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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
Camouflaged Object DetectionCHAMELEONcomputer vision6May 26, 2026
Camouflaged Object DetectionCAMOcomputer vision6May 26, 2026
Object DetectionOutdoor1 (OOD)computer vision6May 22, 2026
Incremental Object DetectionDIOR-IOD two-stepcomputer vision6May 21, 2026
Incremental Object DetectionDOTA-IOD Task 3computer vision6May 21, 2026
Incremental Object DetectionDOTA-IOD Task 2computer vision6May 21, 2026
Incremental Object DetectionDOTA Task 1computer vision6May 21, 2026
Transparent Object DetectionGDDcomputer vision6May 18, 2026
3D Object DetectionnuScenes SEDAN-R-S scenario v1.0 (trainval)3d vision geometrycomputer vision6May 14, 2026
3D Object DetectionnuScenes SUV-R-S scenario v1.0 (trainval)3d vision geometrycomputer vision6May 14, 2026
Object DetectionUHV-4Kcomputer vision6May 13, 2026
Oriented Object DetectionSODA-Acomputer vision6May 12, 2026
Oriented Object DetectionDOTA 1.5computer vision6May 12, 2026
3D Object DetectionWaymo Open Dataset Domain Adaptation from nuScenes and Lyft (val)3d vision geometrycomputer vision6May 12, 2026
Object DetectioneTraM (test)computer vision6May 12, 2026
Object DetectionCOCO (val)computer vision6May 11, 2026
Object DetectionM3FDcomputer vision6May 8, 2026
Object DetectionGolden 50 training samples regime (test)computer vision6May 6, 2026
Object DetectionGolden (test)computer vision6May 6, 2026
Object DetectionGEN1computer vision6May 19, 2026
Object DetectionCUB 200 2011 (test)computer vision6Apr 28, 2026
Object DetectionDOTAcomputer vision6Apr 23, 2026
Object DetectionDIORcomputer vision6Apr 23, 2026
Object DetectionCOCO 2014computer vision6Apr 21, 2026
Object DetectionFIScomputer vision6Apr 20, 2026