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Papers Benchmarks Datasets Tasks

Generalized Few-Shot Semantic Segmentation research benchmarks · SOTA2 Research

Generalized Few-Shot Semantic Segmentation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PASCAL 5^i (test)

Ours (w/ trans.)

76.42Base mIoU

34

Feb 26, 2026

Open-V (alpha=0.5, 5-shot)

78.5Base mIoU

32

Jun 9, 2026

PASCAL-5 i (val)

Base Classifier

66.53Average Base mIoU

22

Feb 26, 2026

COCO 20^i (test)

0.549Base mIoU

19

Feb 26, 2026

53.5Base mIoU

16

Mar 31, 2026

PASCAL-10^i (novel)

70.26Base mIoU

6

Feb 26, 2026

32.92Novel mIoU

5

Feb 26, 2026

PASCAL VOC (train val)

Class-Contrastive Approach for GFSSeg

22.58Mean Novel mIoU

5

Feb 26, 2026

PASCAL VOC (Fold 3)

Class-Contrastive Approach for GFSSeg

24.68Novel mIoU

4

Feb 26, 2026

PASCAL VOC (Fold 2)

Class-Contrastive Approach for GFSSeg

30.06Novel mIoU

4

Feb 26, 2026

PASCAL VOC (Fold 1)

Class-Contrastive Approach for GFSSeg

45.95Novel mIoU

4

Feb 26, 2026

PASCAL VOC (Fold 0)

Class-Contrastive Approach for GFSSeg

27.64Novel mIoU

4

Feb 26, 2026

MS COCO 2014 (cross-validation)

Class-Contrastive Approach for GFSSeg

9.23Fold 0 Novel mIoU

4

Feb 26, 2026

Popular datasets

Pascal VOC PASCAL COCO MS-COCO

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