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Object Detection research benchmarks – Page 29 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

40.3AP50

12

Feb 26, 2026

24.3AP50

12

Feb 26, 2026

24.6AP50

12

Feb 26, 2026

Object Detection Dataset (test)

33.9mAP@50

12

Feb 26, 2026

33.51AP

12

Feb 26, 2026

COCO Open-Vocabulary v2017

42.3AP50 (Novel)

12

Feb 26, 2026

55.4AP

12

Feb 26, 2026

48.2mAP (%)

12

Feb 26, 2026

48.7mAP (%)

12

Feb 26, 2026

BOP core subsets (test)

49.9ITODD

12

Apr 30, 2026

Diverse-Weather Day Foggy (target)

40.2mAP@0.5

12

Jun 2, 2026

Diverse-Weather Dusk Rainy (target)

42.3mAP@0.5

12

Jun 2, 2026

Diverse-Weather Day Clear (source)

62.7mAP@0.5

12

Mar 18, 2026

SHIFT Continuous

25.1mAP (clear-fog)

12

Feb 26, 2026

50.3mAP (cloudy)

12

Feb 26, 2026

KITTI Continual: Fog → Rain → Snow → Clear (test)

57.4mAP@50 (Fog)

12

Feb 26, 2026

8.9D-ECE

12

Feb 26, 2026

48.4mAP

12

Feb 26, 2026

93.3mAP50

12

Feb 26, 2026

86.7AP (aero)

12

Feb 26, 2026

MS-COCO additional

44.75AP@[.5:.95]

12

Feb 26, 2026

FSCD-LVIS (test)

6.75AP

12

Feb 27, 2026

COCO-Standard 2017 (10% labeled)

37.13mAP

12

Feb 26, 2026

COCO Standard 2017 (5% labeled)

33.01mAP

12

Feb 26, 2026

COCO Standard 1% labeled 2017

22.38mAP

12

Feb 26, 2026

Page 29 of 81

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