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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 zero-shot 2017computer vision9Feb 27, 2026
Open World Object DetectionDiverse Weather Daytime Sunny [1:2] -> Daytime Foggy [3:4] -> Dusk Rainy [5:6] (test)computer vision9Feb 26, 2026
Open World Object DetectionDiverse Weather Daytime Sunny [1:2] -> Night Sunny [3:4] -> Night Rainy [5:6] (test)computer vision9Feb 26, 2026
Open World Object DetectionVOC [1:10] -> Comic [11:14] (test)computer vision9Feb 26, 2026
Open World Object DetectionVOC [1:10] -> Watercolor [11:14] (test)computer vision9Feb 26, 2026
Object DetectionDiverse Weather Series Daytime Sunny [1:3] -> Dusk Rainy [4:6]computer vision9Feb 26, 2026
Object DetectionDiverse Weather Series Daytime Sunny [1:3] -> Daytime Foggy [4:6]computer vision9Feb 26, 2026
Object DetectionDiverse Weather Series Daytime Sunny [1:3] -> Night Rainy [4:6]computer vision9Feb 26, 2026
Object DetectionDiverse Weather Series Daytime Sunny [1:3] -> Night Sunny [4:6]computer vision9Feb 26, 2026
Object DetectionPascal Series VOC [1:10] -> Clipart [11:18]computer vision9Feb 26, 2026
Object DetectionClipartcomputer vision9Feb 26, 2026
Object DetectionV2X-Simcomputer vision9Feb 26, 2026
Object DetectionSFU HW Class Dcomputer vision9Feb 26, 2026
Object DetectionSFU HW Class A Bcomputer vision9Feb 26, 2026
Object DetectionChestX-ray8 880 frontal-view subsetcomputer vision9Feb 26, 2026
Object DetectionSFU Class Ccomputer vision9Feb 26, 2026
3D Object DetectionDAIR-V2X Vehicle3d vision geometrycomputer vision9Feb 26, 2026
3D Object DetectionV2X-Real Infrastructure-Centric3d vision geometrycomputer vision9Feb 26, 2026
3D Object DetectionV2X-Real Vehicle-Centric3d vision geometrycomputer vision9Feb 26, 2026
Oriented Object DetectionRSAR (test)computer vision9Feb 26, 2026
3D Object DetectionONCE Small 100K unlabeled Samples3d vision geometrycomputer vision9Feb 26, 2026
Object DetectionShipRSImageNetcomputer vision9Feb 26, 2026
Object DetectionDOTA v2.0 (val)computer vision9Feb 26, 2026
Object DetectionWheat pest dataset Fuzzycomputer vision9Feb 26, 2026
3D Object DetectionBench2Drive (val)3d vision geometrycomputer vision9Mar 17, 2026