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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 SegmentationA-847computer vision64Apr 28, 2026
Few-Shot Semantic SegmentationFSS-1000computer vision64Feb 26, 2026
Semantic SegmentationVOCcomputer vision64Jun 15, 2026
Semantic SegmentationScanNet (test)computer visionSemantic Segmentation on ScanNet (test) performance trend64Mar 10, 2026
Semantic SegmentationVaihingen (test)computer vision64May 12, 2026
Open-Vocabulary Semantic SegmentationADE-847computer vision63Apr 15, 2026
Semantic SegmentationWaymo Open Dataset (val)computer visionSemantic Segmentation on Waymo Open Dataset (val) performance trend63Feb 26, 2026
Semantic SegmentationPASCAL Contextcomputer vision62Jun 16, 2026
Semantic SegmentationCitycomputer vision61May 20, 2026
Semantic SegmentationWHU dataset (test)computer vision61Mar 4, 2026
3D Semantic SegmentationReplica3d vision geometry61Jul 1, 2026
Semantic SegmentationPASCAL-5i (fold0-3)computer vision61Feb 26, 2026
Semantic SegmentationPASCAL-Contextcomputer visionSemantic Segmentation on PASCAL-Context (mIoU) performance trend61Jun 16, 2026
Open-Vocabulary Semantic SegmentationCOCOStuff (val)computer vision60Feb 26, 2026
Semantic SegmentationKvasir-SEG (test)computer vision60May 8, 2026
Semantic SegmentationPASCAL Context P-459 (val)computer visionSemantic Segmentation on PASCAL Context P-459 (val) performance trend60Feb 27, 2026
Semantic SegmentationCityscapes trained on SYNTHIA (val)computer vision60Feb 26, 2026
Semantic SegmentationScanNet V2computer vision60Jun 11, 2026
Semantic SegmentationGlaScomputer vision59Mar 11, 2026
Semantic SegmentationScanNetcomputer vision59Feb 27, 2026
Semantic SegmentationISIC (test)computer vision59Feb 26, 2026
Few-shot Semantic SegmentationFSS-1000 (test)computer vision58Feb 26, 2026
Semantic SegmentationDark Zurich (test)computer visionSemantic Segmentation on Dark Zurich (test) performance trend58Feb 26, 2026
Semantic SegmentationUAVid (test)computer vision58Apr 30, 2026
3D Semantic SegmentationScanNet3d vision geometry57Jun 15, 2026