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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 DetectionDENSE light fog moderate v1computer vision12Feb 26, 2026
Object DetectionDENSE light fog easy v1computer vision12Feb 26, 2026
Object DetectionDENSE clear hard v1computer vision12Feb 26, 2026
Object DetectionDENSE clear moderate v1computer vision12Feb 26, 2026
Object DetectionDENSE clear easy v1computer vision12Feb 26, 2026
3D Object DetectionKITTI Cyclist (val)3d vision geometrycomputer vision12Feb 26, 2026
Weakly Supervised Object DetectionVOC 2007 (trainval)computer vision12Feb 26, 2026
Object DetectionVOC 07+12 train val (test)computer vision12Feb 26, 2026
Object DetectionInference Speed Benchmarkcomputer vision12Feb 26, 2026
RGB-D Salient Object DetectionDUT-Depthcomputer vision11Jul 1, 2026
Object DetectionCMA-Loc Ground → Satellite (Unseen)computer vision11Jun 30, 2026
Object DetectionCMA-Loc Ground → Satellite (Seen)computer vision11Jun 30, 2026
Object DetectionCMA-Loc Drone → Satellite (Unseen)computer vision11Jun 30, 2026
Object DetectionCMA-Loc Drone → Satellite (Seen)computer vision11Jun 30, 2026
Object DetectionPascal VOC Foggy (test)computer vision11Jun 30, 2026
3D Object DetectionKITTI Car class (val)3d vision geometrycomputer vision11Jun 30, 2026
Object DetectionDSEC-Detection 10 (test)computer vision11Jun 24, 2026
Salient Object DetectionPASCALcomputer vision11Jun 19, 2026
Object DetectionURPC datasetcomputer vision11Jun 16, 2026
Incremental Object DetectionPASCAL VOC 2007 (10+10)computer vision11Jun 16, 2026
Object DetectionLVIS open scene generalizationcomputer vision11Jun 9, 2026
Dense Object DetectionVisDronecomputer vision11May 27, 2026
Object DetectionNovel-114 Averagecomputer vision11May 27, 2026
Object DetectionFDD-48 (test)computer vision11May 26, 2026
Object DetectionDOTA HBB v2.0 (val)computer vision11May 25, 2026