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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 DetectionVOC & Comic to Watercolorcomputer vision6Feb 26, 2026
Object DetectionVOC Comic to Clipartcomputer vision6Feb 26, 2026
Object DetectionVOC & Watercolor to Comiccomputer vision6Feb 26, 2026
Object DetectionVOC & Watercolor to Clipartcomputer vision6Feb 26, 2026
Object DetectionVOC to Comic (target)computer vision6Feb 26, 2026
Object DetectionStreetView (test)computer vision6Feb 26, 2026
Object DetectionMS COCO ZSDcomputer vision6Feb 27, 2026
Object DetectioniGibson Syntheticcomputer vision6Feb 26, 2026
Object DetectionTT 100Kcomputer vision6Feb 26, 2026
Object DetectionWaymo 20% train (val)computer vision6Feb 26, 2026
Oriented Object DetectionDOTA Fully Labeled v1.5computer vision6Feb 26, 2026
Oriented Object DetectionDOTA 1.5 (30% labeled)computer vision6Feb 26, 2026
Oriented Object DetectionDOTA 20% labeled 1.5computer vision6Feb 26, 2026
Oriented Object DetectionDOTA 1.5 (10% labeled)computer vision6Feb 26, 2026
Open-set Object DetectionPASCAL VOCcomputer vision6Feb 26, 2026
Object DetectionSHIFT simulation (nighttime)computer vision6Feb 26, 2026
Object DetectionCOCO Person 2017 (minval)computer vision6Feb 26, 2026
Object DetectionADE20K (val)computer vision6Feb 26, 2026
Object DetectionPascal VOC Additional settingcomputer vision6Feb 26, 2026
Object DetectionScanNet 2D (val)computer vision6Feb 26, 2026
Object DetectionCOCO 20Kcomputer vision6Feb 26, 2026
Object DetectionMS-COCO 35kcomputer vision6Feb 26, 2026
Object DetectionCO114 (test)computer vision6Feb 26, 2026
Object DetectionVOCcomputer vision6Feb 26, 2026
Joint Object Detection and Viewpoint EstimationPascal3D+ Inter-datasetcomputer vision3d vision geometry6Feb 26, 2026