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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 DetectionThermalcomputer vision4Feb 26, 2026
Object DetectionPotholecomputer vision4Feb 26, 2026
Object DetectionPKLotcomputer vision4Feb 26, 2026
Object DetectionPistolscomputer vision4Feb 26, 2026
Object DetectionPackagescomputer vision4Feb 26, 2026
Object DetectionOxford Petscomputer vision4Apr 13, 2026
Object DetectionMask Wearingcomputer vision4Feb 26, 2026
Object DetectionChess Piecescomputer vision4Feb 26, 2026
Object DetectionBCCDcomputer vision4Feb 26, 2026
Object DetectionAquariumcomputer vision4Mar 18, 2026
3D Object DetectionSUN RGB-D3d vision geometrycomputer vision4Feb 26, 2026
Quadrilateral Object DetectionHRSC2016 (test)computer vision4Feb 26, 2026
Open World Object DetectionOWOD Evaluation Protocol (VOC + MS-COCO) - Task 4 2007 (test)computer vision4Feb 26, 2026
Open World Object DetectionOWOD Evaluation Protocol (VOC + MS-COCO) Task 3 2007 (test)computer vision4Feb 26, 2026
Open World Object DetectionOWOD Evaluation Protocol (VOC + MS-COCO) Task 2 2007 (test)computer vision4Feb 26, 2026
Object DetectionWiderFace (val)computer vision4Feb 26, 2026
Object DetectionVOC labeled 2007 + VOC 2012 & COCO unlabeled 2017 (train val)computer vision4Feb 26, 2026
3D Object DetectionWaymo Open Vehicle Level 2 (test)3d vision geometrycomputer vision4Feb 26, 2026
Object DetectionPASCAL VOC Split 1 5-shot 2007 (test)computer vision4Feb 26, 2026
Object DetectionPASCAL VOC Split 1 3-shot 2007 (test)computer vision4Feb 26, 2026
Object DetectionPASCAL VOC Split 1 1-shot 2007 (test)computer vision4Feb 26, 2026
Salient Object DetectionS-SODcomputer vision4Feb 26, 2026
Object DetectionMSCOCO (65/15)computer vision4Feb 26, 2026
Object DetectionILSVRC DET 2017 (unseen classes)computer vision4Feb 26, 2026
Object DetectionArgoverse-HD 1.1computer vision4Feb 26, 2026