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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 79 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

IDD Unstructured

27.2mAP

1

Jun 11, 2026

31-class animal detection dataset (val)

98.8Precision

1

Jun 11, 2026

99.01Precision

1

Jun 5, 2026

Gate + 6-ch front end

76.9mAP@30

1

May 19, 2026

Teledyne FLIR thermal dataset (test)

83mAP

1

May 18, 2026

22.8Percentage of Additional Annotations

1

May 12, 2026

18.6Percentage of Additional Annotations

1

May 12, 2026

Edinburgh Pig Behavior dataset

89.28AP

1

May 11, 2026

MiT-B1 (MAGE+BiTE)

69.21mAP

1

Apr 21, 2026

DIOR Reference (test)

75.9mAP@0.50

1

Apr 15, 2026

Sub-surface Coral

79Precision

1

Mar 11, 2026

Wheelchair Dataset

78.48AP (Pedestrian)

1

Feb 26, 2026

Proposed Method

-8.18BD-Rate

1

Feb 26, 2026

Proposed Method

-11.11BD-Rate

1

Feb 26, 2026

Proposed Method

0BD-Rate

1

Feb 26, 2026

UAV-UGV Alignment dataset

YOLO-ANN pipeline

95mAP

1

Feb 26, 2026

59Precision

1

Feb 26, 2026

KITTI (raw data)

58Precision

1

Feb 26, 2026

Perception System

99.6Precision

1

Feb 26, 2026

Apple detection dataset (val)

91mAP50

1

Feb 26, 2026

MSCOCO (test val)

3.2AP (Box)

1

Feb 26, 2026

EfficientDet-D2

46.9mAP@[.5:.95]

1

Feb 26, 2026

EfficientDet-D2

45.8mAP (0.50:0.95)

1

Feb 26, 2026

2.9mAP@0.25

1

Feb 26, 2026

SUN RGB-D (val)

6.5mAP@0.5

1

Feb 26, 2026

Page 79 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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