awesome-few-shot-segmentation-in-remote-sensing

A curated list of few-shot segmentation / few shot semantic segmentation / few shot image segmentation / few shot image semantic segmentation in remote sensing imagery.

Papers

2024

Venue	Title	Dataset	PDF	Code
TGARS	Mask-Guided Correlation Learning for Few-Shot Segmentation in Remote Sensing Imagery	iSAID-5i / DLRSD-5i	PDF	CODE
TGARS	Multiprototype Relational Network for Few-Shot ALS Point Cloud Semantic Segmentation by Transferring Knowledge From Photogrammetric Point Clouds	SensatUrban / ISPRS / DALES	PDF	-
JSTARS	Cross-Domain Few-Shot Segmentation for Remote Sensing Image Based on Task Augmentation and Feature Disentanglement	WHDLD / GID5	PDF	-
JSTARS	A Simple Framework of Few-Shot Learning Using Sparse Annotations for Semantic Segmentation of 3-D Point Clouds	Toronto-3D MLS / ISPRS	PDF	-
CVPR Workshop	Generalized Few-Shot Meets Remote Sensing: Discovering Novel Classes in Land Cover Mapping via Hybrid Semantic Segmentation Framework	Openearthmap	PDF	CODE
CVPR Workshop	Learnable Prompt for Few-Shot Semantic Segmentation in Remote Sensing Domain	Openearthmap	PDF	-
CVPR Workshop	Class Similarity Transition: Decoupling Class Similarities and Imbalance from Generalized Few-shot Segmentation	Openearthmap	PDF	CODE
CVPR Workshop	Enrich Distill and Fuse: Generalized Few-Shot Semantic Segmentation in Remote Sensing Leveraging Foundation Model's Assistance	Openearthmap	PDF	-
CVPR Workshop	Dynamic Knowledge Adapter with Probabilistic Calibration for Generalized Few-Shot Semantic Segmentation	Openearthmap	PDF	-
arixv	Embedding Generalized Semantic Knowledge into Few-Shot Remote Sensing Segmentation	iSAID-5i	PDF	-
-	Multi-Granularity Aggregation Network for Remote Sensing Few-Shot Segmentation	iSAID-5i / LoveDA	PDF	CODE
-	Spectral Super-Resolution Assisted Few-Shot Semantic Segmentation of Remote Sensing Imagery	-	PDF	CODE

2023

Venue	Title	Dataset	PDF	Code
ACM SIGSPATIAL GIS	Self-Correlation and Cross-Correlation Learning for Few-Shot Remote Sensing Image Semantic Segmentation	iSAID-5i / DLRSD-5i	PDF	CODE
TGARS	Global Rectification and Decoupled Registration for Few-Shot Segmentation in Remote Sensing Imagery	iSAID-5i	PDF	CODE
TGARS	Not Just Learning From Others but Relying on Yourself: A New Perspective on Few-Shot Segmentation in Remote Sensing	iSAID-5i / LoveDA	PDF	CODE
TGARS	Progressive Parsing and Commonality Distillation for Few-Shot Remote Sensing Segmentation	iSAID-5i	PDF	CODE
TGARS	Few-Shot Rotation-Invariant Aerial Image Semantic Segmentation	iSAID-5i	PDF	CODE
TGARS	MSANet: Multiscale Self-Attention Aggregation Network for Few-Shot Aerial Imagery Segmentation	DLRSD-4i / iSAID-5i / iSAID-4i	PDF	CODE
TGARS	Few-Shot Aerial Image Semantic Segmentation Leveraging Pyramid Correlation Fusion	iSAID-5i / DLRSD-5i	PDF	CODE
TGARS	Holistic Mutual Representation Enhancement for Few-Shot Remote Sensing Segmentation	iSAID-5i / Flood-3i	PDF	-
Remote Sensing	Learn to Few-Shot Segment Remote Sensing Images from Irrelevant Data	Deepglobe / Potsdam / Vaihingen / AISD	PDF	-
Remote Sensing	Multi-Scale Similarity Guidance Few-Shot Network for Ship Segmentation in SAR Images	SARShip-4i	PDF	CODE
Neurocomputing	Texture based prototypical network for few-shot semantic segmentation of forest cover: Generalizing for different geographical regions	DeepGlobe - LandCover AI	PDF	-
IGARSS	Crossseg: Cross-Scene Few-Shot Aerial Segmentation Using Probabilistic Prototypes	Vaihingen	PDF	-
TGARS Letters	EPFNet: Edge-Prototype Fusion Network Toward Few-Shot Semantic Segmentation for Aerial Remote-Sensing Images	iSAID-5i	PDF	-
arxiv	Self-guided Few-shot Semantic Segmentation for Remote Sensing Imagery Based on Large Vision Models	DLRSD-5i	PDF	-

2022

Venue	Title	Dataset	PDF	Code
Remote Sensing	Semi-Supervised Contrastive Learning for Few-Shot Segmentation of Remote Sensing Images	Vaihingen / Zurich Summer	PDF	-
TGARS Letters	Few-Shot Segmentation of Remote Sensing Images Using Deep Metric Learning	ISPRS	PDF	-

2021

Venue	Title	Dataset	PDF	Code
TGARS	DMML-Net: Deep Metametric Learning for Few-Shot Geographic Object Segmentation in Remote Sensing Imagery	iSAID-5i / DLRSD-5i	PDF	-
TGARS	Scale-Aware Detailed Matching for Few-Shot Aerial Image Semantic Segmentation	iSAID-5i	PDF	CODE

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