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Few-shot Segmentation research benchmarks – Page 2 · SOTA2 Research

Few-shot Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

82.8Dice

19

Jun 26, 2026

Leaf diseases Agriculture

34.37mIoU (1-shot)

19

Feb 26, 2026

Steel defect Industrial

15.361-shot mIoU

19

Feb 26, 2026

Road crack Industrial

11.671-shot mIoU

19

Feb 26, 2026

COCO-20ⁱ (S0, S1, S2, S3, Mean)

68.9mIoU (Mean)

19

Feb 26, 2026

91.7mIoU

18

Feb 26, 2026

iSAID (Target), PASCAL VOC (Source)

31.21Mean mIoU

16

May 15, 2026

LoveDA (Target), PASCAL VOC (Source)

48.36Mean mIoU

16

May 15, 2026

FBP (Target) PASCAL VOC (Source)

36.11Mean mIoU

16

May 15, 2026

Potsdam Target PASCAL VOC Source

45.18Mean mIoU

16

May 15, 2026

COCO-20² (test)

47.9mIoU

16

Feb 26, 2026

Pascal 5^i 1-way 5-shot

72.6mIoU (0-shot)

13

Feb 26, 2026

57mIoU

12

Jul 1, 2026

51.9mIoU

12

Jul 1, 2026

72.4mIoU

10

Jul 1, 2026

52.8mIoU

10

Jul 1, 2026

Massachusetts Buildings

33.6mIoU

10

Jul 1, 2026

59.2mIoU

10

Jul 1, 2026

51.3mIoU

10

Jul 1, 2026

77.9mIoU

10

Jul 1, 2026

42.5Foreground mIoU

10

Jul 1, 2026

35.3Foreground mIoU

10

Jul 1, 2026

37.3Foreground mIoU

10

Jul 1, 2026

60.3Foreground mIoU

10

Jul 1, 2026

56.1Foreground mIoU

10

Jul 1, 2026

Page 2 of 3

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