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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 80 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Mapillary (test)

25.3mAP

1

Feb 26, 2026

OpenImages challenge private 2019 (test)

56.8mAP

1

Feb 26, 2026

COCO classes 1-80 2017 (val)

40.2AP

1

Feb 26, 2026

COCO classes 1-40 2017 (val)

GFLV1 Base Detector

45.7AP

1

Feb 26, 2026

COCO classes 1-80

40.2AP

1

Feb 26, 2026

COCO classes 1-40

GFLV1 Base Model

45.7AP

1

Feb 26, 2026

PASCAL VOC 2007 (labeled)

72.63AP50

1

Feb 26, 2026

Fashion-ZSD (val+test)

Hybrid Region Embedding

89AP (t-shirt)

1

Feb 26, 2026

Fashion ZSD (test)

Hybrid Region Embedding

49AP (pullover)

1

Feb 26, 2026

Fashion ZSD (val)

Hybrid Region Embedding

89AP (t-shirt)

1

Feb 26, 2026

MS-COCO randomly drawn boxes

Random Baseline

1.2mAP50

1

Feb 26, 2026

Road Damage Dataset (Public Leaderboard)

52.8Mean F1 Score

1

Feb 26, 2026

COCO 2016 (test-std)

35.2mAP

1

Feb 26, 2026

MS-COCO 80 classes total (20 novel) (val)

—

—AP

0

Feb 26, 2026

MS-COCO gFSOD (test)

—

—AP (Overall)

0

Feb 26, 2026

—

—Novel AP50

0

Feb 26, 2026

LVIS v1.0 (test)

—

—AR@200

0

Feb 26, 2026

Radatron 1.0 (test)

—

—Primary metric

0

Feb 26, 2026

Watercolor2k 1.0 (test)

—

—AP (bicycle)

0

Feb 26, 2026

table-detection (test)

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

MinneApple (test)

—

—Primary metric

0

Feb 26, 2026

—

—Primary metric

0

Feb 26, 2026

Visual Genome (test)

—

—mAP (All)

0

Feb 26, 2026

COCO Open-vocabulary v1

—

—Novel AP

0

Feb 26, 2026

Page 80 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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