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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 DetectionCOCO-LT (val)computer vision8Feb 26, 2026
Object DetectionBDD100K Daytime-Foggycomputer vision8Feb 26, 2026
Object DetectionBDD100K Night-Rainycomputer vision8Feb 26, 2026
Object DetectionBDD100K Dusk-Rainycomputer vision8Feb 26, 2026
Object DetectionBDD100K Night-Sunnycomputer vision8Feb 26, 2026
Object DetectionFoggy Cityscapes 1.0 (All)computer vision8Feb 26, 2026
Unknown Object DetectionCOCO-Mixcomputer vision8Feb 26, 2026
Unknown Object DetectionCOCO-OODcomputer vision8Feb 26, 2026
Object DetectionMHS (test)computer vision8Feb 26, 2026
Object DetectionHuman detection dataset (test)computer vision8Feb 26, 2026
3D Object DetectionWaymo Subset 2 (val)3d vision geometrycomputer vision8Feb 26, 2026
Object DetectionWALT Camera-Split (test)computer vision8Feb 26, 2026
Object DetectionADE20Kcomputer vision8Feb 26, 2026
Object DetectionCOCO Cross-category (VOC to Non-VOC)computer vision8Feb 26, 2026
Object DetectionCOCO Cross-category (Person to Non-Person)computer vision8Feb 26, 2026
Object DetectionClipartcomputer vision8Jul 9, 2026
Object DetectionCityscapes to RTTS (test)computer vision8Feb 26, 2026
Object DetectionGlomeruli detection dataset (test)computer vision8Feb 26, 2026
3D Object DetectionV2XSet Noisy setting3d vision geometrycomputer vision8Feb 26, 2026
3D Object DetectionV2XSet Perfect setting3d vision geometrycomputer vision8Feb 26, 2026
Horizontal Object DetectionDOTA (test)computer vision8Feb 26, 2026
Object DetectionVIPER (val)computer vision8Feb 26, 2026
Object DetectionM5 HCM to LCM 400x 1.0 (test)computer vision8Feb 26, 2026
Object DetectionM5 HCM to LCM 1000x 1.0 (test)computer vision8Feb 26, 2026
Object DetectionMS-COCO Additional 2017 (val)computer vision8Feb 26, 2026