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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 9 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

YOLOv8n + TAConv(r)

54mAP

33

Mar 4, 2026

MSCOCO 2017 (val)

47.5APb

33

Feb 26, 2026

SARDet-100K (test)

63.3MAP

33

Mar 4, 2026

59.2mAP

33

Mar 24, 2026

ScanNet v2 (val)

59.6AP50 (Box)

33

Feb 27, 2026

85.3Pascal Detection Score

33

Feb 26, 2026

MS-COCO 5% labeled protocol

Dual Pseudo-label Polishing Framework

32.1mAP

33

Feb 26, 2026

MS-COCO 1% labeled protocol

Virtual Category Learning (with tricks)

23.86mAP

33

Feb 26, 2026

PASCAL VOC 2012 (val)

81.9Mean AP^b

33

Mar 16, 2026

MS-COCO 2017 (val)

55.6Box AP

32

Feb 26, 2026

81.77mAP

32

Apr 23, 2026

34.2AP

32

Jun 30, 2026

58.11mAP@0.5

32

Feb 26, 2026

52.8mAP

32

Jun 30, 2026

MMIOC-1M closed scene

42.4AP

31

Jun 9, 2026

LEVIR-Ship (test)

84.1AP50

31

Mar 20, 2026

TL-RGBD dataset

70.7Precision

31

Feb 26, 2026

VOC to Watercolor (target)

64.2mAP

31

Feb 26, 2026

LVIS Mini v1.0 (val)

43.4AP

31

Feb 26, 2026

PASCAL VOC 2010 (test)

68.8mAP

31

Feb 26, 2026

93.6AP50

31

Feb 26, 2026

94.6AP50

31

Feb 26, 2026

97.7AP (Car)

30

Jul 7, 2026

OD-LVIS 15 open domains (test)

25.3APf

30

Jun 9, 2026

38.16APbox

30

Feb 26, 2026

Page 9 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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