# Lesion Grounding and Segmentation on AbdomenAtlas 3.0 Source: [Lesion Grounding and Segmentation on AbdomenAtlas 3.0]() Collection index: [llms.txt]() Data updated: 2026-05-22T09:27:41.120Z Evaluation of lesion grounding and segmentation performance on the AbdomenAtlas 3.0 dataset, reporting Dice scores and Hausdorff Distance (HD95) across different lesion types (K, L, P). 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 | Lesion Grounding and Segmentation | | Dataset (including any stated split) | AbdomenAtlas 3.0 | | Metric | Dice Score (K) | | 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 - [Dice Score (K)](): Higher is better; unit: PERCENT. - [Dice Score (L)](): Higher is better; unit: PERCENT. - [Dice Score (P)](): Higher is better; unit: PERCENT. - [Hausdorff Distance 95% (K)](): Lower is better; unit: SCALAR. - [Hausdorff Distance 95% (L)](): Lower is better; unit: SCALAR. - [Hausdorff Distance 95% (P)](): Lower is better; unit: SCALAR. - [Localization Error (Avg)](): Lower is better; unit: PERCENT. - [Lesion Localization Score (K)](): Higher is better; unit: PERCENT. - [Lesion Localization Score (L)](): Higher is better; unit: PERCENT. - [Lesion Localization Score (P)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Dice Score (K) | Result date | Report paper | | --- | --- | --- | --- | | GLeVE | 65.8 | Not recorded | 6a0fe33ef984739ed6739fdb | | R-Super | 63.9 | Not recorded | 6a0fe33ef984739ed6739fdb | | Medformer | 59.8 | Not recorded | 6a0fe33ef984739ed6739fdb | | GLeVE | 56.6 | Not recorded | 6a0fe33ef984739ed6739fdb | | SwinUNETR | 56.5 | Not recorded | 6a0fe33ef984739ed6739fdb | | nnUNetV2 | 55.7 | Not recorded | 6a0fe33ef984739ed6739fdb | | R-Super | 54.3 | Not recorded | 6a0fe33ef984739ed6739fdb | | GLeVE | 53.9 | Not recorded | 6a0fe33ef984739ed6739fdb | | R-Super | 53.3 | Not recorded | 6a0fe33ef984739ed6739fdb | | STUNet | 53 | Not recorded | 6a0fe33ef984739ed6739fdb | | SAT | 51.6 | Not recorded | 6a0fe33ef984739ed6739fdb | | UNet | 51.3 | Not recorded | 6a0fe33ef984739ed6739fdb | | CT-CLIP | 48.9 | Not recorded | 6a0fe33ef984739ed6739fdb | | Merlin | 47.7 | Not recorded | 6a0fe33ef984739ed6739fdb | | M3D-LaMed | 35.3 | Not recorded | 6a0fe33ef984739ed6739fdb | | Med-SAM3 | 34.5 | Not recorded | 6a0fe33ef984739ed6739fdb | | R1Seg-3D | 28.9 | Not recorded | 6a0fe33ef984739ed6739fdb | ### GLeVE Dice Score (K): 65.8. Result ID: 6a10217ffbc373592c0977bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### R-Super Dice Score (K): 63.9. Result ID: 6a10217ffbc373592c0977b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### Medformer Dice Score (K): 59.8. Result ID: 6a10217ffbc373592c0977b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### GLeVE Dice Score (K): 56.6. Result ID: 6a10217ffbc373592c0977ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Ratio":"25%"}. This record does not assert independent reproduction. ### SwinUNETR Dice Score (K): 56.5. Result ID: 6a10217ffbc373592c0977b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### nnUNetV2 Dice Score (K): 55.7. Result ID: 6a10217ffbc373592c0977b1. [Reporting paper]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### R-Super Dice Score (K): 54.3. Result ID: 6a10217ffbc373592c0977b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mask Ratio":"25%"}. This record does not assert independent reproduction. ### GLeVE Dice Score (K): 53.9. Result ID: 6a10217ffbc373592c0977b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Ratio":"10%"}. This record does not assert independent reproduction. ### R-Super Dice Score (K): 53.3. Result ID: 6a10217ffbc373592c0977b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mask Ratio":"10%"}. This record does not assert independent reproduction. ### STUNet Dice Score (K): 53. Result ID: 6a10217ffbc373592c0977b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### SAT Dice Score (K): 51.6. Result ID: 6a10217ffbc373592c0977ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### UNet Dice Score (K): 51.3. Result ID: 6a10217ffbc373592c0977b0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### CT-CLIP Dice Score (K): 48.9. Result ID: 6a10217ffbc373592c0977af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### Merlin Dice Score (K): 47.7. Result ID: 6a10217ffbc373592c0977ac. [Reporting paper]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### M3D-LaMed Dice Score (K): 35.3. Result ID: 6a10217ffbc373592c0977ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### Med-SAM3 Dice Score (K): 34.5. Result ID: 6a10217ffbc373592c0977b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. This record does not assert independent reproduction. ### R1Seg-3D Dice Score (K): 28.9. Result ID: 6a10217ffbc373592c0977ae. [Reporting paper]() Recorded evaluation configuration: {"Mask Ratio":"100%"}. 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