# 3D Medical Image Segmentation on OAI-ZIB (test) Source: [3D Medical Image Segmentation on OAI-ZIB (test)]() Collection index: [llms.txt]() Data updated: 2026-07-02T08:38:26.634Z Evaluation of 3D Medical Image Segmentation performance on the test split of the OAI-ZIB dataset, focusing on structure-specific Dice Similarity Coefficients (DSC) for Femur and Tibia. 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 | 3D Medical Image Segmentation | | Dataset (including any stated split) | OAI-ZIB (test) | | Metric | Median 3D DSC (Femur) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [Median 3D DSC (Femur)](): Higher is better; unit: PERCENT. - [Median 3D DSC (Tibia)](): Higher is better; unit: PERCENT. - [Median 3D DSC (Femur + Tibia)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Median 3D DSC (Femur) | Result date | Report paper | | --- | --- | --- | --- | | SAM2 sam2\_hiera\_large | 93.22 | Not recorded | 68fa746f1e209131cea61b9c | | SAM2 sam2\_hiera\_tiny | 90.85 | Not recorded | 68fa746f1e209131cea61b9c | | SAM2 sam2\_hiera\_small | 89.96 | Not recorded | 68fa746f1e209131cea61b9c | | SAM2 sam2\_hiera\_base\_plus | 86.33 | Not recorded | 68fa746f1e209131cea61b9c | | SAM1 sam\_vit\_huge | 82.23 | Not recorded | 68fa746f1e209131cea61b9c | | SAM1 sam\_vit\_large | 81.97 | Not recorded | 68fa746f1e209131cea61b9c | | SAM1 sam\_vit\_huge | 75.08 | Not recorded | 68fa746f1e209131cea61b9c | | SAM1 sam\_vit\_base | 74.57 | Not recorded | 68fa746f1e209131cea61b9c | | SAM2 sam2\_hiera\_base\_plus | 74.09 | Not recorded | 68fa746f1e209131cea61b9c | | SAM1 sam\_vit\_base | 71.73 | Not recorded | 68fa746f1e209131cea61b9c | | SAM2 sam2\_hiera\_large | 71.54 | Not recorded | 68fa746f1e209131cea61b9c | | SAM2 sam2\_hiera\_base\_plus | 70.19 | Not recorded | 68fa746f1e209131cea61b9c | | SAM2 sam2\_hiera\_large | 69.61 | Not recorded | 68fa746f1e209131cea61b9c | | SAM2 sam2\_hiera\_small | 66.37 | Not recorded | 68fa746f1e209131cea61b9c | | SAM1 sam\_vit\_large | 65.38 | Not recorded | 68fa746f1e209131cea61b9c | | SAM2 sam2\_hiera\_tiny | 60.21 | Not recorded | 68fa746f1e209131cea61b9c | | SAM2 sam2\_hiera\_small | 29.71 | Not recorded | 68fa746f1e209131cea61b9c | | SAM2 sam2\_hiera\_tiny | 24.33 | Not recorded | 68fa746f1e209131cea61b9c | ### SAM2 sam2\_hiera\_large Median 3D DSC (Femur): 93.22. Result ID: 6a46238260b88bb3398538b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"3 points + video","Parameters":"224.43M"}. This record does not assert independent reproduction. ### SAM2 sam2\_hiera\_tiny Median 3D DSC (Femur): 90.85. Result ID: 6a46238260b88bb3398538b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"3 points + video","Parameters":"38.95M"}. This record does not assert independent reproduction. ### SAM2 sam2\_hiera\_small Median 3D DSC (Femur): 89.96. Result ID: 6a46238260b88bb3398538b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"3 points + video","Parameters":"46.04M"}. This record does not assert independent reproduction. ### SAM2 sam2\_hiera\_base\_plus Median 3D DSC (Femur): 86.33. Result ID: 6a46238260b88bb3398538b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"3 points + video","Parameters":"80.83M"}. This record does not assert independent reproduction. ### SAM1 sam\_vit\_huge Median 3D DSC (Femur): 82.23. Result ID: 6a46238260b88bb3398538ac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt":"bounding box","Parameters":"641.09M"}. This record does not assert independent reproduction. ### SAM1 sam\_vit\_large Median 3D DSC (Femur): 81.97. Result ID: 6a46238260b88bb3398538ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt":"bounding box","Parameters":"312.34M"}. This record does not assert independent reproduction. ### SAM1 sam\_vit\_huge Median 3D DSC (Femur): 75.08. Result ID: 6a46238260b88bb3398538a9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt":"point","Parameters":"641.09M"}. This record does not assert independent reproduction. ### SAM1 sam\_vit\_base Median 3D DSC (Femur): 74.57. Result ID: 6a46238260b88bb3398538a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt":"point","Parameters":"93.73M"}. This record does not assert independent reproduction. ### SAM2 sam2\_hiera\_base\_plus Median 3D DSC (Femur): 74.09. Result ID: 6a46238260b88bb3398538af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"point","Parameters":"80.83M"}. This record does not assert independent reproduction. ### SAM1 sam\_vit\_base Median 3D DSC (Femur): 71.73. Result ID: 6a46238260b88bb3398538aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt":"bounding box","Parameters":"93.73M"}. This record does not assert independent reproduction. ### SAM2 sam2\_hiera\_large Median 3D DSC (Femur): 71.54. Result ID: 6a46238260b88bb3398538b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"point + video","Parameters":"224.43M"}. This record does not assert independent reproduction. ### SAM2 sam2\_hiera\_base\_plus Median 3D DSC (Femur): 70.19. Result ID: 6a46238260b88bb3398538b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"point + video","Parameters":"80.83M"}. This record does not assert independent reproduction. ### SAM2 sam2\_hiera\_large Median 3D DSC (Femur): 69.61. Result ID: 6a46238260b88bb3398538b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"point","Parameters":"224.43M"}. This record does not assert independent reproduction. ### SAM2 sam2\_hiera\_small Median 3D DSC (Femur): 66.37. Result ID: 6a46238260b88bb3398538ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"point","Parameters":"46.04M"}. This record does not assert independent reproduction. ### SAM1 sam\_vit\_large Median 3D DSC (Femur): 65.38. Result ID: 6a46238260b88bb3398538a8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Prompt":"point","Parameters":"312.34M"}. This record does not assert independent reproduction. ### SAM2 sam2\_hiera\_tiny Median 3D DSC (Femur): 60.21. Result ID: 6a46238260b88bb3398538ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"point","Parameters":"38.95M"}. This record does not assert independent reproduction. ### SAM2 sam2\_hiera\_small Median 3D DSC (Femur): 29.71. Result ID: 6a46238260b88bb3398538b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"point + video","Parameters":"46.04M"}. This record does not assert independent reproduction. ### SAM2 sam2\_hiera\_tiny Median 3D DSC (Femur): 24.33. Result ID: 6a46238260b88bb3398538b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt":"point + video","Parameters":"38.95M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.