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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 SegmentationPotsdam&Vaihingen Cross Spectral Bandcomputer vision16Mar 17, 2026
Semantic SegmentationLoveDA Cross-Stylecomputer vision16Mar 17, 2026
Semantic SegmentationFLAIR Cross-Regionalcomputer vision16Mar 17, 2026
Semantic SegmentationFive-Billion-Pixels (Cross-Regional)computer vision16Mar 17, 2026
Semantic SegmentationFive-Billion-Pixels Cross-sensorcomputer vision16Mar 17, 2026
LiDAR Semantic SegmentationSemanticSTF ([C])computer vision3d vision geometry16Mar 4, 2026
Semantic SegmentationDv-58 Synthetic-to-Real (test)computer vision16Feb 26, 2026
Semantic SegmentationDv-19 Synthetic-to-Real (test)computer vision16Feb 26, 2026
2D semantic segmentationnuImages (full)computer vision16Feb 26, 2026
2D semantic segmentationnuScenes (night)computer vision16Feb 26, 2026
2D semantic segmentationnuScenes day-raincomputer vision16Feb 26, 2026
2D semantic segmentationnuScenes day-clearcomputer vision16Feb 26, 2026
2D semantic segmentationnuScenes (full)computer vision16Feb 26, 2026
Semantic SegmentationCityscapescomputer vision16Feb 26, 2026
Semantic SegmentationTROSDcomputer vision16Feb 26, 2026
Semantic SegmentationTaskonomy tiny (test)computer vision16Feb 27, 2026
Open-vocabulary Semantic SegmentationScanNet v2 (test)computer vision16Feb 26, 2026
Semantic SegmentationGID-15computer vision16Feb 26, 2026
Semantic SegmentationLQDS (test)computer vision16Feb 26, 2026
Semantic SegmentationLQDS (test)computer vision16Feb 26, 2026
Semantic SegmentationURURcomputer vision16Feb 26, 2026
Temporal Semantic SegmentationPASTIS R (test)computer vision16Feb 26, 2026
Semantic SegmentationPASCAL VOC 2012 V21 (val)computer vision16Feb 26, 2026
Semantic Segmentationrelabeled PASCAL VOC 2012 (test)computer vision16Feb 26, 2026
Semantic Segmentation8 Dataset Aggregate (VOC, Context, Object, VOC20, Context59, Stuff, City, ADE)computer vision16Feb 26, 2026