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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 2072 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Partial Label LearningCIFAR-10tabular time series17Mar 4, 2026
Image WatermarkingDiffusionDBimage generation editingcomputer vision17Feb 26, 2026
OOD DetectionOpenOOD CIFAR100 as ID v1.5 (test)computer visiontabular time series17May 15, 2026
Semi-supervised Video Object SegmentationYTVOS 2019 (val)computer vision17May 19, 2026
Semi-supervised Video Object SegmentationDAVIS 17 (test-dev)computer vision17Feb 26, 2026
Multi-channel Image ClassificationSo2Sat Full channels (test)computer vision17Mar 17, 2026
Image RestorationDIV2K (val)computer vision17Feb 26, 2026
Long-tailed Image ClassificationiNat (val test)computer vision17Feb 26, 2026
Generalized Category DiscoverySemantic Shift Benchmark (SSB)computer vision17Feb 26, 2026
Action RecognitionKinetics standard (meta-test)computer vision17Feb 26, 2026
Sub-activity ClassificationMOMA Sub-activities (meta-test)computer vision17Feb 26, 2026
Emotion RecognitionCREMA-D 6-classspeech audiocomputer vision+117Feb 26, 2026
Part SegmentationPACO-Partcomputer vision17Mar 31, 2026
Automated Audio CaptioningAudioCaps (evaluation)speech audionlp17Jul 7, 2026
Long Video Question AnsweringEgoSchema (full set)multimodalcomputer vision17Feb 26, 2026
Card GamesPoint24agents tool use17Feb 26, 2026
Offline Model-Based OptimizationD'Kittymiscellaneous17Feb 26, 2026
Offline Model-Based OptimizationChEMBLmiscellaneous17Feb 26, 2026
Offline Model-Based OptimizationUTRmiscellaneous17Feb 26, 2026
Offline Model-Based OptimizationGFPmiscellaneous17Feb 26, 2026
Offline Model-Based OptimizationTF-Bind-8miscellaneous17Feb 26, 2026
Seq2Seq generationQQPnlp17Feb 26, 2026
Backdoor DefenseCIFAR-10 LC DenseNet-161 (test)adversarial safety security17Feb 26, 2026
Backdoor DefenseCIFAR-10 SSBA DenseNet-161 (test)adversarial safety security17Feb 26, 2026
Backdoor DefenseCIFAR-10 LC v1 (test)adversarial safety security17Feb 26, 2026