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Object Detection research benchmarks – Page 33 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MS-COCO standard

25.4AP50:95 (IoU 1%)

11

Feb 26, 2026

COCO-Standard 2017 (2% labeled)

27.2mAP

11

Feb 26, 2026

COCO-standard 2% labeled 2017 (train)

28.37mAP

11

Feb 26, 2026

BDD100k daytime (val)

oracle(src+tgt)

69.5Person

11

Feb 26, 2026

PASCAL VOC (val)

Partitioned Detector

83.1mAP50

11

Feb 26, 2026

MS-COCO Standard 5% 2017 (val)

28.52AP50:95

11

Feb 26, 2026

65.5AP@0.75

11

Feb 26, 2026

SESYD diagram (test)

96.63AP50

11

Feb 26, 2026

MS-COCO (65/15)

62.3Recall@100 (IoU=0.5)

11

Feb 27, 2026

Open Images unseen classes (non-overlapping)

21AR@1000 (Overall)

11

Feb 26, 2026

COCO (unseen classes)

19.6AR@1000 (Overall)

11

Feb 26, 2026

VOC (unseen classes)

72.2AR@1000 (Overall)

11

Feb 26, 2026

0.46mAP (Base)

11

Feb 27, 2026

56.1mAP

11

Feb 26, 2026

57.83AP

11

Feb 26, 2026

VOC 2012 (trainval)

PCL-OB-G-Ens.+FRCNN

68CorLoc

11

Feb 26, 2026

INBreast (test)

61.9AP (car)

11

Feb 26, 2026

84.9AP50

10

Jun 30, 2026

96.55Precision (P)

10

Jun 23, 2026

95.96Precision

10

Jun 23, 2026

Real + WMGen-v1

44mAP@50

10

Jun 23, 2026

Real + WMGen-v1

51.69mAP@50

10

Jun 23, 2026

RGB-to-SWIR Day 2 (shifted)

70.6mAP@50

10

Jun 19, 2026

RGB-to-SWIR Day 1

85.6mAP@50

10

Jun 19, 2026

PASCAL VOC 19+1

77.1mAP@0.5 (1-19)

10

Jun 8, 2026

Page 33 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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