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Benchmarks for “semantic segmentation”

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

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TaskDatasetDomainTrendResultsLast update
Semantic SegmentationLIP (test)computer vision9Feb 26, 2026
Semantic SegmentationOxford RobotCar (test)computer vision9Feb 26, 2026
Semantic SegmentationSemantic3D full (test)computer vision9Feb 26, 2026
Semantic SegmentationSift Flowcomputer vision9Feb 26, 2026
Semantic SegmentationPascal VOC 2011 (test)computer vision9Feb 26, 2026
Semantic SegmentationVOC 2011 (test)computer vision9Feb 26, 2026
Multimodal Semantic SegmentationMcubesmultimodalcomputer vision9Feb 26, 2026
Semantic SegmentationPST900 (val)computer vision9Feb 26, 2026
Semantic SegmentationNWPU Traffic (test)computer vision8Jul 7, 2026
Semantic SegmentationNWPU Trafficcomputer vision8Jul 7, 2026
Semantic SegmentationMVSeg Sequential (INO, KAIST, RGBT234) 15computer vision8Jul 7, 2026
2D BEV Semantic SegmentationSemantic-OPV2Vcomputer vision8Jul 3, 2026
Semantic SegmentationScanNet200 43 (test)computer vision8Jul 2, 2026
Semantic SegmentationCityscapes 13 (val)computer vision8Jul 2, 2026
Semantic SegmentationDFC Summer to Spring, Autumn, Winter 2020computer vision8Jun 30, 2026
Semantic SegmentationDFC Spring to Summer, Autumn, Winter 2020computer vision8Jun 30, 2026
3D Semantic SegmentationLERF-OVS3d vision geometry8Jun 30, 2026
3D Semantic SegmentationSemanticKITTI3d vision geometry8Jun 19, 2026
Semantic SegmentationUAV-HSI-Cropcomputer vision8Jun 17, 2026
Semantic SegmentationRTA datasetcomputer vision8May 26, 2026
Semantic SegmentationCCRcomputer vision8May 26, 2026
Semantic SegmentationMFNetcomputer vision8May 26, 2026
Semantic SegmentationCityscapescomputer vision8May 20, 2026
Semantic SegmentationCityscapes sequencecomputer vision8May 19, 2026
Semantic SegmentationCityscapes (trainextra)computer vision8May 19, 2026