Overview

• [JSTARS2021] Research Progress on Few-Shot Learning for Remote Sensing Image Interpretation [Paper]
• [RS2022] Few-shot object detection in remote sensing image interpretation: Opportunities and challenges [Paper]

Scene Classification

Year	Title	Model	Published	Code	Keywords
2021	DLA-MatchNet for Few-Shot Remote Sensing Image Scene Classification	DLA-MatchNet	IEEE TGRS	-	-
2021	SPNet: Siamese-Prototype Network for Few-Shot Remote Sensing Image Scene Classification	SPNet	IEEE TGRS	code	-
2021	SCL-MLNet: Boosting Few-Shot Remote Sensing Scene Classification via Self-Supervised Contrastive Learning	SCL-MLNet	IEEE TGRS	-	-
2022	MKN: Metakernel Networks for Few Shot Remote Sensing Scene Classification	MKN	IEEE TGRS	-	-
2022	AIFS-DATASET for Few-Shot Aerial Image Scene Classification	-	IEEE TGRS	-	-
2022	Open Set Few-Shot Remote Sensing Scene Classification Based on a Multiorder Graph Convolutional Network and Domain Adaptation	-	IEEE TGRS	-	-
2022	Two-Path Aggregation Attention Network With Quad-Patch Data Augmentation for Few-Shot Scene Classification	-	IEEE TGRS	-	-
2022	SGMNet: Scene Graph Matching Network for Few-Shot Remote Sensing Scene Classification	-	IEEE TGRS	-	-
2022	Few-Shot Scene Classification of Optical Remote Sensing Images Leveraging Calibrated Pretext Tasks	-	IEEE TGRS	-	-
2023	Foreground–Background Contrastive Learning for Few-Shot Remote Sensing Image Scene Classification	-	IEEE TGRS	-	-
2023	Multipretext-Task Prototypes Guided Dynamic Contrastive Learning Network for Few-Shot Remote Sensing Scene Classification	-	IEEE TGRS	code	-
2023	Exploring Hard Samples in Multiview for Few-Shot Remote Sensing Scene Classification	-	IEEE TGRS	-	-
2023	Few-Shot Remote Sensing Image Scene Classification Based on Metric Learning and Local Descriptors	-	RS	-	-
2023	A Novel Discriminative Enhancement Method for Few-Shot Remote Sensing Image Scene Classification	-	RS	-	-
2023	MFGNet: Multibranch Feature Generation Networks for Few-Shot Remote Sensing Scene Classification	MFGNet	IEEE TGRS	-	-
2023	MMML: Multimanifold Metric Learning for Few-Shot Remote-Sensing Image Scene Classification	MMML	IEEE TGRS	-	-
2023	Few-Shot Remote Sensing Scene Classification With Spatial Affinity Attention and Class Surrogate-Based Supervised Contrastive Learning	-	IEEE TGRS	-	-
2023	TeAw: Text-Aware Few-Shot Remote Sensing Image Scene Classification	-	ICASSP	-	-

Object Detection

Year	Title	Model	Published	Code	Keywords
2021	Double Head Predictor Based Few-Shot Object Detection for Aerial Imagery	-	ICCV Workshop	code	-
2021	Few-Shot Object Detection on Remote Sensing Images	-	IEEE TGRS	code	-
2021	Few-Shot Object Detection on Remote Sensing Images via Shared Attention Module and Balanced Fine-Tuning Strategy	-	RS	-	-
2021	Few-Shot Object Detection of Remote Sensing Images via Two-Stage Fine-Tuning	-	IEEE TGRS	-	-
2022	Few Shot Object Detection for SAR Images via Feature Enhancement and Dynamic Relationship Modeling	-	RS	-	-
2022	FSODS: A Lightweight Metalearning Method for Few-Shot Object Detection on SAR Images	-	IEEE TGRS	-	-
2022	MM-RCNN: Toward Few-Shot Object Detection in Remote Sensing Images With Meta Memory	-	IEEE TGRS	-	-
2023	Generalized Few-Shot Object Detection in Remote Sensing Images	-	ISPRS	code	-
2023	Few-Shot Object Detection in Aerial Imagery Guided by Text-Modal Knowledge	-	IEEE TGRS	-	-
2023	Text Semantic Fusion Relation Graph Reasoning for Few-Shot Object Detection on Remote Sensing Images	-	RS	-	-
2023	Few-Shot Object Detection in Remote Sensing Imagery via Fuse Context Dependencies and Global Features	-	RS	-	-

Semantic Segmentation

Year	Title	Model	Published	Code	Keywords
2022	Few-Shot Segmentation of Remote Sensing Images Using Deep Metric Learning	-	IEEE GRSL	-	-
2023	Self-Correlation and Cross-Correlation Learning for Few-Shot Remote Sensing Image Semantic Segmentation	SCCNet	Sigspatial	code	-
2023	Global Rectification and Decoupled Registration for Few-Shot Segmentation in Remote Sensing Imagery	R2Net	IEEE TGRS	code	-
2023	Holistic Mutual Representation Enhancement for Few-Shot Remote Sensing Segmentation	-	IEEE TGRS	-	-