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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
Out-of-vocabulary object detectionOOV-COCO (test)computer vision13Feb 26, 2026
Object DetectionOOV-COCO (test)computer vision13Feb 26, 2026
Object DetectionOOV-VOC (test)computer vision13Feb 26, 2026
Object DetectionSim10k to Cityscapes 1.0 (val)computer vision13Feb 26, 2026
Object DetectionComic V→Co (test)computer vision13Feb 26, 2026
RGB-D Co-Salient Object DetectionCoSal183 (test)computer vision13Feb 26, 2026
RGB-D Co-Salient Object DetectionCoSal150 (test)computer vision13Feb 26, 2026
RGB-D Co-Salient Object DetectionCoSal1k (test)computer vision13Feb 26, 2026
Object DetectionCOCO 60 Non-VOC classes 2017 (val)computer vision13Feb 26, 2026
Object DetectionDriving Scenarios Day Foggycomputer vision13Feb 26, 2026
Object DetectionDriving Scenarios Rainycomputer vision13Feb 26, 2026
Object DetectionDriving Scenarios Duskcomputer vision13Feb 26, 2026
Object DetectionDriving Scenarios Night Sunnycomputer vision13Feb 26, 2026
Object DetectionDriving Scenarios Day Clearcomputer vision13Feb 26, 2026
Oriented Object DetectionSTARcomputer vision13Feb 26, 2026
Object DetectionS-DGODcomputer vision13Mar 16, 2026
Object DetectionCOCO-OVD (test)computer vision13Feb 26, 2026
Object DetectionCOCO 5K images (val)computer vision13Feb 26, 2026
Horizontal Object DetectionxView 2018 (test)computer vision13Feb 26, 2026
Open-vocabulary Object DetectionLVIS MDETR split (minival)computer vision13Feb 26, 2026
Object DetectionESDcomputer vision13Feb 26, 2026
Oriented Object DetectionDIOR v1.0 (test)computer vision13Feb 26, 2026
Concealed Object DetectionCHAMELEON 24 (test)computer vision13Feb 26, 2026
Camouflaged Object DetectionCHAM 62 (test)computer vision13Feb 26, 2026
3D Object DetectionEmbodiedScan3d vision geometrycomputer vision13Apr 14, 2026