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Object Detection research benchmarks – Page 42 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Pascal Series 4 Domains

39.13Ab Score

8

May 12, 2026

15.01Total Energy (mJ)

8

May 4, 2026

19.92Total Energy (mJ)

8

May 4, 2026

82.1mAP50

8

Apr 30, 2026

High-Density Intersection Dataset

98.65Precision

8

Apr 28, 2026

FishEye8K v1 (test)

Automatic Text-guided Edge-case Synthesis (v1+v2)

38.4mAP

8

Apr 28, 2026

FACET (IID client shards)

70.13Overall mAP

8

Apr 23, 2026

50.2mAP

8

Apr 14, 2026

LVIS Rare 50 10-shot (val)

40.5mAP

8

Mar 25, 2026

INRIA-Person (Outdoor-S)

100ASR

8

Mar 24, 2026

INRIA-Person Outdoor-L

80ASR

8

Mar 24, 2026

INRIA-Person Indoor

99ASR

8

Mar 24, 2026

FoggyCityscapes v1 (test)

54.7AP (Bus)

8

Mar 24, 2026

Daytime Clear to Night Clear

41.9AP (Bus)

8

Mar 24, 2026

Daytime Foggy (test)

42.5mAP

8

Mar 24, 2026

Night Rainy (test)

28.4mAP

8

Mar 24, 2026

Dusk Rainy (test)

44.5mAP

8

Mar 24, 2026

Night Sunny (test)

47.9mAP

8

Mar 24, 2026

Daytime Sunny (test)

63.7mAP

8

Mar 24, 2026

Dataset A (test)

99.91Precision

8

Mar 23, 2026

Dataset B (test)

99.95Precision

8

Mar 23, 2026

46.05mAP@0.5

8

Mar 13, 2026

94.74mIoU

8

Mar 11, 2026

0.535mIoU

8

Mar 11, 2026

COCO Dark (val)

35.3mAP

8

Mar 10, 2026

Page 42 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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