea314b0 | | S2L | 0.832 | Not recorded | 68fa6bf61e209131cea314b0 | | FastMRI undersampling | 0.814 | Not recorded | 68fa6de91e209131cea3cdf0 | | FastMRI undersampling | 0.805 | Not recorded | 68fa6de91e209131cea3cdf0 | | IGS | 0.79 | Not recorded | 68fa6de91e209131cea3cdf0 | | RW | 0.788 | Not recorded | 68fa6bf61e209131cea314b0 | | USTM | 0.786 | Not recorded | 68fa6bf61e209131cea314b0 | | MT | 0.761 | Not recorded | 68fa6bf61e209131cea314b0 | | UAMT | 0.76 | Not recorded | 68fa6bf61e209131cea314b0 | | Center undersampling | 0.757 | Not recorded | 68fa6de91e209131cea3cdf0 | | IGS | 0.748 | Not recorded | 68fa6de91e209131cea3cdf0 | | DAN | 0.743 | Not recorded | 68fa6bf61e209131cea314b0 | | Advent | 0.741 | Not recorded | 68fa6bf61e209131cea314b0 | | Center undersampling | 0.734 | Not recorded | 68fa6de91e209131cea3cdf0 | | PS | 0.724 | Not recorded | 68fa6bf61e209131cea314b0 | | PCE | 0.686 | Not recorded | 68fa6bf61e209131cea314b0 | | FastMRI undersampling | 0.658 | Not recorded | 68fa6de91e209131cea3cdf0 | | FastMRI undersampling | 0.583 | Not recorded | 68fa6de91e209131cea3cdf0 | ### FullSup Mean DSC: 0.898. Result ID: 698eafb5ffc3901de09fccc7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"FSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### IGS Mean DSC: 0.874. Result ID: 698ffa9c3a6c314849fd36ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"U-Net","Fine-tuning":true,"Acceleration":"x16"}. This record does not assert independent reproduction. ### Dual-Branch Network Mean DSC: 0.872. Result ID: 698eafb5ffc3901de09fccc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"WSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### IGS Mean DSC: 0.871. Result ID: 698ffa9c3a6c314849fd36cf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"U-Net-Att","Fine-tuning":true,"Acceleration":"x16"}. This record does not assert independent reproduction. ### Center undersampling Mean DSC: 0.857. Result ID: 698ffa9c3a6c314849fd36ca. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"U-Net","Fine-tuning":true,"Acceleration":"x16"}. This record does not assert independent reproduction. ### Center undersampling Mean DSC: 0.857. Result ID: 698ffa9c3a6c314849fd36cb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"U-Net-Att","Fine-tuning":true,"Acceleration":"x16"}. This record does not assert independent reproduction. ### RLoss Mean DSC: 0.856. Result ID: 698eafb5ffc3901de09fccc0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"WSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### EM Mean DSC: 0.846. Result ID: 698eafb5ffc3901de09fccbf. [Reporting paper]() Recorded evaluation configuration: {"Type":"WSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### MLoss Mean DSC: 0.839. Result ID: 698eafb5ffc3901de09fccbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"WSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### S2L Mean DSC: 0.832. Result ID: 698eafb5ffc3901de09fccbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"WSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### FastMRI undersampling Mean DSC: 0.814. Result ID: 698ffa9c3a6c314849fd36c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"U-Net","Fine-tuning":true,"Acceleration":"x16"}. This record does not assert independent reproduction. ### FastMRI undersampling Mean DSC: 0.805. Result ID: 698ffa9c3a6c314849fd36c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"U-Net-Att","Fine-tuning":true,"Acceleration":"x16"}. This record does not assert independent reproduction. ### IGS Mean DSC: 0.79. Result ID: 698ffa9c3a6c314849fd36cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"U-Net","Fine-tuning":false,"Acceleration":"x16"}. This record does not assert independent reproduction. ### RW Mean DSC: 0.788. Result ID: 698eafb5ffc3901de09fccbb. [Reporting paper]() Recorded evaluation configuration: {"Type":"WSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### USTM Mean DSC: 0.786. Result ID: 698eafb5ffc3901de09fccbc. [Reporting paper]() Recorded evaluation configuration: {"Type":"WSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### MT Mean DSC: 0.761. Result ID: 698eafb5ffc3901de09fccc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"SSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### UAMT Mean DSC: 0.76. Result ID: 698eafb5ffc3901de09fccc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"SSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### Center undersampling Mean DSC: 0.757. Result ID: 698ffa9c3a6c314849fd36c8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"U-Net","Fine-tuning":false,"Acceleration":"x16"}. This record does not assert independent reproduction. ### IGS Mean DSC: 0.748. Result ID: 698ffa9c3a6c314849fd36cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"U-Net-Att","Fine-tuning":false,"Acceleration":"x16"}. This record does not assert independent reproduction. ### DAN Mean DSC: 0.743. Result ID: 698eafb5ffc3901de09fccc3. [Reporting paper]() Recorded evaluation configuration: {"Type":"SSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### Advent Mean DSC: 0.741. Result ID: 698eafb5ffc3901de09fccc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"SSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### Center undersampling Mean DSC: 0.734. Result ID: 698ffa9c3a6c314849fd36c9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"U-Net-Att","Fine-tuning":false,"Acceleration":"x16"}. This record does not assert independent reproduction. ### PS Mean DSC: 0.724. Result ID: 698eafb5ffc3901de09fccc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"SSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### PCE Mean DSC: 0.686. Result ID: 698eafb5ffc3901de09fccba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"WSL","Backbone":"UNet"}. This record does not assert independent reproduction. ### FastMRI undersampling Mean DSC: 0.658. Result ID: 698ffa9c3a6c314849fd36c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"U-Net","Fine-tuning":false,"Acceleration":"x16"}. This record does not assert independent reproduction. ### FastMRI undersampling Mean DSC: 0.583. Result ID: 698ffa9c3a6c314849fd36c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"U-Net-Att","Fine-tuning":false,"Acceleration":"x16"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.