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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 48 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Sensitivity-Guided Pruning

10.2mAP (R1, Fog)

7

Feb 26, 2026

71.2mAP

7

Feb 26, 2026

UVO novel classes, VOC transfer 2017 (val)

21AR^b@10

7

Feb 26, 2026

LVIS novel classes v1.0 (val)

9.4AR@10

7

Feb 26, 2026

Real-to-Art VOC to Comic, Watercolor, Clipart PASCAL VOC 2007, 2012 (test)

Style Evolving along Chain-of-Thought (Ours)

87.6mAP (VOC)

7

Feb 26, 2026

RTTS Real (test)

52.6mAP@50

7

Feb 26, 2026

PascalVOC SimFoggy (test)

75.1mAP@50

7

Feb 26, 2026

Frozen-DETR (DINO-det+CLIP+DINOv2)

53.7Average Performance

7

Feb 26, 2026

0.789mAP@0.50

7

Feb 26, 2026

86.7mAP@0.50

7

Feb 26, 2026

0.915mAP@0.50

7

Feb 26, 2026

52.3mAP (0.50:0.95)

7

Feb 26, 2026

54.4AP (IoU 0.50:0.95)

7

Feb 26, 2026

Malaria detection M5 (LCM)

37.5mAP

7

Feb 26, 2026

Radatron (test)

52.6mAP

7

Mar 19, 2026

Hand-drawn atom detection (test)

0.973Count Accuracy

7

Feb 26, 2026

54.15mAP (Mean)

7

Apr 14, 2026

LVIS-1203 (minival)

64.7APb

7

Feb 26, 2026

Scene-agnostic CBAM

89.99AP Easy

7

Feb 26, 2026

Scene-adaptive CBAM

90.77AP (easy)

7

Feb 26, 2026

Scene-agnostic CBAM

90.33AP (easy)

7

Feb 26, 2026

VOC & Clipart to Comic

45.9mAP

7

Feb 26, 2026

PASCAL VOC 2007+2012 (test)

68.9mAP (ZSD)

7

Feb 26, 2026

M3FD PGD, e=4/255

21.4mAP

7

Feb 26, 2026

M3FD PGD, e=1/255

28.3mAP

7

Feb 26, 2026

Page 48 of 81

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