Few Shot Semantic Segmentation Papers [](https://awesome.re)

NOTE: If your paper is not in the list, plese feel free to raise an issue or drop me an e-mail.

2023

Title	Venue	PDF	CODE
A Strong Baseline for Generalized Few-Shot Semantic Segmentation	CVPR	PDF	CODE
Few Shot Semantic Segmentation: a review of methodologies and open challenges	arXiv	PDF	-
Elimination of Non-Novel Segments at Multi-Scale for Few-Shot Segmentation	WACV	PDF	-

2022

Title	Venue	PDF	CODE
Few-shot Medical Image Segmentation with Cycle-resemblance Attention	WACV	PDF	-
Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning	NeurIPS	PDF	CODE
Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation	ECCV	PDF	CODE
Cross-Domain Few-Shot Semantic Segmentation	ECCV	PDF	CODE
Self-Support Few-Shot Semantic Segmentation	ECCV	PDF	CODE
Interclass Prototype Relation for Few-Shot Segmentation	ECCV	PDF	CODE
Generalized Few-shot Semantic Segmentation	CVPR	PDF	CODE
Integrative Few-Shot Learning for Classification and Segmentation	CVPR	PDF	CODE
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation	CVPR	PDF	CODE
APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation	TMM	PDF	-
MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation	arXiv	PDF	CODE

2021

Title	Venue	PDF	CODE
Few-shot Semantic Segmentation with Self-supervision from Pseudo-classes	BMVC	PDF	CODE
Rich Embedding Features for One-Shot Semantic Segmentation	TNNLS	PDF	-
Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer	ICCV	PDF	CODE
Hypercorrelation Squeeze for Few-Shot Segmentation	ICCV	PDF	CODE
Mining Latent Classes for Few-shot Segmentation	ICCV	PDF	CODE
Few-Shot Semantic Segmentation with Cyclic Memory Network	ICCV	PDF	-
Learning Meta-class Memory for Few-Shot Semantic Segmentation	ICCV	PDF	CODE
Progressive One-Shot Human Parsing	AAAI	PDF	CODE
Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation	AAAI	PDF	CODE
Scale-Aware Graph Neural Network for Few-Shot Semantic Segmentation	CVPR	PDF	-
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation	CVPR	PDF	CODE
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation	CVPR	PDF	CODE
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?	CVPR	PDF	CODE
On the Texture Bias for Few-Shot CNN Segmentation	WACV	PDF	CODE
A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation	ISBI	PDF	-
Dense Gaussian Processes for Few-Shot Segmentation	arXiv	PDF	-
End-to-end One-shot Human Parsing	arXiv	PDF	-
Few-Shot Segmentation with Global and Local Contrastive Learning	arXiv	PDF	-
Few-shot Segmentation with Optimal Transport Matching and Message Flow	arXiv	PDF	-
Uncertainty-Aware Semi-Supervised Few Shot Segmentation	arXiv	PDF	-

2020

Title	Venue	PDF	CODE
Prior Guided Feature Enrichment Network for Few-Shot Segmentation	TPAMI	PDF	CODE
Dynamic Extension Nets for Few-shot Semantic Segmentation	MM	PDF	CODE
Semi-supervised few-shot learning for medical image segmentation	arXiv	PDF	CODE
Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?	arXiv	PDF	CODE
Meta-Learning Initializations for Image Segmentation	NeurIPS-W	PDF	CODE
BriNet: Towards Bridging the Intra-class and Inter-class Gaps in One-Shot Segmentation	arXiv	PDF	CODE
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without Annotation	ECCV	PDF	CODE
Generalized Few-Shot Semantic Segmentation	arXiv	PDF	-
FSS-1000: A 1000-Class Dataset for Few-Shot Segmentation	CVPR	PDF	CODE
Few-Shot Semantic Segmentation with Democratic Attention Networks	ECCV	PDF	-
Prototype Mixture Models for Few-shot Semantic Segmentation	ECCV	PDF	CODE
PFENet: Prior Guided Feature Enrichment Network for Few-shot Segmentation	TPAMI	PDF	CODE
Part-aware Prototype Network for Few-shot Semantic Segmentation	ECCV	PDF	CODE
SimPropNet: Improved Similarity Propagation for Few-shot Image Segmentation	IJCAI	PDF	-
Objectness-Aware One-Shot Semantic Segmentation	arXiv	PDF	-
Self-Supervised Tuning for Few-Shot Segmentation	arXiv	PDF	-
SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation	TCYB	PDF	CODE
CAFENet: Class-Agnostic Few-Shot Edge Detection Network	arXiv	PDF	-
FGN: Fully Guided Network for Few-Shot Instance Segmentation	CVPR	PDF	-
CRNet: Cross-Reference Networks for Few-Shot Segmentation	CVPR	PDF	-
Differentiable Meta-learning Model for Few-shot Semantic Segmentation	AAAI	PDF	-
Prototype Refinement Network for Few-Shot Segmentation	arXiv	PDF	-
Weakly Supervised Few-shot Object Segmentation using Co-Attention with Visual and Semantic Embeddings	IJCAI	PDF	-

2019

Title	Venue	PDF	CODE
Attention-Based Multi-Context Guiding for Few-Shot Semantic Segmentation	AAAI	PDF	CODE
A deep one-shot network for query-based logo retrieval	PR	PDF	-
PANet: Few-Shot Image Semantic Segmentation with Prototype Alignment	ICCV	PDF	CODE
Pyramid Graph Networks with Connection Attentions for Region-Based One-Shot Semantic Segmentation	ICCV	PDF	-
AMP: Adaptive Masked Proxies for Few-Shot Segmentation	ICCV	PDF	CODE
Feature Weighting and Boosting for Few-Shot Segmentation	ICCV	PDF	-
CANet: Class-Agnostic Segmentation Networks With Iterative Refinement and Attentive Few-Shot Learning	CVPR	PDF	CODE
Adaptive Masked Weight Imprinting for Few-Shot Segmentation	ICLRW	PDF	-
A New Local Transformation Module for Few-Shot Segmentation	MMMM	PDF
A New Few-shot Segmentation Network Based on Class Representation	arXiv	PDF

2018

Title	Venue	PDF	CODE
Conditional networks for few-shot semantic segmentation	ICLRW	PDF	CODE
Few-Shot Semantic Segmentation with Prototype Learning	BMVC	PDF	-

2017

Title	Venue	PDF	CODE
One-Shot Learning for Semantic Segmentation	BMVC	PDF	CODE