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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 36 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

NEU-DET one-shot

16nAP (5-shot)

10

Feb 26, 2026

Airplane Class Images

60.23Accuracy

10

Feb 26, 2026

52.9APBox

10

Feb 26, 2026

59AP (Bicycle)

10

Feb 26, 2026

86.27mAP@0.50

10

Feb 26, 2026

PascalVOC lowlight (SimLL) (test)

0.709mAP@50

10

Feb 26, 2026

PascalVOC Clean (test)

76.3mAP@50

10

Feb 26, 2026

53.4AP Box

10

Feb 26, 2026

In-house TCT image dataset (test)

68.7AP [0.2:0.5]

10

Feb 26, 2026

PASCAL VOC x8 scale 2012 (test)

36.7mAP

10

Feb 26, 2026

PASCAL VOC x4 scale 2012 (test)

36.7mAP

10

Feb 26, 2026

53.9mAP50

10

Feb 26, 2026

BDD100K MOT dataset (test)

23.1AP

10

Feb 26, 2026

nuScenes (test)

72.8NDS

10

Feb 26, 2026

7-channel brain cell dataset (val)

64.6mAP (Box)

10

Feb 26, 2026

COCO 2017 (test)

37.4Overall AP

10

Mar 31, 2026

Cityscapes to BDD100k daytime

40.2AP (Person)

10

Feb 26, 2026

Pascal VOC (NR 0%) → Clipart1k 2007+2012 (test)

46.9mAP

10

Feb 26, 2026

Multispectral dataset

76.3AP (Person)

10

Feb 26, 2026

CARLA simulator

99AP@0.5

10

Feb 26, 2026

Habitat Gibson Specialization 1.0 (val)

41.23Box AP50

10

Feb 26, 2026

Habitat Gibson Generalization 1.0 (val)

40.02AP50 (Box)

10

Feb 26, 2026

VOC 2007 (trainval)

36.9AP@0.5

10

Feb 26, 2026

PASCAL VOC Novel Set 1 2007 (test)

Train base only

80.8Base AP50

10

Feb 27, 2026

Pascal VOC Class Split 3 2007 (test)

60.6mAP@0.5

10

Feb 26, 2026

Page 36 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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