# Semantic Segmentation on GF-5 Wuhan Source: [Semantic Segmentation on GF-5 Wuhan]() Collection index: [llms.txt]() Data updated: 2026-05-21T12:35:26.235Z Evaluation of Semantic Segmentation performance on the GF-5 Wuhan dataset, typically measured using mIoU. 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 | Semantic Segmentation | | Dataset (including any stated split) | GF-5 Wuhan | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [mIoU](): Higher is better; unit: PERCENT. ## Recorded results | Method | mIoU | Result date | Report paper | | --- | --- | --- | --- | | Panopticon | 44.1 | Not recorded | 6a0e91b5f984739ed6738c82 | | Spec. ViT-L | 43.9 | Not recorded | 6a0e91b5f984739ed6738c82 | | Spec. ViT-B | 43.8 | Not recorded | 6a0e91b5f984739ed6738c82 | | SpectralEarth-FM-a | 43.2 | Not recorded | 6a0e91b5f984739ed6738c82 | | SpectralEarth-FM-s | 42.9 | Not recorded | 6a0e91b5f984739ed6738c82 | | DOFA-B | 41.9 | Not recorded | 6a0e91b5f984739ed6738c82 | | DOFA-L | 41.5 | Not recorded | 6a0e91b5f984739ed6738c82 | | CARL | 40.4 | Not recorded | 6a0e91b5f984739ed6738c82 | | HyperSIGMA-B | 40.4 | Not recorded | 6a0e91b5f984739ed6738c82 | | HyperSIGMA-L | 40.3 | Not recorded | 6a0e91b5f984739ed6738c82 | | SpecAware | 36.1 | Not recorded | 6a0e91b5f984739ed6738c82 | ### Panopticon mIoU: 44.1. Result ID: 6a0efb45fbc373592c078969. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"frozen encoder","Segmentation head type":"SegFormer-style"}. This record does not assert independent reproduction. ### Spec. ViT-L mIoU: 43.9. Result ID: 6a0efb45fbc373592c07896c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model scale":"Large","Evaluation protocol":"frozen encoder","Segmentation head type":"SegFormer-style"}. This record does not assert independent reproduction. ### Spec. ViT-B mIoU: 43.8. Result ID: 6a0efb45fbc373592c07896b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model scale":"Base","Evaluation protocol":"frozen encoder","Segmentation head type":"SegFormer-style"}. This record does not assert independent reproduction. ### SpectralEarth-FM-a mIoU: 43.2. Result ID: 6a0efb45fbc373592c07896e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sensor branch routing":"multi-branch","Evaluation protocol":"frozen encoder","Segmentation head type":"SegFormer-style"}. This record does not assert independent reproduction. ### SpectralEarth-FM-s mIoU: 42.9. Result ID: 6a0efb45fbc373592c07896d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sensor branch routing":"single-branch","Evaluation protocol":"frozen encoder","Segmentation head type":"SegFormer-style"}. This record does not assert independent reproduction. ### DOFA-B mIoU: 41.9. Result ID: 6a0efb45fbc373592c078965. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model scale":"Base","Evaluation protocol":"frozen encoder","Segmentation head type":"SegFormer-style"}. This record does not assert independent reproduction. ### DOFA-L mIoU: 41.5. Result ID: 6a0efb45fbc373592c078966. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model scale":"Large","Evaluation protocol":"frozen encoder","Segmentation head type":"SegFormer-style"}. This record does not assert independent reproduction. ### CARL mIoU: 40.4. Result ID: 6a0efb45fbc373592c078964. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"frozen encoder","Segmentation head type":"SegFormer-style"}. This record does not assert independent reproduction. ### HyperSIGMA-B mIoU: 40.4. Result ID: 6a0efb45fbc373592c078967. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model scale":"Base","Evaluation protocol":"frozen encoder","Segmentation head type":"SegFormer-style"}. This record does not assert independent reproduction. ### HyperSIGMA-L mIoU: 40.3. Result ID: 6a0efb45fbc373592c078968. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model scale":"Large","Evaluation protocol":"frozen encoder","Segmentation head type":"SegFormer-style"}. This record does not assert independent reproduction. ### SpecAware mIoU: 36.1. Result ID: 6a0efb45fbc373592c07896a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"frozen encoder","Segmentation head type":"SegFormer-style"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.