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Benchmarks

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

309,131 benchmarksPage 1332 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Node ClassificationDeezer Europe (50% 25% 25% random)graph23Feb 26, 2026
Action RecognitionNTU-RGB+D 120 1.0 (cross-subject (XSub))computer vision23Feb 26, 2026
Image EnhancementMIT-Adobe FiveK (Expert C)computer vision23Feb 26, 2026
Anomaly SegmentationRoad Anomalycomputer visionbio medical23Jul 7, 2026
Question AnsweringWeb Questionsnlp23Jun 15, 2026
Point Cloud GenerationShapeNet Chair3d vision geometry23Feb 26, 2026
Fine-grained classificationFGVCAircraft Base-to-Newcomputer vision23Feb 26, 2026
Hand ManipulationAdroit door-clonedrobotics embodied ai23Mar 17, 2026
Action RecognitionEgo4D v1 (test)computer vision23Feb 26, 2026
Scene Text DetectionCTW1500 (test)computer vision23Feb 26, 2026
Speech EnhancementDNS (test)speech audio23Feb 26, 2026
Action RecognitionKinetics 400/600 (val)computer vision23Feb 26, 2026
Action RecognitionUCF-101 1.0 (test)computer vision23Feb 26, 2026
5-way 3-shot Image ClassificationMiniImageNet 33.3% symmetric label swap noise 54 (test)computer vision23Feb 26, 2026
5-way 3-shot Image ClassificationMiniImageNet 0% noise 54 (test)computer vision23Feb 26, 2026
Natural Language QueriesEgo4D NLQ (val)retrieval search ragnlp23Feb 26, 2026
Continual Image ClassificationImageNet-100 10 stepscomputer vision23Feb 26, 2026
Video RetrievalSVDcomputer vision23Feb 26, 2026
Multi-contrast MRI Synthesis (T2, PD -> T1)IXI (test)bio medicalimage generation editing23Feb 26, 2026
Audio ClassificationUrbanSound8K (official 10 fold split)speech audio23Jun 17, 2026
Action SpottingSoccerNet v2 (test)computer vision23Feb 26, 2026
Fine-grained Image ClassificationCars 1.0 (val)computer vision23Feb 26, 2026
Question AnsweringMRQA Average across 6 domainsnlp23Mar 12, 2026
Question AnsweringDROP MRQA out-of-domain evaluationnlp23Mar 12, 2026
Question AnsweringDuoRC MRQA out-of-domain evaluationnlp23Mar 12, 2026