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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 1487 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Image ClassificationSUN397computer vision21Apr 23, 2026
Semantic SegmentationPASCAL VOC PAS-20 foreground categories (val)computer vision21Feb 26, 2026
Image ClassificationPatterncomputer vision21Feb 26, 2026
Image Classification12 Downstream Datasets Fine-grained, Natural, Specialized (test)computer vision21Feb 26, 2026
Long-video understandingVNBenchcomputer vision21Feb 26, 2026
Visual Question AnsweringCameraBenchmultimodalcomputer vision+121Mar 20, 2026
Text-based Visual Question AnsweringTextVQAmultimodalcomputer vision+121May 27, 2026
Adversarial Prompt AttackParachute conceptadversarial safety security21Feb 26, 2026
Adversarial Prompt AttackChurch conceptadversarial safety security21Feb 26, 2026
Adversarial Prompt AttackVan Gogh conceptadversarial safety security21Feb 26, 2026
Adversarial Prompt AttackNudity conceptadversarial safety security21Feb 26, 2026
Multimodal Large Language Model Inference EfficiencyLLaVA 13B 1.5 (test)multimodalllm chat instruction21Feb 26, 2026
Indoor Occupancy PredictionOcc-ScanNet (val)computer vision21May 19, 2026
Personalized Image GenerationPersonalized Image Generation datasetimage generation editing21Feb 26, 2026
Video GroundingActivityNet Captions 1.3 (test val)computer visionmultimodal21Feb 26, 2026
Image ClassificationCaltech256computer vision21Apr 14, 2026
Object DetectionPascal-5i 2010 (Novel Split 2)computer vision21Feb 27, 2026
Cardiac Image SegmentationM&MS (test)computer visionbio medical21Mar 27, 2026
Hyperspectral Anomaly DetectionPaviacomputer visionbio medical+121Feb 27, 2026
Out-of-Distribution DetectionCIFAR-100 In-Dist FarOOD Aggregatecomputer visiontabular time series21Mar 25, 2026
Object Presence RecognitionOPOPEcomputer vision21Feb 26, 2026
Class-incremental learningImageNet-R 20-splitcomputer visiontabular time series21Feb 26, 2026
Skeleton Action RecognitionPKU Part II (test)computer vision21Feb 26, 2026
Text-to-SpeechSeed-TTS-Eval zh (test)speech audio21May 26, 2026
Temporal GroundingActivityNet-MRcomputer visionnlp21May 27, 2026