- [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]
| 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 | - | - |
| 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 | - | - |
| 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 | - | - |