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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 1475 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Anomaly DetectionPSMtabular time series21Feb 27, 2026
Anomaly DetectionSMAPtabular time series21Feb 27, 2026
Anomaly DetectionMSLtabular time series21Feb 27, 2026
Multimodal Abstractive SummarizationHow2 (test)multimodalnlp21May 13, 2026
Image ClassificationMNIST (test)computer vision21Feb 27, 2026
Depth PredictionNYU v23d vision geometry21Mar 10, 2026
Federated Semi-supervised LearningCIFAR100 alpha=1.0 (test)tabular time series21Feb 27, 2026
Time-series forecastingSolarWind block-wise test-time missingness (test)tabular time series21Feb 26, 2026
Calibration for Unsupervised Domain AdaptationCityscapes to ACDC Normal weather to adverse weather (test)computer visiontabular time series21Feb 26, 2026
Calibration for Unsupervised Domain AdaptationSYNTHIA to Cityscapes 16 classes (test)computer visiontabular time series21Feb 26, 2026
Calibration for Unsupervised Domain AdaptationGTAv to Cityscapes Source: Synthetic, Target: Real (test)computer visiontabular time series21Feb 26, 2026
Visual Question AnsweringnuScenes-QAmultimodalcomputer vision+121May 21, 2026
Multi-modal Question AnsweringMMStarmultimodalnlp+121Jun 4, 2026
Camouflaged Object SegmentationCOD10K 2016 (test)computer vision21Feb 26, 2026
Camouflaged Object SegmentationNC4K 4121 (test)computer vision21Feb 26, 2026
Robotic ManipulationRoboTwin Hard 2.0robotics embodied ai21Jul 7, 2026
Anomaly DetectionMVTec-ADtabular time series21Feb 26, 2026
Node ClassificationTwitch IDgraph21Feb 26, 2026
Node ClassificationCiteseer (OOD)graph21Feb 26, 2026
Node ClassificationCiteseer (ID)graph21Feb 26, 2026
Node ClassificationCora (OOD)graph21Feb 26, 2026
Machine UnlearningWMDPadversarial safety security21Apr 21, 2026
Few-Shot Class-Incremental LearningminiImageNet 5-way 5-shot (incremental)computer visiontabular time series21Feb 26, 2026
Few-Shot Class-Incremental LearningCUB-200computer visiontabular time series21Feb 26, 2026
Image ClassificationSVIRO (test)computer vision21Feb 26, 2026