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Awesome-Few-Shot-Semantic-Segmentation

Collect some papers about few shot semantic segmentation.

Some papers for 2017-2021 refer to Few-Shot-Semantic-Segmentation-Papers.

2022

Title Venue Dataset PDF CODE
MaskSplit: Self-supervised Meta-learning for Few-shot Semantic Segmentation WACV PASCAL & MS COCO PDF CODE
A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation WACV PASCAL & MS COCO PDF -

2021

Title Venue PDF CODE
Part-Based Semantic Transform for Few-Shot Semantic Segmentation TNNLS PDF CODE
Scale-Aware Detailed Matching for Few-Shot Aerial Image Semantic Segmentation TGRS 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 Segmenation 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 -
Anti-aliasing Semantic Reconstruction 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
Harmonic Feature Activation for Few-shot Semantic Segmentation TIP 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 -
Cost Aggregation Is All You Need for Few-Shot Segmentation arXiv PDF CODE

2020

Title Venue 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
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