# Medical Image Segmentation on Hecktor 2022 Source: [Medical Image Segmentation on Hecktor 2022]() Collection index: [llms.txt]() Data updated: 2026-06-23T11:34:50.185Z Evaluation of Medical Image Segmentation performance on the Hecktor 2022 dataset, reporting ThrG and ThrC metrics. 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) | Hecktor 2022 | | Metric | ThrG | | 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](): Higher is better; unit: SCALAR. - [ThrC](): Higher is better; unit: SCALAR. ## Recorded results | Method | ThrG | Result date | Report paper | | --- | --- | --- | --- | | VeloxSeg | 319.8 | Not recorded | 68fa7bab1e209131cea89c54 | | SegFormer-3D | 305.01 | Not recorded | 68fa7bab1e209131cea89c54 | | U-KAN | 159.92 | Not recorded | 68fa7bab1e209131cea89c54 | | Slim UNETR | 151.85 | Not recorded | 68fa7bab1e209131cea89c54 | | UNETR++ | 138.39 | Not recorded | 68fa7bab1e209131cea89c54 | | UNETR | 105.78 | Not recorded | 68fa7bab1e209131cea89c54 | | H-DenseFormer | 102.8 | Not recorded | 68fa7bab1e209131cea89c54 | | UNet | 85.6 | Not recorded | 68fa7bab1e209131cea89c54 | | Nestedformer | 79.05 | Not recorded | 68fa7bab1e209131cea89c54 | | U-RWKV | 73.98 | Not recorded | 68fa7bab1e209131cea89c54 | | VNet | 49.82 | Not recorded | 68fa7bab1e209131cea89c54 | | SuperLightNet | 47.36 | Not recorded | 68fa7bab1e209131cea89c54 | | HCMA-UNet | 46.48 | Not recorded | 68fa7bab1e209131cea89c54 | | A2FSeg | 40.6 | Not recorded | 68fa7bab1e209131cea89c54 | | VSmTrans | 34.13 | Not recorded | 68fa7bab1e209131cea89c54 | | Swin UNETR | 28.58 | Not recorded | 68fa7bab1e209131cea89c54 | | MedNeXt-S | 23.2 | Not recorded | 68fa7bab1e209131cea89c54 | ### VeloxSeg ThrG: 319.8. Result ID: 6a3a6f41fbc373592c37f010. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"1.66","GF.":"2.13"}. This record does not assert independent reproduction. ### SegFormer-3D ThrG: 305.01. Result ID: 6a3a6f41fbc373592c37f00b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"4.50","GF.":"6.06"}. This record does not assert independent reproduction. ### U-KAN ThrG: 159.92. Result ID: 6a3a6f41fbc373592c37f007. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-KAN","MP.":"7.06","GF.":"27.13"}. This record does not assert independent reproduction. ### Slim UNETR ThrG: 151.85. Result ID: 6a3a6f41fbc373592c37f00c. [Reporting paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"1.77","GF.":"4.53"}. This record does not assert independent reproduction. ### UNETR++ ThrG: 138.39. Result ID: 6a3a6f41fbc373592c37f006. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"19.97","GF.":"68.66"}. This record does not assert independent reproduction. ### UNETR ThrG: 105.78. Result ID: 6a3a6f41fbc373592c37f003. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"95.76","GF.":"99.09"}. This record does not assert independent reproduction. ### H-DenseFormer ThrG: 102.8. Result ID: 6a3a6f41fbc373592c37f00a. [Reporting paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"3.64","GF.":"85.23"}. This record does not assert independent reproduction. ### UNet ThrG: 85.6. Result ID: 6a3a6f41fbc373592c37f000. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN","MP.":"5.75","GF.":"161.84"}. This record does not assert independent reproduction. ### Nestedformer ThrG: 79.05. Result ID: 6a3a6f41fbc373592c37f008. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"4.71","GF.":"69.48"}. This record does not assert independent reproduction. ### U-RWKV ThrG: 73.98. Result ID: 6a3a6f41fbc373592c37f00f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN-RWKV","MP.":"1.44","GF.":"24.51"}. This record does not assert independent reproduction. ### VNet ThrG: 49.82. Result ID: 6a3a6f41fbc373592c37f001. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN","MP.":"45.60","GF.":"381.89"}. This record does not assert independent reproduction. ### SuperLightNet ThrG: 47.36. Result ID: 6a3a6f41fbc373592c37f00d. [Reporting paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"2.75","GF.":"23.01"}. This record does not assert independent reproduction. ### HCMA-UNet ThrG: 46.48. Result ID: 6a3a6f41fbc373592c37f00e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-Mamba","MP.":"2.81","GF.":"31.00"}. This record does not assert independent reproduction. ### A2FSeg ThrG: 40.6. Result ID: 6a3a6f41fbc373592c37f009. [Reporting paper]() Recorded evaluation configuration: {"Type":"CNN","MP.":"41.32","GF.":"246.48"}. This record does not assert independent reproduction. ### VSmTrans ThrG: 34.13. Result ID: 6a3a6f41fbc373592c37f005. [Reporting paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"3.12","GF.":"28.79"}. This record does not assert independent reproduction. ### Swin UNETR ThrG: 28.58. Result ID: 6a3a6f41fbc373592c37f004. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"CNN-Transformer","MP.":"15.51","GF.":"100.66"}. This record does not assert independent reproduction. ### MedNeXt-S ThrG: 23.2. Result ID: 6a3a6f41fbc373592c37f002. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Type":"CNN","MP.":"5.54","GF.":"68.54"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.