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Research

Benchmarks

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

309,131 benchmarksPage 601 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Relation ExtractionDocRED official (dev)nlp38Feb 26, 2026
Capacitated Vehicle Routing ProblemCVRP N=20 10,000 instances (test)miscellaneous38May 21, 2026
Image ClassificationMNIST (test)computer vision38Feb 26, 2026
Saliency DetectionDUT-OMRON 29 (test)computer vision38Feb 26, 2026
Speaker VerificationCNCelebspeech audio38Jul 7, 2026
Offline Reinforcement LearningD4RL Walker2D Expertrobotics embodied ai38May 11, 2026
General Robust Image Task (GRIT) multi-task evaluationGRIT ablation set (same)computer visionmultimodal38Feb 26, 2026
Image ClassificationPC-MNIST (test)computer vision38Feb 26, 2026
Image ClassificationPC-MNIST (val)computer vision38Feb 26, 2026
Image GenerationImageNet 1K (train)image generation editing38Mar 9, 2026
Image HarmonizationiHarmony4 HCOCOimage generation editingcomputer vision38Feb 26, 2026
Depth PredictionKITTI original ground truth (test)3d vision geometry38Feb 26, 2026
Object DetectionPASCAL VOC 2007 (test)computer vision38Feb 27, 2026
No-Reference Image Quality AssessmentSPAQ (test)computer vision38Mar 25, 2026
Motion ForecastingArgoverse 1.0 (val)computer visionrobotics embodied ai38Mar 31, 2026
Point Cloud Quality AssessmentSJTU-PCQA3d vision geometry38Feb 26, 2026
Video predictionBAIR Robot Pushingvideo generation editing38Feb 26, 2026
Semantic SegmentationCityscapes (val)computer vision38Feb 26, 2026
Code SummarizationCodeSearchNet-Java (CSN) CodeXGLUE (test)code developer ainlp38Feb 26, 2026
Space-Time Video Super-ResolutionAdobe-Average (test)computer vision38Apr 21, 2026
LF Mislabeling IdentificationIMDbtabular time series38Feb 26, 2026
Few-shot Classificationtiered-ImageNetcomputer visionnlp+138Feb 26, 2026
Few-shot Action RecognitionSS Full meta v2 (test)computer vision38Feb 26, 2026
Audio-visual Zero-Shot ClassificationVGGSound GZSL (test)multimodalcomputer vision+138Feb 27, 2026
Test-time adaptation7 scenarios (ImageNet-C, ImageNet-V2, ImageNet-VID, LaSOT subset from TAO) (test)computer visiontabular time series38Feb 26, 2026