Awesome-Few-Shot-Semantic-Segmentation Collect some papers about few shot semantic segmentation for images and point cloud.
Some papers for 2017-2021 refer to Few-Shot-Semantic-Segmentation-Papers .
Statistics: 🔥 code is available & stars >= 100 | ⭐ citation >= 50
Point Cloud Semantic Segmentation
Title
Venue
Dataset
PDF
CODE
Few-shot 3D Point Cloud Semantic Segmentation 🔥
CVPR
S3DIS & ScanNet
PDF CODE
Compositional Prototype Network with Multi-view Comparision for Few-Shot Point Cloud Semantic Segmentation
arXiv
ScanNet
PDF -
Few-shot Learning of Part-specific Probability Space for 3D Shape Segmentation
CVPR
ShapeNetPart
PDF CODE
Image Semantic Segmentation
Title
Venue
Dataset
PDF
CODE
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation 🔥
CVPR (Oral)
PASCAL & MS COCO
PDF CODE
Holistic Prototype Activation for Few-Shot Segmentation
TPAMI
PASCAL & MS COCO
PDF
CODE
Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation
IJCAI
PASCAL & MS COCO
PDF CODE
Cost Aggregation Is All You Need for Few-Shot Segmentation
arXiv
PASCAL & MS COCO & FSS-1000
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 -
Title
Venue
PDF
CODE
Few-Shot Segmentation via Cycle-Consistent Transformer
NeurIPS
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
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 -
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
Title
Venue
PDF
CODE
Conditional networks for few-shot semantic segmentation 🔥 ⭐
ICLRW
PDF CODE
Few-Shot Semantic Segmentation with Prototype Learning ⭐
BMVC
PDF -
Title
Venue
PDF
CODE
One-Shot Learning for Semantic Segmentation 🔥 ⭐
BMVC
PDF CODE