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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 SegmentationMAMA MIA n=1130 (Roll-Out)computer vision5Feb 26, 2026
Semantic SegmentationTooth Fairy 2 n=360 (Roll-Out)computer vision5Feb 26, 2026
Semantic SegmentationWORD (n=90) (Roll-Out)computer vision5Feb 26, 2026
Semantic SegmentationLiTS (n=99) (Roll-Out)computer vision5Feb 26, 2026
Semantic SegmentationIndustrial3D (test)computer vision5Feb 26, 2026
Semantic SegmentationAdverse Conditions Dataset for Cityscapes Snowcomputer vision5Feb 26, 2026
Semantic SegmentationDELIVER R-D-E-L (test)computer vision5Feb 26, 2026
Semantic SegmentationDELIVER R-D-E (test)computer vision5Feb 26, 2026
Semantic SegmentationDELIVER R-D (test)computer vision5Feb 26, 2026
Semantic SegmentationDELIVER RGB (test)computer vision5Feb 26, 2026
Semantic SegmentationADE20K 150 standard (val)computer vision5Feb 26, 2026
Semantic SegmentationDeLiVER (val)computer vision5Feb 26, 2026
Semantic SegmentationACDCcomputer vision5Feb 26, 2026
Semantic SegmentationSynapse multi-organ CTcomputer vision5Feb 26, 2026
Semantic SegmentationStructured3D sphere rank 7 256x512 (test)computer vision5Feb 26, 2026
Unsupervised Semantic SegmentationSUIM Dataset (val)computer vision5Feb 26, 2026
Semantic SegmentationCityscapes Average across 18 Centers OODcomputer vision5Feb 26, 2026
Semantic SegmentationCAMVID C4 OODcomputer vision5Feb 26, 2026
Semantic SegmentationCAMVID C3 OODcomputer vision5Feb 26, 2026
Semantic SegmentationCAMVID (C2 OOD)computer vision5Feb 26, 2026
Semantic SegmentationCAMVID C1 OODcomputer vision5Feb 26, 2026
Semantic SegmentationEfficiency benchmark NVIDIA 3090 GPUcomputer vision5Feb 26, 2026
Semantic SegmentationCheXlocalize (test)computer vision5Feb 26, 2026
Semantic SegmentationCAMUS (test)computer vision5Feb 26, 2026
Semantic SegmentationDFU (test)computer vision5Feb 26, 2026