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Object Detection research benchmarks – Page 20 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PlantDoc (test)

0.657mAP@50

16

Feb 26, 2026

55.2AP (Person)

16

Feb 26, 2026

55.2mAP50 Person

16

Feb 26, 2026

COCO-20i 10-shot

44nAP

16

Feb 26, 2026

BDD100K series (test)

52.1Session 1 Score

16

Feb 26, 2026

Pascal VOC series (test)

86.4Session 1 Score

16

Feb 26, 2026

SIM10k to Cityscapes (val)

67.2AP (car)

16

Feb 26, 2026

FAIR1M v1.0 (test)

48.35mAP

16

Feb 26, 2026

43.7AP (Detection)

16

Feb 26, 2026

SUN-RGBD IS kv2

28.5AP^det

16

Feb 26, 2026

68.6mAP50 (Fog)

16

Mar 30, 2026

86.4mAP@50

16

Feb 26, 2026

LVIS full (val)

50.4AP all (old)

16

Feb 26, 2026

UECFOOD-256 (seen unseen (205 51))

74Recall@100

16

Feb 26, 2026

MS COCO 2014 2017 (val)

52.9AP (Box)

16

Feb 26, 2026

ODinW v1 (test)

71.8mAP

16

Feb 26, 2026

86.9AP50

16

Jul 1, 2026

COCO 10% labeled 2017 (train)

38.5AP

16

Feb 26, 2026

Pascal VOC (Mixture)

85.8AP50

16

Feb 26, 2026

Cityscapes-to-Cityscapes-C Severity level 5 (test)

Cloud-Device Collaborative Continual Adaptation

44mAP@0.5 (Fog)

16

Feb 26, 2026

Objects365 v2 (val)

38.6AP50

16

Mar 19, 2026

Pascal VOC 10 + 10 setting 2007 (test)

79.3AP (Aero)

16

Feb 26, 2026

ILSVRC Subset D All 2013 (val)

Oracle: Full Detection Network (BB reg.)

30.82mAP (avg)

16

Feb 26, 2026

ILSVRC Subset B Fully labeled 2013 (val 2)

Oracle: Full Detection Network (BB reg.)

32.17mAP (avg)

16

Feb 26, 2026

ILSVRC 2013 (val)

WCCN_3stage_VGG16

16.3mAP

16

Feb 26, 2026

Page 20 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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