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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 64 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PASCAL VOC Novel classes 2007 (test)

88.1Cow

5

Feb 26, 2026

PASCAL VOC Base classes 2007 (test)

59.7AP (Plant)

5

Feb 26, 2026

MS-COCO Standard 0.5% 2017 (val)

18.54AP50:95

5

Feb 26, 2026

0.951AP@0.3

5

Feb 26, 2026

COCO 20k (trainval)

9.9AP@50

5

Feb 26, 2026

People-Art (test)

68AP50

5

Feb 27, 2026

Cityscapes → KITTI (test)

75.2AP

5

Feb 26, 2026

85.16AP50

5

Feb 26, 2026

ImageNet 5 supports (50 novel categories)

44.1AP50

5

Feb 26, 2026

41.04Precision

5

Feb 26, 2026

32.56Precision

5

Feb 26, 2026

98.83F1 Score

5

Feb 26, 2026

Street View deblurring dataset 1.0 (test)

83.4Precision

5

Feb 26, 2026

Charades (test)

1.98mAP

5

Feb 27, 2026

46.75AP

5

Feb 26, 2026

0.221AP

5

Feb 26, 2026

Prophesee GEN4 megapixel

PLEIADES + CenterNet

55.6mAP

5

Feb 26, 2026

Global Wheat 2020 (test)

97mAP50

5

Feb 26, 2026

79.5mAP50

5

Feb 26, 2026

Brain Tumor (test)

51.9mAP50

5

Feb 26, 2026

African WildLife (test)

90.7mAP50

5

Feb 26, 2026

74.9mAP

5

Feb 26, 2026

16-camera dataset (test)

67mAP50-95

4

Jul 1, 2026

Overall (VOC, COCO, LVIS, BDD)

1,207,742Total Labels

4

Jul 1, 2026

Four threshold-sweep benchmarks

47.73mAP (Open)

4

Jun 25, 2026

Page 64 of 81

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