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Few-Shot Semantic Segmentation

Few-shot semantic segmentation (FSS) learns to segment target objects in query image given few pixel-wise annotated support image.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 41–50 of 168 papers

Title	Date	Tasks	Status	Hype
LERENet: Eliminating Intra-class Differences for Metal Surface Defect Few-shot Semantic Segmentation	Mar 17, 2024	Defect DetectionFew-Shot Semantic Segmentation	—Unverified	0
A Novel Benchmark for Few-Shot Semantic Segmentation in the Era of Foundation Models	Jan 20, 2024	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
Boosting Few-Shot Semantic Segmentation Via Segment Anything Model	Jan 18, 2024	Few-Shot Semantic SegmentationMedical Image Analysis	—Unverified	0
Unlocking the Potential of Pre-trained Vision Transformers for Few-Shot Semantic Segmentation through Relationship Descriptors	Jan 1, 2024	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	0
Analyzing Local Representations of Self-supervised Vision Transformers	Dec 31, 2023	Contrastive LearningFew-Shot Semantic Segmentation	—Unverified	0
Relevant Intrinsic Feature Enhancement Network for Few-Shot Semantic Segmentation	Dec 11, 2023	Few-Shot Semantic SegmentationSemantic Segmentation	—Unverified	0
Background Clustering Pre-training for Few-shot Segmentation	Dec 6, 2023	Few-Shot Semantic Segmentation	—Unverified	0
Language-guided Few-shot Semantic Segmentation	Nov 23, 2023	Few-Shot LearningFew-Shot Semantic Segmentation	—Unverified	0
Self-guided Few-shot Semantic Segmentation for Remote Sensing Imagery Based on Large Vision Models	Nov 22, 2023	Few-Shot Semantic SegmentationPrompt Learning	—Unverified	0
Target-aware Bi-Transformer for Few-shot Segmentation	Sep 18, 2023	Few-Shot Semantic SegmentationSegmentation	—Unverified	0

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All datasets PASCAL-5i (1-Shot)PASCAL-5i (5-Shot)COCO-20i (1-shot)COCO-20i (5-shot)FSS-1000 (1-shot)FSS-1000 (5-shot)COCO-20i -> Pascal VOC (1-shot)COCO-20i -> Pascal VOC (5-shot)COCO-20i (2-way 1-shot)COCO-20i (10-shot)PASCAL-5i (10-Shot)FSS-1000

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SegGPT (ViT)	Mean IoU	83.2	—	Unverified
2	PGMA-Net (ResNet-101)	Mean IoU	77.6	—	Unverified
3	DCAMA (ResNet-101)	FB-IoU	77.6	—	Unverified
4	PGMA-Net (ResNet-50)	Mean IoU	74.1	—	Unverified
5	PGMA-Net (ViT-B/16)	Mean IoU	74.1	—	Unverified
6	GF-SAM (DINOv2)	Mean IoU	72.1	—	Unverified
7	HMNet (ResNet-50)	Mean IoU	70.4	—	Unverified
8	AENet (ResNet-50)	Mean IoU	70.3	—	Unverified
9	HDMNet (DifFSS, ResNet-50)	Mean IoU	70.2	—	Unverified
10	VAT + MSI (ResNet-101)	Mean IoU	70.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SegGPT (ViT)	Mean IoU	89.8	—	Unverified
2	GF-SAM (DINOv2)	Mean IoU	82.6	—	Unverified
3	PGMA-Net (ResNet-101)	Mean IoU	78.6	—	Unverified
4	FPTrans (DeiT-B/16)	Mean IoU	78	—	Unverified
5	DGPNet (ResNet-101)	Mean IoU	75.4	—	Unverified
6	PGMA-Net (ResNet-50)	Mean IoU	75.2	—	Unverified
7	DCAMA (Swin-B)	Mean IoU	74.9	—	Unverified
8	PGMA-Net (ViT-B/16)	Mean IoU	74.6	—	Unverified
9	AENet (ResNet-50)	Mean IoU	74.2	—	Unverified
10	HMNet (ResNet-50)	Mean IoU	74.1	—	Unverified