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Benchmarks

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

309,131 benchmarksPage 1511 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Semantic SegmentationSYNTHIA source to CityScapes, BDD, and Mapillary targets 16 shared categories (val)computer vision21Feb 26, 2026
Image ClassificationCIFAR-100 semantic noise (test)computer vision21Feb 26, 2026
Image ClassificationImageNet 1k (val)computer vision21Feb 26, 2026
Fine-grained Image ClassificationOxfordPets (test)computer vision21Feb 26, 2026
3D Dense CaptioningScanRefer3d vision geometrycomputer vision+121Mar 31, 2026
Scene Text Visual Question AnsweringST-VQA (test)multimodalcomputer vision+121Feb 26, 2026
Hand ManipulationAdroit door-expertrobotics embodied ai21Feb 26, 2026
Normal EstimationSceneNN (test)3d vision geometry21Feb 26, 2026
Action RecognitionCharades-Ego first-person (test)computer vision21Feb 26, 2026
Image ClassificationPatching Task Suite Averagecomputer vision21Feb 26, 2026
Task-incremental LearningCIFAR10 (test)tabular time series21Feb 26, 2026
Question GenerationSQuADnlp21Feb 26, 2026
Depth EstimationTaskonomy (test)3d vision geometry21Feb 26, 2026
Point-of-no-return temporal localizationEgo4D v1 (test)computer vision21Feb 26, 2026
Multimodal Named Entity RecognitionTwitter-15 (test)multimodalnlp21Feb 26, 2026
Long-tailed Image ClassificationImageNet-LT 1.0 (test)computer vision21Feb 26, 2026
Long-tailed Image RecognitionCIFAR100 LT IF 100 (test)computer vision21Feb 26, 2026
Predicate ClassificationVG-1800 (test)computer visionnlp21Feb 26, 2026
Image ClassificationCIFAR-100-LT (Imbalance 20)computer vision21Feb 26, 2026
Image ClassificationCIFAR-100-LT Imbalance 200computer vision21Feb 26, 2026
Natural Language QueriesEgo4D NLQ (test)retrieval search ragnlp21Feb 26, 2026
Image ClassificationStylized-ImageNet (test)computer vision21Jul 7, 2026
Continual Image ClassificationImageNet-1000 10 stepscomputer vision21Feb 26, 2026
Super-ResolutionSun80 (test)computer vision21Feb 26, 2026
Object CountingFSCD-LVIS (test)computer vision21Feb 27, 2026