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Object Detection research benchmarks – Page 75 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ICDAR 2015 (test)

81.61Recall

3

Feb 26, 2026

30.8AP50

3

Feb 26, 2026

COCO-Stuff (test)

44.7AP (bb)

3

Feb 26, 2026

COCO 2017 (train)

4.5Training Time (h)

3

Feb 26, 2026

PASCAL VOC 2007

73.6mAP (Seen)

3

Feb 26, 2026

Mask R-CNN + appearance consistency heatmap guided InstaBoost

42.23AP BBox

3

Feb 26, 2026

VisDA COCO17 2018 (val)

11.9AP (plane)

3

Feb 26, 2026

84.9AP@0.50

3

Feb 26, 2026

98.4Precision @ R=0.5

3

Feb 26, 2026

Visual Genome cleansed (test)

7.43mAP

3

Feb 26, 2026

COCO (test-std)

Faster R-CNN on FPN

58.5AP@.50

3

Feb 26, 2026

COCO 2015 (test-standard)

37.1AP

3

Feb 26, 2026

Faster R-CNN (RPN + Fast R-CNN)

31Conv Latency (ms)

3

Feb 26, 2026

PLEIADES + CenterNet

57.6mAP

3

Feb 26, 2026

69.7AP (Detection)

3

Feb 26, 2026

Electronic Babylonian Library (eBL) new (test)

Deformable DETR

27.1AP

2

Jun 23, 2026

COCO object-centric subset 2017 (test)

1Parse Score

2

Jun 15, 2026

real-world 2018 (test)

60.37mAP

2

Jun 9, 2026

real-world dataset Phone Number 2018 (test)

54.39mAP

2

Jun 9, 2026

DroneVehicle Night (natural split (~40%))

76.8mAP50

2

Jun 2, 2026

DroneVehicle Day (natural split)

0.832mAP@0.50

2

Jun 2, 2026

Vessel Detection (test)

78.9F1 Score

2

May 21, 2026

67.7mAP@0.5

2

May 20, 2026

Downstream Transfer 100K frames (trajectory-level split)

94.2AP50

2

May 19, 2026

40.1Latency (ms)

2

Apr 28, 2026

Page 75 of 81

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