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Papers Benchmarks Datasets Tasks

Object Detection research benchmarks – Page 68 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

COCO LoCo (40+40)

52.2AP

4

Feb 26, 2026

66.2AP

4

Feb 26, 2026

Fire detection old dataset baseline (test)

66.8mAP50-95

4

Feb 26, 2026

52.17Texts-1 Score

4

Feb 26, 2026

Argoverse-HD (val)

26.4AP

4

Feb 26, 2026

Car video dataset

Proposed Method

0.977Accuracy

4

Feb 26, 2026

Airplane video dataset

Proposed Method

59.32Accuracy

4

Feb 26, 2026

Proposed Method

93Accuracy

4

Feb 26, 2026

Bird video dataset

Proposed Method

94.39Accuracy

4

Feb 26, 2026

71.26Accuracy

4

Feb 26, 2026

OPV2V-N (Failures)

55.56AP @ 0.50

4

Feb 26, 2026

KITTI-360 (test)

44.1ARbox

4

Feb 26, 2026

Malaria detection M5 (HCM)

Diversification

74.7mAP

4

Feb 26, 2026

COCO novel and all classes

24.3mAP50 (Novel)

4

Feb 26, 2026

LeukemiaAttri L_100x_C2 (MZZCAT 5MP)

21.5mAP (0.50:0.95)

4

Feb 26, 2026

LeukemiaAttri L_100x_C1 (Mobile)

20.7mAP 50-95

4

Feb 26, 2026

LeukemiaAttri H_100x_C2 (HD1500T)

26.3mAP 50-95

4

Feb 26, 2026

LeukemiaAttri H_100x_C1 (Mobile)

0.209mAP 50-95

4

Feb 26, 2026

LVIS base categories v1.0 (minival5k train)

60.5AP (All)

4

Feb 26, 2026

COCO OVD retained 15 categories

23AP50 Retained

4

Feb 26, 2026

Autonomous Driving Dataset Novel Categories

11.4AP (Motorcyclist)

4

Feb 27, 2026

60.5AR (Average Recall)

4

Feb 26, 2026

31.7Box AP

4

Feb 26, 2026

STF Full (test)

Scene-adaptive CBAM

86.13AP (Easy)

4

Feb 26, 2026

STF Snow Rain (test)

Scene-adaptive CBAM

89.37AP (Easy)

4

Feb 26, 2026

Page 68 of 81

Popular datasets

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