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Few Shot Semantic Segmentation Papers Awesome

NOTE: If I missed your paper, plese feel free to raise an issue or drop me an e-mail.

2020

Title Venue PDF CODE
CAFENet: Class-Agnostic Few-Shot Edge Detection Network arXiv PDF -
Objectness-Aware One-Shot Semantic Segmentation arXiv PDF -
FGN: Fully Guided Network for Few-Shot Instance Segmentation arXiv PDF -
CRNet: Cross-Reference Networks for Few-Shot Segmentation arXiv PDF -
Self-Supervised Tuning for Few-Shot Segmentation arXiv PDF -
On the Texture Bias for Few-Shot CNN Segmentation arXiv PDF CODE
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 Inputs arXiv PDF

2019

Title Venue PDF CODE
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
SSAP: Single-Shot Instance Segmentation With Affinity Pyramid ICCV PDF -
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 -
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
SG-One: Similarity Guidance Network for One-Shot Semantic Segmentation arXiv 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

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