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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 39 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Diverse Weather Series Daytime Sunny [1:3] -> Night Sunny [4:6]

54.47FSS

9

Feb 26, 2026

Pascal Series VOC [1:10] -> Clipart [11:18]

96.19FSS

9

Feb 26, 2026

78.23U-Recall

9

Feb 26, 2026

81.8AP@0.5

9

Feb 26, 2026

Baseline vs Remote Inference

0.068BD Accuracy

9

Feb 26, 2026

SFU HW Class A B

Baseline vs Remote Inference

99BD-accuracy

9

Feb 26, 2026

ChestX-ray8 880 frontal-view subset

0.128Atelectasis Score

9

Feb 26, 2026

Baseline vs Remote Inference

6.82BD Accuracy

9

Feb 26, 2026

64.3AP50:95

9

Feb 26, 2026

DOTA v2.0 (val)

Faster R-CNN w/ TOLF

36.5AP

9

Feb 26, 2026

Wheat pest dataset Fuzzy

88.9mAP50

9

Feb 26, 2026

92.12mAP@.5

9

Feb 26, 2026

COCO Novel Base All 2017

58.7AP Novel

9

Feb 26, 2026

42.5mAP

9

Feb 26, 2026

BDD100K Synthetic-to-Real v1.0 (test)

64.4AP@50

9

Feb 26, 2026

42.51mAP (YOLO-v3)

9

Feb 26, 2026

Real-to-real Generalization (Cityscapes, BDD100K, ACDC) (val)

61.2mAP50 (Cityscapes val)

9

Feb 26, 2026

RGB-NIR Dataset

RGB-NIR image fusion method

82.8Detection mAP

9

Feb 26, 2026

RGB-NIR image fusion method

80.9mAP

9

Feb 26, 2026

PASCAL VOC 3rd Query (4k images) 2007 (test)

69.66mAP

9

Feb 26, 2026

PASCAL VOC 2nd Query (3k images) 2007 (test)

67.61mAP

9

Feb 26, 2026

PASCAL VOC 2007 1st Query (2k images) (test)

65.34mAP

9

Feb 26, 2026

COCO 2014 (val)

44.2AP75

9

Feb 26, 2026

Urban Scene Daytime-Foggy (DF)

38.5mAP@0.5

9

Feb 26, 2026

Urban Scene (Night-Rainy (NR))

24.1mAP@0.5

9

Feb 26, 2026

Page 39 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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