# Medical Image Segmentation on ACDC (DSC and HD95) Source: [Medical Image Segmentation on ACDC (DSC and HD95)]() Collection index: [llms.txt]() Data updated: 2026-04-08T08:29:12.614Z Evaluation of medical image segmentation performance on the ACDC dataset, reporting Dice Similarity Coefficient (DSC) and 95th percentile Hausdorff Distance (HD95). 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 | | Metric | DSC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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. - [HD95](): Lower is better; unit: SCALAR. ## Recorded results | Method | DSC | Result date | Report paper | | --- | --- | --- | --- | | Hiformer | 93.65 | Not recorded | 69cb54f70636e5bf4afc9e14 | | MD-RWKV-UNet | 93.15 | Not recorded | 69cb54f70636e5bf4afc9e14 | | GCNV-Net | 92.95 | Not recorded | 69d5e0f77d0172140ec75986 | | MedNeXt-L | 92.6 | Not recorded | 69d5e0f77d0172140ec75986 | | nnFormer | 92.45 | Not recorded | 69d5e0f77d0172140ec75986 | | RWKV-UNet | 92.17 | Not recorded | 69cb54f70636e5bf4afc9e14 | | xLSTM-VMUNet | 92.14 | Not recorded | 69cb54f70636e5bf4afc9e14 | | PVT-EMCAD | 92.12 | Not recorded | 69cb54f70636e5bf4afc9e14 | | SwinUNETR | 92.02 | Not recorded | 69d5e0f77d0172140ec75986 | | nnU-Net-ResEncM | 92.01 | Not recorded | 69d5e0f77d0172140ec75986 | | U-Mamba-Bot | 91.79 | Not recorded | 69d5e0f77d0172140ec75986 | | MedNeXt-M | 91.73 | Not recorded | 69d5e0f77d0172140ec75986 | | nnU-Net-ResEncL | 91.65 | Not recorded | 69d5e0f77d0172140ec75986 | | Trans-CASCADE | 91.63 | Not recorded | 69cb54f70636e5bf4afc9e14 | | nnU-Net-NoResEnc | 91.58 | Not recorded | 69d5e0f77d0172140ec75986 | | nn-UNet | 91.41 | Not recorded | 69cb54f70636e5bf4afc9e14 | | U-Mamba-Enc | 91.22 | Not recorded | 69d5e0f77d0172140ec75986 | | VM-UNet | 91.12 | Not recorded | 69cb54f70636e5bf4afc9e14 | | E2ENet | 90.95 | Not recorded | 69d5e0f77d0172140ec75986 | | PaNSegNet | 90.57 | Not recorded | 69d5e0f77d0172140ec75986 | | PVT-GCASCADE | 90.45 | Not recorded | 69cb54f70636e5bf4afc9e14 | | SegFormer3D | 90.38 | Not recorded | 69d5e0f77d0172140ec75986 | | SDAUT | 90.23 | Not recorded | 69cb54f70636e5bf4afc9e14 | | TransDeepLab | 90.11 | Not recorded | 69cb54f70636e5bf4afc9e14 | | SwinUNet | 90 | Not recorded | 69cb54f70636e5bf4afc9e14 | | CoTr | 89.97 | Not recorded | 69cb54f70636e5bf4afc9e14 | | MixedUNet | 89.84 | Not recorded | 69cb54f70636e5bf4afc9e14 | | TransUNet | 89.71 | Not recorded | 69cb54f70636e5bf4afc9e14 | | Att-UNet | 87.55 | Not recorded | 69cb54f70636e5bf4afc9e14 | | U-Net | 85.98 | Not recorded | 69cb54f70636e5bf4afc9e14 | ### Hiformer DSC: 93.65. Result ID: 69cb864947f34ce924b3cfc1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MD-RWKV-UNet DSC: 93.15. Result ID: 69cb864947f34ce924b3cfc9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCNV-Net DSC: 92.95. Result ID: 69d611d047f34ce924be9f0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPs (G)":"260.1","Params (M)":"62.5","Latency (ms)":"52.7","QEA":"2.106","Rank":"1"}. This record does not assert independent reproduction. ### MedNeXt-L DSC: 92.6. Result ID: 69d611d047f34ce924be9f02. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FLOPs (G)":"584.7","Params (M)":"63.0","Latency (ms)":"189.3","QEA":"1.191","Rank":"4","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### nnFormer DSC: 92.45. Result ID: 69d611d047f34ce924be9f0a. [Reporting paper]() Recorded evaluation configuration: {"FLOPs (G)":"420.6","Params (M)":"150.3","Latency (ms)":"72.3","QEA":"0.554","Rank":"12","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### RWKV-UNet DSC: 92.17. Result ID: 69cb864947f34ce924b3cfc8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### xLSTM-VMUNet DSC: 92.14. Result ID: 69cb864947f34ce924b3cfc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PVT-EMCAD DSC: 92.12. Result ID: 69cb864947f34ce924b3cfc6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SwinUNETR DSC: 92.02. Result ID: 69d611d047f34ce924be9f08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPs (G)":"774.8","Params (M)":"62.0","Latency (ms)":"27.3","QEA":"0.859","Rank":"9","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### nnU-Net-ResEncM DSC: 92.01. Result ID: 69d611d047f34ce924be9f00. [Reporting paper]() Recorded evaluation configuration: {"FLOPs (G)":"1432.0","Params (M)":"102.3","Latency (ms)":"44.6","QEA":"1.107","Rank":"5","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### U-Mamba-Bot DSC: 91.79. Result ID: 69d611d047f34ce924be9f07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FLOPs (G)":"976.6","Params (M)":"59.6","Latency (ms)":"121.9","QEA":"0.938","Rank":"7","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### MedNeXt-M DSC: 91.73. Result ID: 69d611d047f34ce924be9f03. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FLOPs (G)":"254.6","Params (M)":"17.6","Latency (ms)":"103.1","QEA":"1.743","Rank":"2","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### nnU-Net-ResEncL DSC: 91.65. Result ID: 69d611d047f34ce924be9eff. [Reporting paper]() Recorded evaluation configuration: {"FLOPs (G)":"1432.0","Params (M)":"102.3","Latency (ms)":"44.6","QEA":"0.873","Rank":"8","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### Trans-CASCADE DSC: 91.63. Result ID: 69cb864947f34ce924b3cfc5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### nnU-Net-NoResEnc DSC: 91.58. Result ID: 69d611d047f34ce924be9f01. [Reporting paper]() Recorded evaluation configuration: {"FLOPs (G)":"951.0","Params (M)":"31.2","Latency (ms)":"33.7","QEA":"1.660","Rank":"3","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### nn-UNet DSC: 91.41. Result ID: 69cb864947f34ce924b3cfc4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### U-Mamba-Enc DSC: 91.22. Result ID: 69d611d047f34ce924be9f06. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FLOPs (G)":"976.6","Params (M)":"59.6","Latency (ms)":"114.7","QEA":"0.727","Rank":"11","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### VM-UNet DSC: 91.12. Result ID: 69cb864947f34ce924b3cfc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### E2ENet DSC: 90.95. Result ID: 69d611d047f34ce924be9f05. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FLOPs (G)":"482.7","Params (M)":"14.9","Latency (ms)":"64.9","QEA":"0.853","Rank":"10","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### PaNSegNet DSC: 90.57. Result ID: 69d611d047f34ce924be9f04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"FLOPs (G)":"953.0","Params (M)":"44.2","Latency (ms)":"33.4","QEA":"0.439","Rank":"13","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### PVT-GCASCADE DSC: 90.45. Result ID: 69cb864947f34ce924b3cfc2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SegFormer3D DSC: 90.38. Result ID: 69d611d047f34ce924be9f09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"FLOPs (G)":"15.3","Params (M)":"4.5","Latency (ms)":"5.0","QEA":"1.060","Rank":"6","Stat. Sign.":"✓"}. This record does not assert independent reproduction. ### SDAUT DSC: 90.23. Result ID: 69cb864947f34ce924b3cfc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransDeepLab DSC: 90.11. Result ID: 69cb864947f34ce924b3cfbf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SwinUNet DSC: 90. Result ID: 69cb864947f34ce924b3cfbe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CoTr DSC: 89.97. Result ID: 69cb864947f34ce924b3cfbd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MixedUNet DSC: 89.84. Result ID: 69cb864947f34ce924b3cfbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TransUNet DSC: 89.71. Result ID: 69cb864947f34ce924b3cfbb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Att-UNet DSC: 87.55. Result ID: 69cb864947f34ce924b3cfba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### U-Net DSC: 85.98. Result ID: 69cb864947f34ce924b3cfb9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.