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Object Detection research benchmarks – Page 38 · SOTA2 Research

Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

41.3mAP.5.95

9

Apr 15, 2026

49.9mAP.5.95

9

Apr 15, 2026

Inria and rendered datasets (test)

96.34Clean AP50

9

Apr 14, 2026

INRIA Person Rendered Images (test)

96.12AP50 (Clean)

9

Apr 14, 2026

UHD-LOL 8K (7680 x 4320) (test)

595Person Count

9

Apr 13, 2026

UHD-LOL 4K (3840 x 2160) (test)

507Person Count

9

Apr 13, 2026

97.5Precision

9

Apr 13, 2026

47.8mAP (IoU 0.5:0.95)

9

Apr 10, 2026

74.83ASR (%)

9

Mar 24, 2026

97.1ASR

9

Mar 24, 2026

20.2ASR

9

Mar 24, 2026

PascalVOC (full)

72.3VOC mAP

9

Mar 17, 2026

Locomotive coil spring defect dataset (test)

92.4mAP@0.5

9

Mar 17, 2026

88.2Box mAP@0.50

9

Mar 4, 2026

85.2Box mAP@.50

9

Mar 4, 2026

MS-COCO 40+40 split

43.8AP

9

Mar 4, 2026

54.7mAP

9

Mar 4, 2026

54.7mAP

9

Mar 4, 2026

PASCAL VOC 2007 (test)

86.4AP50 (1-5)

9

Mar 4, 2026

PASCAL VOC 2007 (test)

89.1AP50 (1-10)

9

Mar 4, 2026

MS-COCO Constrained (novel)

35.9mAP50

9

Feb 27, 2026

COCO zero-shot 2017

34.4Novel AP

9

Feb 27, 2026

Diverse Weather Series Daytime Sunny [1:3] -> Dusk Rainy [4:6]

67.12FSS

9

Feb 26, 2026

Diverse Weather Series Daytime Sunny [1:3] -> Daytime Foggy [4:6]

58.93FSS

9

Feb 26, 2026

Diverse Weather Series Daytime Sunny [1:3] -> Night Rainy [4:6]

0.853FSS

9

Feb 26, 2026

Page 38 of 81

Popular datasets

COCO Pascal VOC MS-COCO Cityscapes VOC

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