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Papers Benchmarks Datasets Tasks

Few-shot Object Detection research benchmarks · SOTA2 Research

Few-shot Object Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

281ArTaxOr Score

200

Mar 31, 2026

DeFRCN+Meta-ScaledDynamic+Aug

61.8mAP

65

Feb 26, 2026

MS COCO Novel Classes

30.2mAP

37

Feb 26, 2026

MS-COCO 30-shot (novel classes)

45.8nAP (Novel)

34

Feb 26, 2026

MS-COCO 10-shot (novel classes)

44nAP

34

Feb 26, 2026

COCO 2014 (novel)

34nAP

31

Feb 26, 2026

24.5mAP

26

Feb 26, 2026

MS-COCO 20 novel classes

FSDetView w/cos

16.4AP (IoU 0.5:0.95)

19

Feb 26, 2026

COCO FSOD 10-shot Standard

35.3nAP

17

Feb 26, 2026

Pascal VOC (Novel Split 1)

79.1AP50

16

Feb 26, 2026

COCO novel categories

13.7Novel AP

14

Feb 27, 2026

Pascal VOC (Novel Split 3)

72.6AP50

11

Feb 26, 2026

COCO novel categories 2014 2017 (val)

16.4novel AP

5

Feb 26, 2026

17.2nmAP

4

Feb 26, 2026

11.5nmAP

4

Feb 26, 2026

Pascal VOC (Novel Split 2)

78.2AP50

4

Feb 26, 2026

Popular datasets

COCO Pascal VOC MS-COCO CD-FSOD

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