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Object Detection research benchmarks – Page 55 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SCUT-CAB Physical (test)

81.3mAP

6

Feb 26, 2026

89.9APdet

6

Feb 26, 2026

COCO-LT v1.0 (test)

24.4AP

6

Feb 27, 2026

APA*+AGLU-CascadeRCNN-ResNet50

35.4APb

6

Feb 26, 2026

COCO Average across splits 2017 (Avg)

59.6bAP50

6

Feb 26, 2026

COCO 2017 (Split-4)

60.7bAP50

6

Feb 26, 2026

COCO 2017 (Split-3)

61.3Base AP50

6

Feb 26, 2026

COCO 2017 (Split-2)

57bAP50

6

Feb 26, 2026

COCO 2017 (Split-1)

59.4Base AP50

6

Feb 26, 2026

COCO 80-70 setting 2017 (test)

45AP (Recall-based)

6

Feb 26, 2026

COCO 80-40 setting 2017 (test)

44.8APr

6

Feb 26, 2026

COCO 80-5 setting 2017 (test)

45APr

6

Feb 26, 2026

COCO 80-1 setting 2017 (test)

44.5APr

6

Feb 26, 2026

38.5mAP50 (L1)

6

Feb 26, 2026

59.4mAP50 (L1)

6

Feb 26, 2026

FSOD Level L1 (test)

41.6mAP50

6

Feb 26, 2026

FSOD Level L2 (test)

49.2mAP@0.50

6

Feb 26, 2026

63.7mAP50

6

Feb 26, 2026

iNatLoc Level L1 (test)

71.2mAP50

6

Feb 26, 2026

iNatLoc Level L2 (test)

77.2mAP50

6

Feb 26, 2026

iNatLoc Level L3 (test)

83.9mAP50

6

Feb 26, 2026

iNatLoc Level L4 (test)

85.8mAP50

6

Feb 26, 2026

iNatLoc Level L5 (test)

84.7mAP50

6

Feb 26, 2026

iNatLoc Level L6 (test)

84mAP50

6

Feb 26, 2026

LVIS all categories v1.0 (minival5k train)

60.5AP (All Categories)

6

Feb 26, 2026

Page 55 of 81

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