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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 61–70 of 168 papers

Title	Date	Tasks	Status	Hype
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?	Dec 11, 2020	AllFew-Shot Semantic Segmentation	CodeCode Available	1
Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation	Jun 1, 2021	Few-Shot LearningFew-Shot Semantic Segmentation	CodeCode Available	1
Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark	Sep 17, 2024	Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation	CodeCode Available	1
Label-Efficient Semantic Segmentation of LiDAR Point Clouds in Adverse Weather Conditions	Jun 14, 2024	Few-Shot Semantic SegmentationSemantic Segmentation	CodeCode Available	1
Learning Non-target Knowledge for Few-shot Semantic Segmentation	May 10, 2022	Contrastive LearningFew-Shot Semantic Segmentation	CodeCode Available	1
Iterative Few-shot Semantic Segmentation from Image Label Text	Mar 10, 2023	Few-Shot Semantic SegmentationLanguage Modeling	CodeCode Available	1
Cost Aggregation Is All You Need for Few-Shot Segmentation	Dec 22, 2021	AllDecoder	CodeCode Available	1
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment	Aug 18, 2019	Few-Shot Semantic SegmentationMetric Learning	CodeCode Available	1
Few-shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural Networks	Jan 17, 2025	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
Small Object Few-shot Segmentation for Vision-based Industrial Inspection	Jul 31, 2024	Anomaly DetectionFew-Shot Semantic Segmentation	CodeCode Available	1

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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