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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
Class-agnostic Object DetectionLVIScomputer vision9Feb 26, 2026
Class-agnostic Object DetectionObjects365computer vision9Feb 26, 2026
Class-agnostic Object DetectionKITTIcomputer vision9Feb 26, 2026
Class-agnostic Object DetectionMS COCOcomputer vision9Feb 26, 2026
Class-agnostic Object DetectionPascal-VOCcomputer vision9Feb 26, 2026
Object DetectionPascal VOC 2007 -> COCO 2017 (test)computer vision9Feb 26, 2026
Object DetectionKITTI-Rain 200mm/hr rain intensity (test)computer vision9Mar 30, 2026
Co-Salient Object DetectionCoCAcomputer vision9Feb 26, 2026
Object DetectionKINS (test)computer vision9Feb 26, 2026
Object DetectionCOCO partial 10% (train)computer vision9Feb 26, 2026
Object DetectionCOCO-partial 5% (train)computer vision9Feb 26, 2026
Object DetectionCOCO partial 2% (train)computer vision9Feb 26, 2026
Object DetectionCOCO partial 1% (train)computer vision9Feb 26, 2026
Object DetectionKITTI to Cityscapes (train)computer vision9Feb 26, 2026
Object DetectionCOCO 10% labeled (minival)computer vision9Feb 26, 2026
Object DetectionSim2Realcomputer vision9Feb 26, 2026
Object DetectionScanNetcomputer vision9Feb 27, 2026
Object DetectionVOC 2007 + COCO (WR1) (test)computer vision9Feb 26, 2026
Bird's Eye View Object DetectionKITTI Cars (val 1)computer vision3d vision geometry9Feb 26, 2026
3D Object DetectionKITTI Cars (val 1)3d vision geometrycomputer vision9Feb 26, 2026
Object DetectionVOC 07+12 (trainval)computer vision9Feb 26, 2026
Object DetectionCultural Heritagecomputer vision9Feb 26, 2026
Object DetectionCityscapes to BDD100k daytime (val)computer vision9Feb 26, 2026
Weakly Supervised Object DetectionCOCO 2014 (val)computer vision9Feb 26, 2026
Object DetectionNuScenes v1.0 (test)computer vision9Feb 26, 2026