# Brain Structure Segmentation on MRBrainS13 Source: [Brain Structure Segmentation on MRBrainS13]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:38:18.546Z Evaluation of brain structure segmentation performance on the MRBrainS13 dataset, reporting metrics for specific tissue classes (CF, GM, WM) and an average score. 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 | Brain Structure Segmentation | | Dataset (including any stated split) | MRBrainS13 | | Metric | CF Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [CF Score](): Higher is better; unit: PERCENT. - [GM Score](): Higher is better; unit: PERCENT. - [WM Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | CF Score | Result date | Report paper | | --- | --- | --- | --- | | BrainMVP | 81.04 | Not recorded | 68fa77b91e209131cea74fab | | M3AE | 78.23 | Not recorded | 68fa77b91e209131cea74fab | | UniFormer | 77.66 | Not recorded | 68fa77b91e209131cea74fab | | MG | 71.4 | Not recorded | 68fa77b91e209131cea74fab | | DAE | 71.37 | Not recorded | 68fa77b91e209131cea74fab | | M3AE | 71.32 | Not recorded | 68fa77b91e209131cea74fab | | VoCo | 71.29 | Not recorded | 68fa77b91e209131cea74fab | | UNET3D | 70.47 | Not recorded | 68fa77b91e209131cea74fab | | Swin-UNETR | 70.35 | Not recorded | 68fa77b91e209131cea74fab | | Swin-UNETR\* | 69.67 | Not recorded | 68fa77b91e209131cea74fab | | GVSL | 69.34 | Not recorded | 68fa77b91e209131cea74fab | | TransVW | 68.92 | Not recorded | 68fa77b91e209131cea74fab | | BrainMVP | 68.88 | Not recorded | 68fa77b91e209131cea74fab | | MAE3D | 68.3 | Not recorded | 68fa77b91e209131cea74fab | | SimMIM | 68.11 | Not recorded | 68fa77b91e209131cea74fab | | MoCov3 | 67.97 | Not recorded | 68fa77b91e209131cea74fab | | UNETR | 67.55 | Not recorded | 68fa77b91e209131cea74fab | ### BrainMVP CF Score: 81.04. Result ID: 699562d53badfaffe655851c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"MRI","Network":"UniFormer","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction. ### M3AE CF Score: 78.23. Result ID: 699562d53badfaffe655851a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"MRI","Network":"UniFormer","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction. ### UniFormer CF Score: 77.66. Result ID: 699562d53badfaffe655850e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Strategy":"From Scratch","Network":"UniFormer"}. This record does not assert independent reproduction. ### MG CF Score: 71.4. Result ID: 699562d53badfaffe6558513. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"CXR, CT","Network":"UNET3D","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction. ### DAE CF Score: 71.37. Result ID: 699562d53badfaffe6558518. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"MRI","Network":"Swin-UNETR","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction. ### M3AE CF Score: 71.32. Result ID: 699562d53badfaffe6558519. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"MRI","Network":"UNET3D","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction. ### VoCo CF Score: 71.29. Result ID: 699562d53badfaffe6558517. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"MRI","Network":"Swin-UNETR","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction. ### UNET3D CF Score: 70.47. Result ID: 699562d53badfaffe655850d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training Strategy":"From Scratch","Network":"UNET3D"}. This record does not assert independent reproduction. ### Swin-UNETR CF Score: 70.35. Result ID: 699562d53badfaffe655850f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Strategy":"From Scratch","Network":"Swin-UNETR"}. This record does not assert independent reproduction. ### Swin-UNETR\* CF Score: 69.67. Result ID: 699562d53badfaffe6558516. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"MRI","Network":"Swin-UNETR","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction. ### GVSL CF Score: 69.34. Result ID: 699562d53badfaffe6558515. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"CT","Network":"UNET3D","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction. ### TransVW CF Score: 68.92. Result ID: 699562d53badfaffe6558514. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"CT","Network":"UNET3D","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction. ### BrainMVP CF Score: 68.88. Result ID: 699562d53badfaffe655851b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"MRI","Network":"UNET3D","Pre-training Strategy":"With Medical SSL"}. This record does not assert independent reproduction. ### MAE3D CF Score: 68.3. Result ID: 699562d53badfaffe6558510. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Modality":"Natural","Network":"UNETR","Pre-training Strategy":"With General SSL"}. This record does not assert independent reproduction. ### SimMIM CF Score: 68.11. Result ID: 699562d53badfaffe6558511. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Natural","Network":"UNETR","Pre-training Strategy":"With General SSL"}. This record does not assert independent reproduction. ### MoCov3 CF Score: 67.97. Result ID: 699562d53badfaffe6558512. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Modality":"Natural","Network":"UNETR","Pre-training Strategy":"With General SSL"}. This record does not assert independent reproduction. ### UNETR CF Score: 67.55. Result ID: 699562d53badfaffe655850c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training Strategy":"From Scratch","Network":"UNETR"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.