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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 SegmentationUAVid 8 semantic classes (val)computer vision12Feb 26, 2026
Semantic SegmentationSEG-4computer vision11Jul 3, 2026
Semantic SegmentationSEG-3computer vision11Jul 3, 2026
Semantic SegmentationSEG-2computer vision11Jul 3, 2026
Semantic SegmentationSEG-1computer vision11Jul 3, 2026
3D Semantic SegmentationScanNet40 (val)3d vision geometry11Jul 2, 2026
Weakly Supervised Semantic SegmentationBCSS-WSSScomputer vision11Jun 25, 2026
Scene Sketch Semantic SegmentationFrISScomputer vision11Jun 11, 2026
Scene Sketch Semantic SegmentationSFSDcomputer vision11Jun 11, 2026
Incremental Semantic SegmentationPascal VOC 10-5computer vision11Jun 4, 2026
Incremental Semantic SegmentationPascal VOC 10-2computer vision11Jun 4, 2026
Semantic SegmentationCityscapes-C Robustness benchmark (test)computer vision11Jun 2, 2026
Semantic SegmentationGTA5 to Cityscapes Sim-to-Real Transfer (Source Target Delta)computer vision11Jun 2, 2026
Semantic SegmentationCVC-ColonDBcomputer vision11Jun 2, 2026
Semantic SegmentationCVC-ClinicDBcomputer vision11Jun 2, 2026
Open-vocabulary semantic segmentationPascal Context 459computer vision11May 26, 2026
Semantic SegmentationADE20K (1 64)computer vision11Jul 7, 2026
Semantic SegmentationUrbanLF 1.0 (test)computer vision11May 22, 2026
Semantic SegmentationSpectralEarth Benchmarks Aggregatecomputer vision11May 21, 2026
Semantic SegmentationOxHyperMineralscomputer vision11May 21, 2026
Semantic SegmentationGF-5 Wuhancomputer vision11May 21, 2026
Semantic SegmentationEO-1 Hyperion CDLcomputer vision11May 21, 2026
Semantic SegmentationDESIS-CDLcomputer vision11May 21, 2026
Semantic SegmentationEnMAP TreeMapcomputer vision11May 21, 2026
Semantic SegmentationEnMAP NLCDcomputer vision11May 21, 2026