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Papers Benchmarks Datasets Tasks

Few-shot Segmentation research benchmarks – Page 3 · SOTA2 Research

Few-shot Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

OpenEarthMap (test)

41.5Foreground mIoU

10

Jul 1, 2026

LandCover.ai (test)

63.7Foreground mIoU

10

Jul 1, 2026

Vaihingen (test)

64.5Foreground mIoU

10

Jul 1, 2026

71.2Foreground mIoU

10

Jul 1, 2026

49.7Foreground mIoU

10

Jul 1, 2026

Pascal-5^i 2-way 1-shot

48.5Score (S=0)

9

Feb 26, 2026

Cross-domain FSS

65.7S^0

8

Feb 26, 2026

CT-ORG Liver cross-domain (BCV -> CT-ORG)

0.68Dice (Clean)

7

Feb 26, 2026

64.84mIoU

6

Feb 26, 2026

FSS Bounding-box level

73.1S^0

6

Feb 26, 2026

COCO-20i 2-way 1-shot

36.2mIoU (Seg)

5

Feb 26, 2026

COCO-20i 1-way 1-shot

38.3mIoU

5

Feb 26, 2026

PASCAL-5i 2-way 5-shot

0.538mIoU (S^0)

4

Feb 26, 2026

FSS-1000 486 (unseen classes)

Baseline + Prior

81.4Foreground IoU

4

Feb 26, 2026

71.1mIoU

3

Feb 26, 2026

Deepglobe (test)

53.1mIoU

3

Feb 26, 2026

BCV Spleen in-domain (novel classes)

0.6Score (Clean)

3

Feb 26, 2026

BCV Liver in-domain (novel classes)

82Clean Performance

3

Feb 26, 2026

17.7ROM

2

Feb 26, 2026

FSS-1000 1-shot

15ROM

2

Feb 26, 2026

COCO 20^i 1-shot

15ROM

2

Feb 26, 2026

Page 3 of 3

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COCO PASCAL FSS ISIC BCV

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