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Object Detection research benchmarks – Page 43 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

COCO Haze (val)

37.7mAP

8

Mar 10, 2026

MS-COCO 70+10 split

44.7AP

8

Mar 4, 2026

48.7mAP@50

8

Mar 4, 2026

55.1mAP

8

Feb 27, 2026

COCO 48/17 open-vocabulary split

35.2Novel AP

8

Feb 27, 2026

99.3mAP@50

8

Feb 26, 2026

Proposed (Suspicious Object Detector)

77.6mAP (Person)

8

Feb 26, 2026

Proposed (Suspicious Object Detector)

82.9mAP (Person)

8

Feb 26, 2026

Generative Spatiotemporal Data Augmentation + ControlAug

42.6mAP@50

8

Feb 26, 2026

FLIR 10-shot (test)

71.15mAP50

8

Feb 26, 2026

FLIR 5-shot (test)

70.69mAP50

8

Feb 26, 2026

Deformable DETR

30.3AR

8

Feb 26, 2026

GPR defect dataset (test)

95.5Precision

8

Feb 26, 2026

0.792Precision

8

Feb 26, 2026

53.9mAP

8

Feb 26, 2026

37.2mAP

8

Feb 26, 2026

LVIS r, c, f, Overall v1.0

24.8AP (rare)

8

Feb 26, 2026

YCB-V BOP (test)

68.5AP

8

Feb 26, 2026

TUD-L BOP (test)

62.3AP

8

Feb 26, 2026

T-LESS BOP (test)

49.3AP

8

Feb 26, 2026

92.1AP

8

Feb 26, 2026

Lightbox (test)

84.7AP

8

Feb 26, 2026

SPEED+ Sunlamp (test)

85AP

8

Feb 26, 2026

SPARK 2024 (test)

99.2AP (%)

8

Feb 26, 2026

IF-CARLA nighttime (val)

41.2AP (Person)

8

Feb 26, 2026

Page 43 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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