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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 47 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Physical Domain Normal Light

91.34AP@0.5

7

Mar 30, 2026

Physical Domain Strong Light

90.91AP@0.5

7

Mar 30, 2026

SUNRGB-D v1 (test)

Faster R-CNN (Teacher)

36.6mAP (All)

7

Mar 30, 2026

23.6mAP XY

7

Mar 26, 2026

OVDEval Negation (test)

G-DINO-B + NEGTOME

57.2AP

7

Mar 24, 2026

Curated Building Facade Defect high-resolution images (test)

70.26Precision

7

Mar 23, 2026

85.8Performance Score 1

7

Mar 23, 2026

In-House Dataset #1

10mAP (0.5:0.95)

7

Mar 16, 2026

Meccano Dataset

19mAP (0.5:0.95)

7

Mar 16, 2026

76.6mAP50

7

Mar 10, 2026

41.4AP (Box)

7

Feb 27, 2026

MSCOCO Base 48 classes

54.5mAP

7

Feb 27, 2026

56.9mAP

7

Feb 27, 2026

NuImages low-performing categories

40mAP

7

Feb 26, 2026

Baseline vs Remote Inference

7.96BD-accuracy

7

Feb 26, 2026

3D GPR field detection dataset (test)

0.962Precision

7

Feb 26, 2026

BirDrone (test)

94.9Precision

7

Feb 26, 2026

M3FD 1024x768 (test)

90.4mAP50

7

Feb 26, 2026

73.5AP

7

Feb 26, 2026

90.47AP50

7

Feb 26, 2026

Private dataset (test)

70.13AP50

7

Feb 26, 2026

ACDC Cityscapes -> ACDC 10-Round Average (test)

Sensitivity-Guided Pruning

0.242Average Score

7

Feb 26, 2026

Cityscapes -> ACDC Round 10 (test)

Sensitivity-Guided Pruning

24.5mAP (Snow)

7

Feb 26, 2026

ACDC Cityscapes -> ACDC Round 5 (test)

Sensitivity-Guided Pruning

24.7Performance (Snow)

7

Feb 26, 2026

Cityscapes -> ACDC Round 1 (test)

Sensitivity-Guided Pruning

23.4Score (Snow)

7

Feb 26, 2026

Page 47 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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