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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 2017computer vision12Apr 6, 2026
Saliency Object DetectionORSI-4199computer vision12Mar 31, 2026
Referring Object DetectionRefCOCOg (test)computer vision12Mar 26, 2026
Referring Object DetectionRefCOCOg (val)computer vision12Mar 26, 2026
Referring Object DetectionRefCOCO+ (testB)computer vision12Mar 26, 2026
Referring Object DetectionRefCOCO+ (testA)computer vision12Mar 26, 2026
Referring Object DetectionRefCOCO+ (val)computer vision12Mar 26, 2026
Object DetectionDUT-ANTI-UAVcomputer vision12Mar 25, 2026
Object DetectionDiverse Weather Dataset (Target Domain Average)computer vision12Mar 18, 2026
Object DetectionDiverse Weather Dataset Night-Clear (target)computer vision12Mar 18, 2026
3D Object DetectionnuScenes (val)3d vision geometrycomputer vision12Mar 10, 2026
Object DetectionM3FDcomputer vision12Mar 10, 2026
3D Object DetectionKITTI (val)3d vision geometrycomputer vision12Mar 10, 2026
Salient Object DetectionDIS Overallcomputer vision12Mar 4, 2026
Salient Object DetectionDIS 4computer vision12Mar 4, 2026
Salient Object DetectionDIS 3computer vision12Mar 4, 2026
Salient Object DetectionDIS-2computer vision12Mar 4, 2026
Salient Object DetectionDIS 1computer vision12Mar 4, 2026
Object DetectionCOCO-OVDcomputer vision12Feb 27, 2026
Object DetectionLVIS v1.0computer vision12Feb 27, 2026
Object DetectionLVIS v0.5 2019computer vision12Feb 27, 2026
Object DetectionUW-BlurredFish (test)computer vision12Feb 26, 2026
Object DetectionAquaFishSet (test)computer vision12Feb 26, 2026
Object DetectionDeepFish (test)computer vision12Feb 26, 2026
Object DetectionCOCO (val)computer vision12Feb 26, 2026