| Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning | Jun 18, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Step-wise Distribution Alignment Guided Style Prompt Tuning for Source-free Cross-domain Few-shot Learning | Nov 15, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Cross-domain few-shot learning with unlabelled data | Jan 19, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset (MedIMeta) | Apr 24, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping | Apr 9, 2025 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Adapter Naturally Serves as Decoupler for Cross-Domain Few-Shot Semantic Segmentation | Jun 9, 2025 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | —Unverified | 0 |
| Adapting In-Domain Few-Shot Segmentation to New Domains without Retraining | Apr 30, 2025 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 |
| Adaptive Weighted Co-Learning for Cross-Domain Few-Shot Learning | Dec 6, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| A Framework of Meta Functional Learning for Regularising Knowledge Transfer | Mar 28, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Anomaly Crossing: New Horizons for Video Anomaly Detection as Cross-domain Few-shot Learning | Dec 12, 2021 | Anomaly DetectionCross-Domain Few-Shot | —Unverified | 0 |
| APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation | Jun 12, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | —Unverified | 0 |
| A Survey of Deep Visual Cross-Domain Few-Shot Learning | Mar 16, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Combining Domain-Specific Meta-Learners in the Parameter Space for Cross-Domain Few-Shot Classification | Oct 31, 2020 | ClassificationCross-Domain Few-Shot | —Unverified | 0 |
| ConFeSS: A Framework for Single Source Cross-Domain Few-Shot Learning | Sep 29, 2021 | Contrastive LearningCross-Domain Few-Shot | —Unverified | 0 |
| CQARE: Contrastive Question-Answering for Few-shot Relation Extraction with Prompt Tuning | Nov 16, 2021 | Cross-Domain Few-ShotPrompt Engineering | —Unverified | 0 |
| Cross-Domain Few-Shot Classification via Inter-Source Stylization | Aug 17, 2022 | ClassificationCross-Domain Few-Shot | —Unverified | 0 |
| Cross-domain Few-shot In-context Learning for Enhancing Traffic Sign Recognition | Jul 8, 2024 | Autonomous DrivingCross-Domain Few-Shot | —Unverified | 0 |
| Cross Domain Few-Shot Learning via Meta Adversarial Training | Feb 11, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Cross-Domain Few-Shot Learning with Meta Fine-Tuning | May 21, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Cross-Domain Few-Shot Relation Extraction via Representation Learning and Domain Adaptation | Dec 5, 2022 | Contrastive LearningCross-Domain Few-Shot | —Unverified | 0 |
| Cross-domain Few-shot Segmentation with Transductive Fine-tuning | Nov 27, 2022 | Cross-Domain Few-Shot | —Unverified | 0 |
| DARNet: Bridging Domain Gaps in Cross-Domain Few-Shot Segmentation with Dynamic Adaptation | Dec 8, 2023 | Cross-Domain Few-ShotSegmentation | —Unverified | 0 |
| Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey | Mar 15, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Cap2Aug: Caption guided Image to Image data Augmentation | Dec 11, 2022 | ClassificationCross-Domain Few-Shot | —Unverified | 0 |
| DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain Few-shot Action Recognition | Jul 8, 2024 | Action RecognitionCross-Domain Few-Shot | —Unverified | 0 |
| Domain Agnostic Few-Shot Learning For Document Intelligence | Oct 29, 2021 | ClassificationCross-Domain Few-Shot | —Unverified | 0 |
| Dual-Agent Optimization framework for Cross-Domain Few-Shot Segmentation | Jan 1, 2025 | Cross-Domain Few-ShotDomain Adaptation | —Unverified | 0 |
| Exploiting Style Transfer-based Task Augmentation for Cross-Domain Few-Shot Learning | Jan 19, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| FAD: Frequency Adaptation and Diversion for Cross-domain Few-shot Learning | May 13, 2025 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Feature Transformation Ensemble Model with Batch Spectral Regularization for Cross-Domain Few-Shot Classification | May 18, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Feature Transformation for Cross-domain Few-shot Remote Sensing Scene Classification | Mar 4, 2022 | Cross-Domain Few-ShotScene Classification | —Unverified | 0 |
| Few-shot Class-incremental Learning for Cross-domain Disease Classification | Apr 12, 2023 | class-incremental learningClass Incremental Learning | —Unverified | 0 |
| FrLove : Could a Frenchman rapidly identify Lovecraft? | Jan 17, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning | Mar 8, 2025 | 3D Object DetectionAutonomous Driving | —Unverified | 0 |
| Generalizable Object Keypoint Localization from Generative Priors | Jan 1, 2025 | Cross-Domain Few-ShotImage Generation | —Unverified | 0 |
| How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning? | Feb 18, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Improving the Generalization of Meta-learning on Unseen Domains via Adversarial Shift | Jul 23, 2021 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 |
| Knowledge Distillation Meets Few-Shot Learning: An Approach for Few-Shot Intent Classification Within and Across Domains | May 1, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Large Margin Mechanism and Pseudo Query Set on Cross-Domain Few-Shot Learning | May 19, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Machine learning with limited data | Jan 18, 2021 | BIG-bench Machine LearningCross-Domain Few-Shot | —Unverified | 0 |
| MemREIN: Rein the Domain Shift for Cross-Domain Few-Shot Learning | Sep 29, 2021 | Contrastive LearningCross-Domain Few-Shot | —Unverified | 0 |
| Meta-Exploiting Frequency Prior for Cross-Domain Few-Shot Learning | Nov 3, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition | May 30, 2024 | Action RecognitionCross-Domain Few-Shot | —Unverified | 0 |
| ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification | Jan 1, 2023 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 |
| Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting | Dec 1, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Ranking Distance Calibration for Cross-Domain Few-Shot Learning | Dec 1, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Reconstruction Target Matters in Masked Image Modeling for Cross-Domain Few-Shot Learning | Dec 26, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| ReFine: Re-randomization before Fine-tuning for Cross-domain Few-shot Learning | May 11, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Remember the Difference: Cross-Domain Few-Shot Semantic Segmentation via Meta-Memory Transfer | Jan 1, 2022 | Contrastive LearningCross-Domain Few-Shot | —Unverified | 0 |
| Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning | Jan 1, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
