# Medical Image Segmentation on AutoPET-II Source: [Medical Image Segmentation on AutoPET-II]() Collection index: [llms.txt]() Data updated: 2026-06-23T11:34:50.150Z Evaluation of medical image segmentation performance on the AutoPET-II dataset, reporting ThrG. and ThrC. scores. 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) | AutoPET-II | | Metric | ThrG Score | | Unit | SCALAR | | 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 - [ThrG Score](): Higher is better; unit: SCALAR. - [ThrC Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | ThrG Score | Result date | Report paper | | --- | --- | --- | --- | | VeloxSeg | 390.91 | Not recorded | 68fa7bab1e209131cea89c54 | | SegFormer-3D | 364.24 | Not recorded | 68fa7bab1e209131cea89c54 | | U-KAN | 187.06 | Not recorded | 68fa7bab1e209131cea89c54 | | Slim UNETR | 178.33 | Not recorded | 68fa7bab1e209131cea89c54 | | UNETR++ | 161.15 | Not recorded | 68fa7bab1e209131cea89c54 | | UNETR | 131.96 | Not recorded | 68fa7bab1e209131cea89c54 | | H-DenseFormer | 123.35 | Not recorded | 68fa7bab1e209131cea89c54 | | UNet | 101.04 | Not recorded | 68fa7bab1e209131cea89c54 | | Nestedformer | 95.63 | Not recorded | 68fa7bab1e209131cea89c54 | | U-RWKV | 82.09 | Not recorded | 68fa7bab1e209131cea89c54 | | VNet | 58.99 | Not recorded | 68fa7bab1e209131cea89c54 | | SuperLightNet | 55.48 | Not recorded | 68fa7bab1e209131cea89c54 | | HCMA-UNet | 54.51 | Not recorded | 68fa7bab1e209131cea89c54 | | A2FSeg | 52.02 | Not recorded | 68fa7bab1e209131cea89c54 | | Swin UNETR | 38.37 | Not recorded | 68fa7bab1e209131cea89c54 | | VSmTrans | 36.56 | Not recorded | 68fa7bab1e209131cea89c54 | | MedNeXt-S | 27.95 | Not recorded | 68fa7bab1e209131cea89c54 | ### VeloxSeg ThrG Score: 390.91. Result ID: 6a3a6f41fbc373592c37efff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"1.66","GF.":"1.79"}. This record does not assert independent reproduction. ### SegFormer-3D ThrG Score: 364.24. Result ID: 6a3a6f41fbc373592c37effa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"4.50","GF.":"5.11"}. This record does not assert independent reproduction. ### U-KAN ThrG Score: 187.06. Result ID: 6a3a6f41fbc373592c37eff6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-KAN","MP.":"7.06","GF.":"22.90"}. This record does not assert independent reproduction. ### Slim UNETR ThrG Score: 178.33. Result ID: 6a3a6f41fbc373592c37effb. [Reporting paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"1.77","GF.":"3.83"}. This record does not assert independent reproduction. ### UNETR++ ThrG Score: 161.15. Result ID: 6a3a6f41fbc373592c37eff5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"19.97","GF.":"57.93"}. This record does not assert independent reproduction. ### UNETR ThrG Score: 131.96. Result ID: 6a3a6f41fbc373592c37eff2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"95.76","GF.":"83.61"}. This record does not assert independent reproduction. ### H-DenseFormer ThrG Score: 123.35. Result ID: 6a3a6f41fbc373592c37eff9. [Reporting paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"3.64","GF.":"71.91"}. This record does not assert independent reproduction. ### UNet ThrG Score: 101.04. Result ID: 6a3a6f41fbc373592c37efef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN","MP.":"5.75","GF.":"136.56"}. This record does not assert independent reproduction. ### Nestedformer ThrG Score: 95.63. Result ID: 6a3a6f41fbc373592c37eff7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"4.71","GF.":"58.62"}. This record does not assert independent reproduction. ### U-RWKV ThrG Score: 82.09. Result ID: 6a3a6f41fbc373592c37effe. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN-RWKV","MP.":"1.44","GF.":"20.68"}. This record does not assert independent reproduction. ### VNet ThrG Score: 58.99. Result ID: 6a3a6f41fbc373592c37eff0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN","MP.":"45.60","GF.":"322.22"}. This record does not assert independent reproduction. ### SuperLightNet ThrG Score: 55.48. Result ID: 6a3a6f41fbc373592c37effc. [Reporting paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"2.75","GF.":"19.42"}. This record does not assert independent reproduction. ### HCMA-UNet ThrG Score: 54.51. Result ID: 6a3a6f41fbc373592c37effd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-Mamba","MP.":"2.81","GF.":"26.15"}. This record does not assert independent reproduction. ### A2FSeg ThrG Score: 52.02. Result ID: 6a3a6f41fbc373592c37eff8. [Reporting paper]() Recorded evaluation configuration: {"Type":"CNN","MP.":"41.32","GF.":"207.97"}. This record does not assert independent reproduction. ### Swin UNETR ThrG Score: 38.37. Result ID: 6a3a6f41fbc373592c37eff3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"15.51","GF.":"84.26"}. This record does not assert independent reproduction. ### VSmTrans ThrG Score: 36.56. Result ID: 6a3a6f41fbc373592c37eff4. [Reporting paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"12.48","GF.":"91.44"}. This record does not assert independent reproduction. ### MedNeXt-S ThrG Score: 27.95. Result ID: 6a3a6f41fbc373592c37eff1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN","MP.":"5.54","GF.":"57.93"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.