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Benchmarks

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

309,131 benchmarksPage 1416 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Aspect Extraction and Sentiment Classification (AESC)14lap (test)nlp22Feb 26, 2026
Domain AdaptationDomainNet targetcomputer visionnlp+122Feb 26, 2026
Semantic SegmentationPascal-VOC 2012 (Overlap)computer vision22Feb 26, 2026
Point Cloud RegistrationKITTI odometry3d vision geometry22Feb 26, 2026
Node ClassificationMS Academicgraph22Feb 26, 2026
Image ClassificationImageNet ILSVRC 10% labeled examples 2012computer vision22Feb 26, 2026
Image ClassificationCIFAR10 100 clients (test)computer vision22Feb 26, 2026
Audio recognitionVGG-Sound (test)speech audio22Feb 26, 2026
Vision-Language NavigationR4R (val seen)robotics embodied aimultimodal22Feb 26, 2026
top-n recommendationNetflix Prize Datasettabular time series22Feb 26, 2026
top-n recommendationMovieLens 20Mtabular time series22Feb 26, 2026
Multi-person 3D pose estimationCampus frames 350-470, 650-750 (test)3d vision geometrycomputer vision22Apr 21, 2026
Video CaptioningTVC (val)multimodal22Feb 27, 2026
Image ClassificationSVHN 1.0 (test)computer vision22Feb 26, 2026
Orientation EstimationKITTI Car class official (test)3d vision geometry22Feb 27, 2026
Fine-grained Entity TypingFIGER (test)nlp22Feb 26, 2026
Paraphrase IdentificationPAWS-X (test)nlp22Apr 28, 2026
Hateful Meme DetectionHateful Memes (val)multimodalnlp22Feb 26, 2026
Node ClassificationCiteseer (60 20 20 random split)graph22Feb 26, 2026
Neural Architecture SearchNAS-Bench-101 1.0 (test)miscellaneous22Feb 26, 2026
Passage retrievalSQuAD (test)retrieval search rag22Feb 26, 2026
Scene Graph GenerationVG150computer vision22Apr 27, 2026
RGB saliency detectionDUTScomputer vision22Feb 26, 2026
Speaker verificationVoxCeleb 1 (verification)speech audio22Feb 26, 2026
Depth EstimationSun3D (test)3d vision geometry22Feb 26, 2026