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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 SegmentationSA-Co Goldcomputer vision6Apr 23, 2026
Semantic SegmentationSHIFTcomputer vision6Apr 21, 2026
Semantic SegmentationPUBSEGcomputer vision6Apr 20, 2026
Semantic SegmentationPrivate fetal ultrasound datasetcomputer vision6Apr 20, 2026
Semantic SegmentationDL3DV-10Kcomputer vision6Apr 14, 2026
Object Semantic SegmentationAnimals category 100 images generated from Stable Diffusion v1.4 (test)computer vision6Apr 8, 2026
Semantic SegmentationPIXray (test)computer vision6Apr 7, 2026
Semantic SegmentationPIDray (test)computer vision6Apr 7, 2026
Annotation-free closed-set semantic segmentationSemanticKITTI (val)computer vision6Apr 3, 2026
Unsupervised Semantic SegmentationADE20Kcomputer vision6Apr 2, 2026
Unsupervised Semantic SegmentationCOCO-Stuffcomputer vision6Apr 2, 2026
Unsupervised Semantic SegmentationCOCO Objectcomputer vision6Apr 2, 2026
Hyperspectral Semantic SegmentationH-City C: 128 Original (test)computer vision6Mar 30, 2026
Semantic SegmentationTRACASA-PNA20 (test)computer vision6Mar 25, 2026
Semantic SegmentationM3ED Quadrupedcomputer vision6Mar 24, 2026
Semantic SegmentationM3ED (Drone)computer vision6Mar 24, 2026
Semantic SegmentationSHF-DSECcomputer vision6Mar 24, 2026
Semantic SegmentationSegFly-RGB Pseudo-label (test)computer vision6Mar 19, 2026
Semantic SegmentationSegFly-RGB Manual GT (test)computer vision6Mar 19, 2026
Open-Vocabulary Semantic SegmentationMM-OVSeg Evaluation Suite Combinedcomputer vision6Mar 19, 2026
Open-Vocabulary Semantic SegmentationDDHR-SK to DDHR-CHcomputer vision6Mar 19, 2026
Open-Vocabulary Semantic SegmentationPIE-RGB-SAR cleancomputer vision6Mar 19, 2026
Open-Vocabulary Semantic SegmentationOpenEarthMap-SAR OEM-thincomputer vision6Mar 19, 2026
Open-Vocabulary Semantic SegmentationOpenEarthMap-SAR thickcomputer vision6Mar 19, 2026
Open-Vocabulary Semantic SegmentationDDHR-SKcomputer vision6Mar 19, 2026