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Benchmarks

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

309,131 benchmarksPage 21 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Video Instance SegmentationOVIS (val)computer visionVideo Instance Segmentation on OVIS (val) performance trend317Jun 19, 2026
Image Super-resolutionUrban100 x4 (test)computer visionImage Super-resolution on Urban100 x4 (test) performance trend316Jun 19, 2026
Image ClassificationCUB-200-2011 (test)computer visionImage Classification on CUB-200-2011 (test) performance trend316Jun 30, 2026
Image ClassificationDTD (test)computer visionImage Classification on DTD (test) performance trend316May 25, 2026
3D Human Pose EstimationHuman3.6M (Protocol 2)3d vision geometrycomputer vision3D Human Pose Estimation on Human3.6M (Protocol 2) performance trend315Feb 27, 2026
Time Series ForecastingETTh2 (test)tabular time seriesTime Series Forecasting on ETTh2 (test) performance trend314Jul 3, 2026
Fine-grained Visual ClassificationFGVC-Aircraft (test)computer visionFine-grained Visual Classification on FGVC-Aircraft (test) performance trend312Mar 18, 2026
Text-to-Image RetrievalMSCOCO 5K (test)multimodalretrieval search ragText-to-Image Retrieval on MSCOCO 5K (test) performance trend312Apr 21, 2026
Image Quality AssessmentSPAQcomputer visionImage Quality Assessment on SPAQ performance trend311Jul 1, 2026
Text ClassificationTRECnlp311Jun 11, 2026
Graph ClassificationDDgraphGraph Classification on DD performance trend309Jun 26, 2026
Hallucination EvaluationMMHal-Benchllm chat instructionnlpHallucination Evaluation on MMHal-Bench performance trend309Jun 30, 2026
Streaming Video UnderstandingStreamingBenchcomputer vision308Jul 7, 2026
Change DetectionLEVIR-CDcomputer vision308Jul 7, 2026
Language UnderstandingMMLUnlp307Jun 29, 2026
Natural Language Visual ReasoningNLVR2 (dev)multimodalnlp+1Natural Language Visual Reasoning on NLVR2 (dev) performance trend307Mar 18, 2026
3D Point Cloud ClassificationModelNet40 (test)3d vision geometry3D Point Cloud Classification on ModelNet40 (test) performance trend307Jun 18, 2026
Generalized Zero-Shot LearningCUBcomputer visionnlpGeneralized Zero-Shot Learning on CUB performance trend307Mar 24, 2026
Camouflaged Object DetectionCOD10K (test)computer visionCamouflaged Object Detection on COD10K (test) performance trend306Jun 4, 2026
Semantic SegmentationCityscapes (val)computer visionSemantic Segmentation on Cityscapes (val) (mIoU) performance trend306Jun 15, 2026
Document ClassificationRVL-CDIP (test)nlpDocument Classification on RVL-CDIP (test) performance trend306Feb 26, 2026
Sentiment AnalysisIMDB (test)nlpSentiment Analysis on IMDB (test) performance trend306May 19, 2026
Referring Expression SegmentationRefCOCO+ (testA)computer visionmultimodalReferring Expression Segmentation on RefCOCO+ (testA) performance trend305Jul 7, 2026
Visual Place RecognitionMSLS (val)computer visionVisual Place Recognition on MSLS (val) performance trend305Jun 2, 2026
Zero-shot ReasoningReasoning Suite Zero-shot (PIQA, HellaSwag, WinoGrande, ARC-e, ARC-c) (val test)llm chat instructionnlp305Jun 15, 2026