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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 DetectionDaylily-Leaf (in-field)computer vision14Feb 26, 2026
Object DetectionDaylily-Leaf (ideal)computer vision14Feb 26, 2026
Object DetectionCytoDArk0computer vision14Feb 26, 2026
Object DetectionCityscapes (T)computer vision14Feb 26, 2026
Object DetectionKITTI (T)computer vision14Feb 26, 2026
Object DetectionCOCOcomputer vision14Feb 26, 2026
Object DetectionSIMDcomputer vision14May 14, 2026
Object DetectionDIORcomputer vision14Feb 26, 2026
Object DetectionArTaxOrcomputer vision14Feb 26, 2026
Object DetectionUODD one-shot 14 (test)computer vision14Feb 26, 2026
Referred Object DetectionUrban Tree Crown Detection (test)computer vision14Jun 11, 2026
Referred Object DetectionNWPU VHR-10 (test)computer vision14Jun 11, 2026
Oriented Object DetectionFAIR1Mcomputer vision14Feb 26, 2026
Object DetectionLDXray (test)computer vision14Feb 26, 2026
Object DetectionPKUDDD CAR Night 17 (test)computer vision14Feb 26, 2026
Object DetectionPKUDDD17-CAR Day (test)computer vision14Feb 26, 2026
Object DetectionPKUDDD17-CAR All day (test)computer vision14Feb 26, 2026
3D Object DetectionMultiScan3d vision geometrycomputer vision14Feb 26, 2026
Object DetectionFDTOOTH (test)computer vision14Feb 26, 2026
Monocular 3D Object DetectionWaymo Level 1 (val)3d vision geometrycomputer vision14Feb 26, 2026
Concealed Object DetectionCAMO 25 (test)computer vision14Feb 26, 2026
Camouflaged Object DetectionCAMO 34 (test)computer vision14Feb 26, 2026
Open-vocabulary Object DetectionOV-COCO (novel)computer vision14Feb 26, 2026
Object DetectionOV-LVIS (test)computer vision14Feb 26, 2026
3D Object DetectionnuScenes v1.1 (val)3d vision geometrycomputer vision14Feb 26, 2026