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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 74 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Malaria M5 (test)

40.3mAP@50

3

Feb 26, 2026

Objects365 V1 subset V2 (val)

12.6AP

3

Feb 26, 2026

LeukemiaAttri L_100x_C2

12.6mAP50-95

3

Feb 26, 2026

Object365 v1 (test)

11.4AP50

3

Feb 26, 2026

28.1Macro F1 Score

3

Feb 26, 2026

Omnilabel compositional

42.4Macro F1

3

Feb 26, 2026

PASCAL VOC 2010 (val)

77.6AP50

3

Feb 26, 2026

OpenImages (OI)

43.3APflat

3

Feb 26, 2026

90AP

3

Feb 26, 2026

COCO w/o Obj365 2017 (val)

62.3AP (Box)

3

Feb 26, 2026

PASCAL VOC converted to COCO format (val)

46.31AP50

3

Feb 26, 2026

Airbus Ship Detection 3k (test)

81AP

3

Feb 26, 2026

32.9AP

3

Feb 26, 2026

PubTables (raw data)

DETR + Qb + Qp + Qn

98.9mAP

3

Feb 26, 2026

OpenImages (OID) (val)

46.8mAP

3

Feb 26, 2026

JPL-CH4-detection 1.0 (test)

MM (MethaneMapper)

63mAP

3

Feb 26, 2026

Cityscapes (test)

39mAP

3

May 18, 2026

FS (fully supervised)

86.9Car AP

3

Feb 26, 2026

Fully Supervised

84.8AP@50 (Car)

3

Feb 26, 2026

COCO standard (30% labeled)

40.1mAP

3

Feb 26, 2026

COCO-standard (20% labeled)

39mAP

3

Feb 26, 2026

34.3F-mAP

3

Feb 26, 2026

PASCAL VOC Novel Set 3 2007 (test)

53.6AP50

3

Feb 26, 2026

PASCAL VOC Novel Set 2 2007 (test)

FsDetView+Ours b

47.1AP50

3

Feb 26, 2026

58.91Recall

3

Feb 26, 2026

Page 74 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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