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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 32 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Original (8-bit)

100mAP

11

Mar 31, 2026

56.7mAP

11

Jul 7, 2026

98.59Plastic-AP

11

Mar 16, 2026

PASCAL-VOC In-Distribution and MS-COCO Out-of-Distribution

47.53FPR95

11

Mar 10, 2026

Poplar-Leaf (val)

65.6mAP

11

Mar 5, 2026

Poplar-Leaf (test)

65.8mAP

11

Mar 5, 2026

77.2mAP

11

May 8, 2026

AI-TOD v2 (val)

22.3AP

11

Feb 26, 2026

Thyroid Ultrasound Dataset (test)

61.1mAP

11

Feb 26, 2026

FLIR relabeled version by Zhang (test)

43.8mAP

11

Feb 26, 2026

VisDrone 2021 (test)

35.81mAP@.5:.95

11

Feb 26, 2026

DSEC-DET (in-domain split)

29.1mAP50:95

11

Feb 26, 2026

FRED Canonical (test)

49.25mAP@[.5:.95]

11

Feb 26, 2026

Sim10K (Source) to Cityscapes (Target) (test)

56Recall @ 0.1 IoU

11

Feb 26, 2026

MM-AU accident window V2 1.0 (test)

0.66mAP50

11

Feb 26, 2026

MM-AU V2 1.0 (test)

70.1mAP50

11

Feb 26, 2026

MM-AU accident window 1.0 (test)

74.3mAP50

11

Feb 26, 2026

MM-AU 1.0 (test)

74.8mAP50

11

Feb 26, 2026

MM-AU 1.0 (val)

75.7mAP50

11

Feb 26, 2026

Scene-agnostic CBAM

91.43AP (easy)

11

Feb 26, 2026

KAIST Reasonable (Night)

0.068Miss Rate

11

Feb 26, 2026

KAIST Reasonable Day

6.82Miss Rate

11

Feb 26, 2026

KAIST Reasonable (test)

7.17Miss Rate

11

Feb 26, 2026

VisualGenome (val)

0.065AR@1

11

Feb 27, 2026

ImageNetBoxes (val)

8.2AP

11

Feb 27, 2026

Page 32 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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