# Cancer Lesion Segmentation on Breast cancer Source: [Cancer Lesion Segmentation on Breast cancer]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:40:28.083Z Evaluation of cancer lesion segmentation performance on the Breast cancer dataset, reporting Dice Similarity Coefficient (DSC) and Intersection over Union (IoU). 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 | Cancer lesion segmentation | | Dataset (including any stated split) | Breast cancer | | Metric | DSC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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. - [IoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | DSC | Result date | Report paper | | --- | --- | --- | --- | | DpDNet | 66.27 | Not recorded | 68fa79ed1e209131cea8003c | | nnU-Net (Single-task) | 65.89 | Not recorded | 68fa79ed1e209131cea8003c | | UniSeg | 64.85 | Not recorded | 68fa79ed1e209131cea8003c | | CLIP-driven | 64.45 | Not recorded | 68fa79ed1e209131cea8003c | | Dod-Net | 64.41 | Not recorded | 68fa79ed1e209131cea8003c | | 3DUX-Net | 64.21 | Not recorded | 68fa79ed1e209131cea8003c | | STU-Net-B | 63.26 | Not recorded | 68fa79ed1e209131cea8003c | | STU-Net | 62.65 | Not recorded | 68fa79ed1e209131cea8003c | | SwinUNET | 61.79 | Not recorded | 68fa79ed1e209131cea8003c | | U-Mamba | 61.6 | Not recorded | 68fa79ed1e209131cea8003c | | nnU-Net+ | 61.51 | Not recorded | 68fa79ed1e209131cea8003c | | nnU-Net | 60.23 | Not recorded | 68fa79ed1e209131cea8003c | | UNETR | 57.02 | Not recorded | 68fa79ed1e209131cea8003c | | Medical SAM3 | 43.8 | Not recorded | 696dba86e25ad2fa9d1ecd03 | | SAM3 | 16.3 | Not recorded | 696dba86e25ad2fa9d1ecd03 | ### DpDNet DSC: 66.27. Result ID: 698b65dd7a967eddb76e3fed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters (M)":"15.19","FLOPS (GFLOPS)":"138.79","Prompt-Based":true}. This record does not assert independent reproduction. ### nnU-Net (Single-task) DSC: 65.89. Result ID: 698b65dd7a967eddb76e3fe1. [Reporting paper]() Recorded evaluation configuration: {"Parameters (M)":"30.79","FLOPS (GFLOPS)":"526.29","Prompt-Based":false}. This record does not assert independent reproduction. ### UniSeg DSC: 64.85. Result ID: 698b65dd7a967eddb76e3fec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters (M)":"15.12","FLOPS (GFLOPS)":"138.79","Prompt-Based":true}. This record does not assert independent reproduction. ### CLIP-driven DSC: 64.45. Result ID: 698b65dd7a967eddb76e3feb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters (M)":"15.34","FLOPS (GFLOPS)":"139.26","Prompt-Based":true}. This record does not assert independent reproduction. ### Dod-Net DSC: 64.41. Result ID: 698b65dd7a967eddb76e3fea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters (M)":"15.14","FLOPS (GFLOPS)":"139.26","Prompt-Based":true}. This record does not assert independent reproduction. ### 3DUX-Net DSC: 64.21. Result ID: 698b65dd7a967eddb76e3fe9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters (M)":"83.81","FLOPS (GFLOPS)":"1509.02","Prompt-Based":false}. This record does not assert independent reproduction. ### STU-Net-B DSC: 63.26. Result ID: 698b65dd7a967eddb76e3fe5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters (M)":"58.16","FLOPS (GFLOPS)":"548.61","Prompt-Based":false}. This record does not assert independent reproduction. ### STU-Net DSC: 62.65. Result ID: 698b65dd7a967eddb76e3fe4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters (M)":"14.55","FLOPS (GFLOPS)":"138.70","Prompt-Based":false}. This record does not assert independent reproduction. ### SwinUNET DSC: 61.79. Result ID: 698b65dd7a967eddb76e3fe7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters (M)":"46.49","FLOPS (GFLOPS)":"202.58","Prompt-Based":false}. This record does not assert independent reproduction. ### U-Mamba DSC: 61.6. Result ID: 698b65dd7a967eddb76e3fe8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters (M)":"42.12","FLOPS (GFLOPS)":"1067.69","Prompt-Based":false}. This record does not assert independent reproduction. ### nnU-Net+ DSC: 61.51. Result ID: 698b65dd7a967eddb76e3fe3. [Reporting paper]() Recorded evaluation configuration: {"Parameters (M)":"46.71","FLOPS (GFLOPS)":"833.94","Prompt-Based":false}. This record does not assert independent reproduction. ### nnU-Net DSC: 60.23. Result ID: 698b65dd7a967eddb76e3fe2. [Reporting paper]() Recorded evaluation configuration: {"Parameters (M)":"30.79","FLOPS (GFLOPS)":"526.29","Prompt-Based":false}. This record does not assert independent reproduction. ### UNETR DSC: 57.02. Result ID: 698b65dd7a967eddb76e3fe6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Parameters (M)":"96.19","FLOPS (GFLOPS)":"196.92","Prompt-Based":false}. This record does not assert independent reproduction. ### Medical SAM3 DSC: 43.8. Result ID: 6997b5fc5698665ec40c453e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAM3 DSC: 16.3. Result ID: 6997b5fc5698665ec40c453d. [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.