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Object Detection research benchmarks – Page 17 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

EvDET200K (test)

52.9mAP@.50:.95

19

Feb 26, 2026

39.2AP (Description)

19

Mar 30, 2026

85.3mAP@0.50

19

Mar 10, 2026

COCO-Partial 10% labeled

Semi-DETR(DINO)

43.5mAP

19

Feb 27, 2026

0.73mAP

19

Jun 19, 2026

MS-COCO 117K train 5K (val)

27.7mAP

19

Feb 26, 2026

COCO-standard 1% (train)

0.258AP50:95

19

Feb 26, 2026

DIOR official (test)

SCRDet++ (FPN*)

80.79AP (c1)

19

Feb 26, 2026

MS-COCO Standard 10% 2017 (val)

Dual Pseudo-label Polishing Framework

35.3AP50:95

19

Feb 26, 2026

57.17mAP

19

May 26, 2026

MS-COCO (48/17)

53.5Recall@100 (IoU=0.5)

19

Feb 27, 2026

MS-COCO 10% labeled protocol

Virtual Category Learning (with tricks)

34.82mAP

19

Feb 26, 2026

Pascal VOC 2012 07++12 (test)

80.5mAP

19

Feb 26, 2026

K2C KITTI -> Cityscapes

67.1AP

18

Jul 1, 2026

PASCAL VOC 2007 (test)

76.2mAP50

18

Jun 2, 2026

MS COCO 20% subset (test)

48.6mAP@0.50

18

Jun 2, 2026

PASCALRAW Overexposed

89.7mAP

18

May 11, 2026

Pascal VOC -> Clipart (val)

23.7mAP

18

Apr 14, 2026

Standard Person Detection Dataset

94.79Clean Accuracy

18

Apr 14, 2026

Mobile GlottisNet

62.7mAP

18

Mar 10, 2026

RSNA Pneumonia (test)

24.9mAP

18

Feb 27, 2026

COCO Generalized Object Detection

28.7AP

18

Feb 27, 2026

COCO Novel #20 2014/2017 (test)

21.2AP

18

Feb 26, 2026

COCO Base #60 2014 2017 (test)

34.8AP

18

Feb 26, 2026

COCO Overall #80 2014/2017 (test)

31.4AP

18

Feb 26, 2026

Page 17 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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