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Object Detection research benchmarks – Page 10 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

95.1Latency (us)

30

Feb 26, 2026

Objects365 v1 (val)

25.6AP

30

Feb 26, 2026

COCO 1% labeled 2017 (val train)

Semi-DETR(DINO)

30.5mAP

30

Feb 26, 2026

84.2AP@50

30

Feb 26, 2026

Sim10k to Cityscapes synthetic to real (val)

62.7AP

30

Feb 26, 2026

AlphaDent (test)

77Abrasion Score

29

Apr 28, 2026

33.4mAP50

29

Jun 23, 2026

54.5mAP (Car)

29

Mar 12, 2026

82.75Overall mAP

29

Mar 18, 2026

MS-COCO (minival)

RevCol-H (Objects365+DINO)

63.8AP

29

Mar 17, 2026

FSCD-147 (test)

43.42AP

29

Feb 27, 2026

84.9AP

29

Feb 26, 2026

CRIC to ComparisonDetector (target)

26.9mAP

28

Jun 29, 2026

Pascal VOC0712 2007 (test)

83.6mAP@0.5

28

Feb 26, 2026

Cityscapes + KITTI S+T

86.1Car AP

28

Feb 26, 2026

NWPU VHR (10-Split)

83.6AP

28

Apr 23, 2026

0.228mAP@0.7

28

Feb 26, 2026

Watercolor (test)

5.2Bike Prediction Error

28

Mar 24, 2026

ODinW 13 datasets (test)

70.4AP

28

Feb 26, 2026

COCO standard 5% labeled 2017 (train)

34.45mAP

28

Feb 26, 2026

MS COCO novel classes val5k (minival)

Attention-RPN / Multi-Relation Detector

16.6AP

28

Feb 26, 2026

Cityscapes-to-Cityscapes long-term CTTA task C

49.4Fog Performance Score

27

Jun 18, 2026

67.7mAP@.5

27

May 27, 2026

60.3mAP@.5

27

May 27, 2026

81.4mAP@0.5

27

May 27, 2026

Page 10 of 81

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COCO Pascal VOC MS-COCO Cityscapes VOC

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