| Remember the Difference: Cross-Domain Few-Shot Semantic Segmentation via Meta-Memory Transfer | Jan 1, 2022 | Contrastive LearningCross-Domain Few-Shot | —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 |
| Ranking Distance Calibration for Cross-Domain Few-Shot Learning | Dec 1, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| CQARE: Contrastive Question-Answering for Few-shot Relation Extraction with Prompt Tuning | Nov 16, 2021 | Cross-Domain Few-ShotPrompt Engineering | —Unverified | 0 |
| Domain Agnostic Few-Shot Learning For Document Intelligence | Oct 29, 2021 | ClassificationCross-Domain Few-Shot | —Unverified | 0 |
| Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic Segmentation | Oct 22, 2021 | Autonomous DrivingCross-Domain Few-Shot | CodeCode Available | 1 |
| Contextual Gradient Scaling for Few-Shot Learning | Oct 20, 2021 | Cross-Domain Few-ShotFew-Shot Learning | CodeCode Available | 0 |
| On Label-Efficient Computer Vision: Building Fast and Effective Few-Shot Image Classifiers | Oct 19, 2021 | Active LearningContinual Learning | —Unverified | 0 |
| Switch to Generalize: Domain-Switch Learning for Cross-Domain Few-Shot Classification | Sep 29, 2021 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 |
| ConFeSS: A Framework for Single Source Cross-Domain Few-Shot Learning | Sep 29, 2021 | Contrastive 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 |
| Self-Taught Cross-Domain Few-Shot Learning with Weakly Supervised Object Localization and Task-Decomposition | Sep 3, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised Autoencoder | Aug 11, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Semi-supervised Meta-learning for Cross-domain Few-shot Intent Classification | Aug 1, 2021 | Cross-Domain Few-ShotFew-Shot Learning | —Unverified | 0 |
| Meta-FDMixup: Cross-Domain Few-Shot Learning Guided by Labeled Target Data | Jul 26, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Improving the Generalization of Meta-learning on Unseen Domains via Adversarial Shift | Jul 23, 2021 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 |
| Cross-domain Few-shot Learning with Task-specific Adapters | Jul 1, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization | Jun 19, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data | Jun 14, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| DAMSL: Domain Agnostic Meta Score-based Learning | Jun 6, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Cross-Domain Few-Shot Classification via Adversarial Task Augmentation | Apr 29, 2021 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Modular Adaptation for Cross-Domain Few-Shot Learning | Apr 1, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Cross-domain few-shot learning with unlabelled data | Jan 19, 2021 | 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 |
| Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition | Jan 8, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier | Jan 3, 2021 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning | Dec 3, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Few-Shot Classification with Feature Map Reconstruction Networks | Dec 2, 2020 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Combining Domain-Specific Meta-Learners in the Parameter Space for Cross-Domain Few-Shot Classification | Oct 31, 2020 | ClassificationCross-Domain Few-Shot | —Unverified | 0 |
| Cross-Domain Few-Shot Learning by Representation Fusion | Oct 13, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Revisiting Mid-Level Patterns for Cross-Domain Few-Shot Recognition | Aug 7, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Explanation-Guided Training for Cross-Domain Few-Shot Classification | Jul 17, 2020 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| A Transductive Multi-Head Model for Cross-Domain Few-Shot Learning | Jun 8, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Ensemble Model with Batch Spectral Regularization and Data Blending for Cross-Domain Few-Shot Learning with Unlabeled Data | Jun 8, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Cross-Domain Few-Shot Learning with Meta Fine-Tuning | May 21, 2020 | 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 |
| 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 |
| Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation | Jan 23, 2020 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| A Broader Study of Cross-Domain Few-Shot Learning | Dec 16, 2019 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Self-Supervised Learning For Few-Shot Image Classification | Nov 14, 2019 | ClassificationCross-Domain Few-Shot | CodeCode Available | 0 |
| Few-Shot Learning with Graph Neural Networks | Nov 10, 2017 | Active LearningCross-Domain Few-Shot | CodeCode Available | 0 |
