# Semantic Segmentation on LoveDA RGB-Only Source: [Semantic Segmentation on LoveDA RGB-Only]() Collection index: [llms.txt]() Data updated: 2026-03-31T09:43:49.983Z Evaluation of Semantic Segmentation performance specifically on the RGB-Only configuration of the LoveDA dataset, typically measured using Mean Intersection over Union (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) | LoveDA RGB-Only | | Metric | mIoU | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 | | --- | --- | --- | --- | | SkySense-O+PriorSeg | 39.72 | Not recorded | 69cb555c0636e5bf4afca215 | | CAT-SEG+PriorSeg | 39.04 | Not recorded | 69cb555c0636e5bf4afca215 | | SegEarth-OV+PriorSeg | 38.37 | Not recorded | 69cb555c0636e5bf4afca215 | | SkySense-O | 38.3 | Not recorded | 69cb555c0636e5bf4afca215 | | CAT-SEG | 37.15 | Not recorded | 69cb555c0636e5bf4afca215 | | SegEarth-OV | 36.9 | Not recorded | 69cb555c0636e5bf4afca215 | | SegGPT+PriorSeg | 33.55 | Not recorded | 69cb555c0636e5bf4afca215 | | SegGPT | 31.4 | Not recorded | 69cb555c0636e5bf4afca215 | | SAN+PriorSeg | 30.51 | Not recorded | 69cb555c0636e5bf4afca215 | | DINOv+PriorSeg | 27.95 | Not recorded | 69cb555c0636e5bf4afca215 | | SAN | 27.83 | Not recorded | 69cb555c0636e5bf4afca215 | | DINOv | 25.17 | Not recorded | 69cb555c0636e5bf4afca215 | ### SkySense-O+PriorSeg mIoU: 39.72. Result ID: 69cb975047f34ce924b4458b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction. ### CAT-SEG+PriorSeg mIoU: 39.04. Result ID: 69cb975047f34ce924b44587. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction. ### SegEarth-OV+PriorSeg mIoU: 38.37. Result ID: 69cb975047f34ce924b44589. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction. ### SkySense-O mIoU: 38.3. Result ID: 69cb975047f34ce924b4458a. [Reporting paper]() Recorded evaluation configuration: {"Publication":"CVPR 2025","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### CAT-SEG mIoU: 37.15. Result ID: 69cb975047f34ce924b44586. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"CVPR 2024","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SegEarth-OV mIoU: 36.9. Result ID: 69cb975047f34ce924b44588. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"Arxiv 2024","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SegGPT+PriorSeg mIoU: 33.55. Result ID: 69cb975047f34ce924b44581. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction. ### SegGPT mIoU: 31.4. Result ID: 69cb975047f34ce924b44580. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"ICCV 2023","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### SAN+PriorSeg mIoU: 30.51. Result ID: 69cb975047f34ce924b44585. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction. ### DINOv+PriorSeg mIoU: 27.95. Result ID: 69cb975047f34ce924b44583. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation protocol":"Zero-shot","Module":"PriorSeg"}. This record does not assert independent reproduction. ### SAN mIoU: 27.83. Result ID: 69cb975047f34ce924b44584. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"CVPR 2023","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. ### DINOv mIoU: 25.17. Result ID: 69cb975047f34ce924b44582. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Publication":"CVPR 2023","Evaluation protocol":"Zero-shot"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.