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Benchmarks

Compare state-of-the-art methods across the tasks and datasets used to measure AI progress.

309,131 benchmarksPage 982 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Semantic SegmentationPascal-5icomputer vision28Feb 26, 2026
Multi-label Few-Shot LearningFewAsp single (test)nlpcomputer vision28Feb 26, 2026
Multi-label Few-Shot LearningFewAsp multi 1.0 (test)nlpcomputer vision28Feb 26, 2026
Few-shot Image Classificationmini-Cars (test)computer vision28Feb 26, 2026
Chinese Spelling CheckSIGHAN14 (test)nlp28Feb 26, 2026
Out-of-distribution DetectionLSUN (Out-of-distribution) vs CIFAR-10 (In-distribution)computer visiontabular time series28Feb 26, 2026
Scene Flow EstimationKITTI (test)3d vision geometry28Feb 26, 2026
Action RecognitionNTU-120 1.0 (Cross-Subject 1 (CS1))computer vision28Feb 26, 2026
Link Predictionogbl-wikikg2 v1 (test)graph28Feb 26, 2026
Video RecognitionFCVID (test)computer vision28Feb 26, 2026
Aspect-based Sentiment ClassificationRest SemEval-2016 (test)nlp28Apr 16, 2026
Depth Map Super-ResolutionNYU v2 (test)3d vision geometrycomputer vision28Feb 26, 2026
2D Depth Estimation7-Scenes3d vision geometry28May 15, 2026
Image-text retrievalMSCOCO (test)multimodalretrieval search rag28Mar 27, 2026
Facial Expression RecognitionAffectNet (test)computer vision28Feb 26, 2026
Logical ReasoningReClor Easy (test)nlp28Feb 26, 2026
Knowledge Base Question AnsweringMetaQA 1hopnlpretrieval search rag28Feb 26, 2026
RST ParsingRST-DT original Parseval (test)nlp28Feb 26, 2026
Action RecognitionBreakfastcomputer vision28Feb 26, 2026
Video Action RecognitionUCF101 5-way 5-shotcomputer vision28Feb 26, 2026
Video Action RecognitionHMDB51 5-way 5-shotcomputer vision28Feb 26, 2026
One-class classificationCIFAR-10computer visiontabular time series28Feb 26, 2026
Pose EstimationCOCO (test)computer vision28Feb 26, 2026
DisentanglementShapes3D (test)computer visionbio medical+128Apr 21, 2026
Page-level retrievalKILT (test)retrieval search rag28Feb 27, 2026