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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 70 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

COCO classes 50-60 2017 (val)

30.8AP

4

Feb 26, 2026

COCO classes 40-50 2017 (val)

36.4AP

4

Feb 26, 2026

MS-COCO 2x Schedule 2017 (val)

43.4AP^b

4

Feb 26, 2026

Real-world scaled vehicle dataset

96AP@0.5

4

Feb 26, 2026

30.9S Score (ZSD)

4

Feb 27, 2026

Robust Region Feature Synthesizer

11.3mAP

4

Feb 27, 2026

16.2AP

4

Feb 26, 2026

58.7AP

4

Feb 26, 2026

75.9AP

4

Feb 26, 2026

61.8AP

4

Feb 26, 2026

0.98AP

4

Feb 26, 2026

74.4AP

4

Feb 26, 2026

79.6AP

4

Feb 26, 2026

85.9AP

4

Apr 13, 2026

52AP

4

Feb 26, 2026

80.7AP

4

Feb 26, 2026

62.6AP

4

Feb 26, 2026

53.1AP

4

Mar 18, 2026

WiderFace (val)

52.4AP

4

Feb 26, 2026

VOC labeled 2007 + VOC 2012 & COCO unlabeled 2017 (train val)

Instant-Teaching*

79.9AP (IoU=0.5)

4

Feb 26, 2026

PASCAL VOC Split 1 5-shot 2007 (test)

77Base AP50

4

Feb 26, 2026

PASCAL VOC Split 1 3-shot 2007 (test)

77.3Base AP50

4

Feb 26, 2026

PASCAL VOC Split 1 1-shot 2007 (test)

79.1Base AP50

4

Feb 26, 2026

0.19mAP (ZSD)

4

Feb 26, 2026

ILSVRC DET 2017 (unseen classes)

24.3mAP

4

Feb 26, 2026

Page 70 of 81

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