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 101–125 of 168 papers

Title	Date	Tasks	Status	Score
Unsupervised Deep Learning for Bayesian Brain MRI Segmentation	Apr 25, 2019	Brain Image SegmentationBrain Segmentation	CodeCode Available	5
Attentional Prototype Inference for Few-Shot Segmentation	May 14, 2021	Bayesian InferenceFew-Shot Semantic Segmentation	CodeCode Available	5
Few-shot semantic segmentation via mask aggregation	Feb 15, 2022	ClassificationFew-Shot Semantic Segmentation	CodeCode Available	5
Self-Regularized Prototypical Network for Few-Shot Semantic Segmentation	Oct 30, 2022	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
AdaSemSeg: An Adaptive Few-shot Semantic Segmentation of Seismic Facies	Jan 28, 2025	Few-Shot LearningFew-Shot Semantic Segmentation	—Unverified	0
Advancing Incremental Few-shot Semantic Segmentation via Semantic-guided Relation Alignment and Adaptation	May 18, 2023	Few-Shot Semantic SegmentationIncremental Learning	—Unverified	0
Analyzing Local Representations of Self-supervised Vision Transformers	Dec 31, 2023	Contrastive LearningFew-Shot Semantic Segmentation	—Unverified	0
A New Local Transformation Module for Few-shot Segmentation	Oct 14, 2019	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation	Nov 24, 2021	Few-Shot Semantic SegmentationMetric Learning	—Unverified	0
A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation	Nov 2, 2021	Few-Shot Semantic SegmentationMeta-Learning	—Unverified	0
APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation	Jun 12, 2024	Cross-Domain Few-ShotFew-Shot Semantic Segmentation	—Unverified	0
Attention-Based Multi-Context Guiding for Few-Shot Semantic Segmentation	Jul 1, 2019	Few-Shot LearningFew-Shot Semantic Segmentation	—Unverified	0
Background Clustering Pre-training for Few-shot Segmentation	Dec 6, 2023	Few-Shot Semantic Segmentation	—Unverified	0
Bidirectional Feature Globalization for Few-shot Semantic Segmentation of 3D Point Cloud Scenes	Aug 13, 2022	Few-Shot Semantic SegmentationMetric Learning	—Unverified	0
Boosting Few-Shot Semantic Segmentation Via Segment Anything Model	Jan 18, 2024	Few-Shot Semantic SegmentationMedical Image Analysis	—Unverified	0
Boosting Few-shot Semantic Segmentation with Transformers	Aug 4, 2021	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
[CLS] Token is All You Need for Zero-Shot Semantic Segmentation	Apr 13, 2023	AllFew-Shot Semantic Segmentation	—Unverified	0
Dense Affinity Matching for Few-Shot Segmentation	Jul 17, 2023	Few-Shot Semantic Segmentation	—Unverified	0
Differentiable Meta-learning Model for Few-shot Semantic Segmentation	Nov 23, 2019	Few-Shot LearningFew-Shot Semantic Segmentation	—Unverified	0
DINOv2-powered Few-Shot Semantic Segmentation: A Unified Framework via Cross-Model Distillation and 4D Correlation Mining	Apr 22, 2025	Few-Shot Semantic SegmentationMeta-Learning	—Unverified	0
DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation	Jan 1, 2025	Few-Shot Semantic SegmentationSegmentation	—Unverified	0
Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation	Apr 22, 2022	Few-Shot Semantic SegmentationSemantic Segmentation	—Unverified	0
Few-shot 3D LiDAR Semantic Segmentation for Autonomous Driving	Feb 17, 2023	Autonomous DrivingFew-Shot Learning	—Unverified	0
Few-shot Segmentation with Optimal Transport Matching and Message Flow	Aug 19, 2021	Few-Shot Semantic SegmentationMulti-Task Learning	—Unverified	0
Few Shot Semantic Segmentation: a review of methodologies, benchmarks, and open challenges	Apr 12, 2023	Autonomous DrivingFew-Shot Learning	—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