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Benchmarks for “object detection”

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

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TaskDatasetDomainTrendResultsLast update
Object DetectionPascal VOC -> Clipart (val)computer vision18Apr 14, 2026
Object DetectionStandard Person Detection Datasetcomputer vision18Apr 14, 2026
Salient Object DetectionUserSOD (test)computer vision18Apr 7, 2026
Object DetectionGlottiscomputer vision18Mar 10, 2026
3D Object DetectionNuscenes to Waymo3d vision geometrycomputer vision18Mar 6, 2026
Object DetectionRSNA Pneumonia (test)computer vision18Feb 27, 2026
Object DetectionCOCO Generalized Object Detectioncomputer vision18Feb 27, 2026
3D Object DetectionK-Radar (test)3d vision geometrycomputer vision18Jul 3, 2026
Salient Object DetectionEfficiency Evaluationcomputer vision18Feb 26, 2026
Object DetectionCOCO Novel #20 2014/2017 (test)computer vision18Feb 26, 2026
Object DetectionCOCO Base #60 2014 2017 (test)computer vision18Feb 26, 2026
Object DetectionCOCO Overall #80 2014/2017 (test)computer vision18Feb 26, 2026
3D Object DetectionRope3D Big Vehicle category heterologous benchmark (test)3d vision geometrycomputer vision18Feb 26, 2026
3D Object DetectionRope3D Car category heterologous benchmark (test)3d vision geometrycomputer vision18Feb 26, 2026
3D Object DetectionV2X-Real (test)3d vision geometrycomputer vision18Feb 26, 2026
Salient Object Detectionun-VT821computer vision18Feb 26, 2026
Salient Object Detectionun-VT1000computer vision18Feb 26, 2026
Salient Object Detectionun-VT5000computer vision18Feb 26, 2026
Salient Object DetectionUVT 2000computer vision18Feb 26, 2026
3D Object DetectionWaymo Open Dataset v1.2 (PTPM split protocol)3d vision geometrycomputer vision18Feb 26, 2026
Object DetectionCityscapes → BDD100kcomputer vision18Feb 26, 2026
Oriented Object DetectionDIOR (test)computer vision18Feb 26, 2026
Object DetectionKITTIcomputer vision18Mar 30, 2026
Object DetectionBDD100K Cs→B adaptation (test)computer vision18Feb 26, 2026
Domain Adaptive Object DetectionFoggy Cityscapes (val)computer vision18Feb 26, 2026