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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 151–168 of 168 papers

Title	Date	Tasks	Status	Hype
Foundation Model or Finetune? Evaluation of few-shot semantic segmentation for river pollution	Sep 5, 2024	Few-Shot Semantic SegmentationSemantic Segmentation	CodeCode Available	0
TeFF: Tracking-enhanced Forgetting-free Few-shot 3D LiDAR Semantic Segmentation	Aug 28, 2024	Autonomous DrivingFew-Shot Learning	CodeCode Available	0
Unsupervised Deep Learning for Bayesian Brain MRI Segmentation	Apr 25, 2019	Brain Image SegmentationBrain Segmentation	CodeCode Available	0
Few-shot Semantic Segmentation with Self-supervision from Pseudo-classes	Oct 22, 2021	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	0
Few-shot semantic segmentation via mask aggregation	Feb 15, 2022	ClassificationFew-Shot Semantic Segmentation	CodeCode Available	0
Few-Shot Fruit Segmentation via Transfer Learning	May 4, 2024	Few-Shot Semantic SegmentationScene Parsing	CodeCode Available	0
Few-shot 3D Multi-modal Medical Image Segmentation using Generative Adversarial Learning	Oct 29, 2018	3D Medical Imaging SegmentationBrain Image Segmentation	CodeCode Available	0
Attentional Prototype Inference for Few-Shot Segmentation	May 14, 2021	Bayesian InferenceFew-Shot Semantic Segmentation	CodeCode Available	0
A Surprisingly Simple Approach to Generalized Few-Shot Semantic Segmentation	Sep 26, 2024	Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation	CodeCode Available	0
Feature Weighting and Boosting for Few-Shot Segmentation	Sep 28, 2019	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	0
Applying ViT in Generalized Few-shot Semantic Segmentation	Aug 27, 2024	DecoderFew-Shot Semantic Segmentation	CodeCode Available	0
Exploring Few-Shot Defect Segmentation in General Industrial Scenarios with Metric Learning and Vision Foundation Models	Feb 3, 2025	Few-Shot Semantic SegmentationManufacturing Quality Control	CodeCode Available	0
Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer	Dec 20, 2024	Classifier calibrationFew-Shot Semantic Segmentation	CodeCode Available	0
SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation	Oct 22, 2018	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	0
PatchRefineNet: Improving Binary Segmentation by Incorporating Signals from Optimal Patch-wise Binarization	Nov 12, 2022	BinarizationFew-Shot Semantic Segmentation	CodeCode Available	0
Quaternion-valued Correlation Learning for Few-Shot Semantic Segmentation	May 12, 2023	Few-Shot Semantic SegmentationSemantic Segmentation	CodeCode Available	0
AMP: Adaptive Masked Proxies for Few-Shot Segmentation	Oct 1, 2019	Continual LearningFew-Shot Semantic Segmentation	CodeCode Available	0
A Language-Guided Benchmark for Weakly Supervised Open Vocabulary Semantic Segmentation	Feb 27, 2023	Few-Shot Semantic SegmentationLanguage Modelling	CodeCode Available	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	DCAMA (ResNet-101)	FB-IoU	77.6	—	Unverified
3	PGMA-Net (ResNet-101)	Mean 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