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

Few-shot Semantic Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

COCO 20 i (cross-val)

44.9mIoU (Fold 0)

20

Feb 26, 2026

PASCAL-5^i 61 (test)

64.8mIoU

16

Feb 26, 2026

PASCAL-5i 5-shot VOC 2012 SDS

84.1mIoU (5^0)

15

Apr 8, 2026

COCO-20i binary

66.8mIoU

14

Feb 26, 2026

COCO 20^i (test)

48.3mIoU (s-0)

14

Feb 26, 2026

PASCAL-5^i 55 (test)

55.4Score (5^0)

12

Feb 26, 2026

PASCAL-5^i (4-fold cross-validation)

DifFSS (HDMNet)

71.3mIoU (Fold 0)

11

Feb 26, 2026

44.2mIoU

10

Feb 26, 2026

COCO 5-way 1-shot 20 (folds 0-3)

29.7mIoU* (fold-0)

5

Feb 26, 2026

COCO 2-way 1-shot 20 (folds 0-3)

35.3mIoU* (fold-0)

5

Feb 26, 2026

38.31-shot mIoU

4

Feb 26, 2026

60.5mIoU (1-shot)

4

Feb 26, 2026

MiniCOCO-20^i (test)

43Fold-0 IoU

4

Feb 26, 2026

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COCO PASCAL CD-FSS ISIC Chest X-Ray

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