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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 SegmentationPST900 (test)computer visionSemantic Segmentation on PST900 (test) performance trend80May 1, 2026
Open Vocabulary Semantic SegmentationADE20K A-150computer vision79May 12, 2026
Few-Shot Semantic SegmentationCOCO-20i (test)computer vision79Feb 26, 2026
Video Semantic SegmentationCityscapes-C (test)computer vision78Feb 26, 2026
Few-shot Semantic SegmentationCOCO-20i (val)computer vision78Feb 26, 2026
Semantic SegmentationCOCO-Stuff 164K (test)computer vision77May 25, 2026
Semantic SegmentationSUN-RGBD (test)computer visionSemantic Segmentation on SUN-RGBD (test) performance trend77Feb 26, 2026
Few-Shot Semantic SegmentationPASCAL-5^icomputer vision76Jul 1, 2026
Semantic SegmentationADE20K v1 (val)computer vision76Feb 26, 2026
Semantic SegmentationVOC 2012 (val)computer vision76Apr 15, 2026
3D Semantic SegmentationSemanticKITTI (val)3d vision geometry3D Semantic Segmentation on SemanticKITTI (val) performance trend75May 19, 2026
Semantic SegmentationPASCAL-5^i Fold-3computer vision75Feb 26, 2026
Semantic SegmentationPASCAL-5^i Fold-2computer vision75Feb 26, 2026
Semantic SegmentationPASCAL-5^i Fold-1computer vision75Feb 26, 2026
Semantic SegmentationPASCAL-5^i Fold-0computer vision75Feb 26, 2026
Semantic SegmentationPASCAL-Context 59 classes (test)computer visionSemantic Segmentation on PASCAL-Context 59 classes (test) performance trend75Feb 26, 2026
Semantic SegmentationSYNTHIA-to-Cityscapes 16 categories (val)computer vision74Feb 26, 2026
Semantic SegmentationCityscapes v1 (test)computer vision74Feb 26, 2026
Semantic SegmentationNYU V2computer visionSemantic Segmentation on NYU V2 performance trend74Feb 27, 2026
Semantic SegmentationPascal-5^icomputer vision73Feb 26, 2026
Semantic SegmentationSIFT Flow (test)computer visionSemantic Segmentation on SIFT Flow (test) performance trend73Feb 26, 2026
Open Vocabulary Semantic SegmentationADE20K without backgroundcomputer vision72Mar 25, 2026
Semantic SegmentationGTA to Cityscapescomputer vision72Feb 26, 2026
3D Semantic SegmentationScanNet v1 (test)3d vision geometry72Feb 26, 2026
Semantic SegmentationSemanticKITTI v1.0 (test)computer vision71Feb 26, 2026