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Benchmarks

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

309,131 benchmarksPage 1613 of 12,366

Benchmarks

TaskDatasetDomainTrendResultsLast update
Open-vocabulary semantic segmentationVDDcomputer vision20Jun 23, 2026
Open-vocabulary semantic segmentationUDD5computer vision20Jun 23, 2026
Open-vocabulary semantic segmentationUAVidcomputer vision20Jun 23, 2026
Open-vocabulary semantic segmentationOEMcomputer vision20Jun 23, 2026
Multi-Graph Multi-Objective Traveling Salesman ProblemFLEX2 size 50graph20Feb 26, 2026
Point Cloud RegistrationModelNet40 PRNet generation manner with Gaussian noise (unseen categories)3d vision geometry20Feb 26, 2026
Few-shot classificationminiImageNet 5-shot (test)computer visionnlp+120Feb 26, 2026
Salient Object DetectionHKU-IS low-resolution (test)computer vision20Feb 26, 2026
Salient Object DetectionDUTS low-resolution (test)computer vision20Feb 26, 2026
Salient Object DetectionDUT-OMRON low-resolution (test)computer vision20Feb 26, 2026
Salient Object DetectionDAVIS-S high-resolution (test)computer vision20Feb 26, 2026
Image ClassificationCIFAR-10 (IND) + Places-365 (OOD)computer vision20Feb 26, 2026
Few-shot classificationNAB (test)computer visionnlp+120Feb 26, 2026
3D Object DetectionSTF average over dense fog, light fog, and clear splits v1 (test)3d vision geometrycomputer vision20Feb 26, 2026
3D Object DetectionSTF clear v1 (test)3d vision geometrycomputer vision20Feb 26, 2026
3D Object DetectionSTF light fog v1 (test)3d vision geometrycomputer vision20Feb 26, 2026
Semantic SegmentationPASCAL-5icomputer vision20Feb 26, 2026
Class-Incremental LearningCIFAR-100 5 tasks (test)computer visiontabular time series20Feb 26, 2026
Node classificationCoragraph20Feb 26, 2026
ClassificationDigit-five mt → mm, sv, up, sycomputer visionnlp+320Feb 26, 2026
Backdoor Poisoning AttackHEx-PHI (150 questions)adversarial safety security20Feb 26, 2026
Identity Shifting AttackHEx-PHI Identity Shifting Attack (300 questions)adversarial safety security20Feb 26, 2026
Graph Out-of-Distribution DetectionEsol MUV ID OODgraphbio medical20Apr 1, 2026
Graph Anomaly DetectionREDDIT-Bgraph20Mar 4, 2026
Learning to DeferImageNet varying-accuracy synthetic expert (val)computer visionnlp+120Feb 26, 2026