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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
3D Object DetectionScanRefer (val)3d vision geometrycomputer vision4Jul 8, 2026
Object Detection16-camera dataset (test)computer vision4Jul 1, 2026
Object DetectionOverall (VOC, COCO, LVIS, BDD)computer vision4Jul 1, 2026
Salient Object DetectionWXSDO real-worldcomputer vision4Jun 30, 2026
Object DetectionFour threshold-sweep benchmarkscomputer vision4Jun 25, 2026
Out-of-distribution detectionmulti-sensor object detectioncomputer visiontabular time series4Jun 24, 2026
Object DetectionScanNetcomputer vision4Jun 23, 2026
Object DetectionHRI 2-classcomputer vision4Jun 19, 2026
Object DetectionHRI 3-classcomputer vision4Jun 19, 2026
Object DetectionShelf components datasetcomputer vision4Jun 19, 2026
Object DetectionTraffic Sign Recognition Video-based Evaluationcomputer vision4Jun 17, 2026
Object DetectionCOCO 80 imagescomputer vision4Jun 16, 2026
Object DetectionLaparoscopic inguinal hernia repair videos (5-fold cross-validation)computer vision4Jun 16, 2026
Object DetectionLVISdensecomputer vision4Jun 9, 2026
3D Object DetectionKITTI (test)3d vision geometrycomputer vision4Jun 2, 2026
3D Object DetectionOmni3D SUN-RGBD domain3d vision geometrycomputer vision4May 29, 2026
Object DetectionLLE-VOS (test)computer vision4May 26, 2026
Object DetectionDOTA 2.0 (test)computer vision4May 26, 2026
Object DetectionMaritime Simulator (test)computer vision4May 26, 2026
Oriented Object DetectionDOTA OBB 2.0computer vision4May 25, 2026
Fine-grained Object DetectionXviewcomputer vision4May 25, 2026
Object DetectionFLIR_ADAS v2 (test)computer vision4May 22, 2026
Object DetectionM3FDcomputer vision4May 22, 2026
Video Object DetectionImageNetVIDcomputer vision4May 18, 2026
Object DetectionReal-to-Artistic VOC & COCO to Clipart, Comic, Watercolor (test)computer vision4May 14, 2026