| Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning | Jun 18, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 | 5 |
| 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 | 5 |
| 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 | 5 |
| Adaptive Semantic Consistency for Cross-domain Few-shot Classification | Aug 1, 2023 | ClassificationCross-Domain Few-Shot | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Beyond Simple Meta-Learning: Multi-Purpose Models for Multi-Domain, Active and Continual Few-Shot Learning | Jan 13, 2022 | Active Learningcontinual few-shot learning | CodeCode Available | 0 | 5 |
| Contextual Gradient Scaling for Few-Shot Learning | Oct 20, 2021 | Cross-Domain Few-ShotFew-Shot Learning | CodeCode Available | 0 | 5 |
| Contextual Interaction via Primitive-based Adversarial Training For Compositional Zero-shot Learning | Jun 21, 2024 | AttributeCompositional Zero-Shot Learning | CodeCode Available | 0 | 5 |
| Cross-Domain Few-Shot Graph Classification | Jan 20, 2022 | ClassificationCross-Domain Few-Shot | CodeCode Available | 0 | 5 |
| Cross-Domain Few-Shot Learning via Adaptive Transformer Networks | Jan 25, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 | 5 |
| Feature Extractor Stacking for Cross-domain Few-shot Learning | May 12, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 | 5 |
| Cross-domain Multi-modal Few-shot Object Detection via Rich Text | Mar 24, 2024 | Cross-Domain Few-ShotDomain Adaptation | CodeCode Available | 0 | 5 |
| DAMSL: Domain Agnostic Meta Score-based Learning | Jun 6, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 | 5 |
| Enhancing Masked Time-Series Modeling via Dropping Patches | Dec 19, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting | Jun 24, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 | 5 |
| Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes | Jan 29, 2024 | Cross-Domain Few-ShotFew-Shot Image Classification | CodeCode Available | 0 | 5 |
| Few-Shot Learning with Graph Neural Networks | Nov 10, 2017 | Active LearningCross-Domain Few-Shot | CodeCode Available | 0 | 5 |
| Leveraging Normalization Layer in Adapters With Progressive Learning and Adaptive Distillation for Cross-Domain Few-Shot Learning | Dec 18, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 | 5 |
| MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation | Apr 30, 2024 | Cross-Domain Few-ShotLanguage Modelling | CodeCode Available | 0 | 5 |
| Modular Adaptation for Cross-Domain Few-Shot Learning | Apr 1, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 | 5 |
| MOKD: Cross-domain Finetuning for Few-shot Classification via Maximizing Optimized Kernel Dependence | May 29, 2024 | Cross-Domain Few-Shot | CodeCode Available | 0 | 5 |
| Multi-level Relation Learning for Cross-domain Few-shot Hyperspectral Image Classification | Nov 2, 2023 | ClassificationContrastive Learning | CodeCode Available | 0 | 5 |
| Mutually Guided Few-shot Learning for Relational Triple Extraction | Jun 23, 2023 | Cross-Domain Few-ShotDecoder | CodeCode Available | 0 | 5 |
| On Label-Efficient Computer Vision: Building Fast and Effective Few-Shot Image Classifiers | Oct 19, 2021 | Active LearningContinual Learning | CodeCode Available | 0 | 5 |
| Rationale-Guided Few-Shot Classification to Detect Abusive Language | Nov 30, 2022 | Abusive LanguageClassification | CodeCode Available | 0 | 5 |
| RobustEMD: Domain Robust Matching for Cross-domain Few-shot Medical Image Segmentation | Oct 1, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 0 | 5 |
| Self-Supervised Learning For Few-Shot Image Classification | Nov 14, 2019 | ClassificationCross-Domain Few-Shot | CodeCode Available | 0 | 5 |
| SVasP: Self-Versatility Adversarial Style Perturbation for Cross-Domain Few-Shot Learning | Dec 12, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 | 5 |
| TGDM: Target Guided Dynamic Mixup for Cross-Domain Few-Shot Learning | Oct 11, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 | 5 |
| Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning | Mar 15, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 | 5 |
| Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey | Mar 15, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 | 0 |
| DARNet: Bridging Domain Gaps in Cross-Domain Few-Shot Segmentation with Dynamic Adaptation | Dec 8, 2023 | Cross-Domain Few-ShotSegmentation | —Unverified | 0 | 0 |
| Improving the Generalization of Meta-learning on Unseen Domains via Adversarial Shift | Jul 23, 2021 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 | 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 | 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 | 0 |
| Cross-domain Few-shot Segmentation with Transductive Fine-tuning | Nov 27, 2022 | Cross-Domain Few-Shot | —Unverified | 0 | 0 |
| Task-aware Adaptive Learning for Cross-domain Few-shot Learning | Jan 1, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 | 0 |
| Cross-Domain Few-Shot Relation Extraction via Representation Learning and Domain Adaptation | Dec 5, 2022 | Contrastive LearningCross-Domain Few-Shot | —Unverified | 0 | 0 |
| Machine learning with limited data | Jan 18, 2021 | BIG-bench Machine LearningCross-Domain Few-Shot | —Unverified | 0 | 0 |
| Cross-Domain Few-Shot Learning with Meta Fine-Tuning | May 21, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 | 0 |
| MemREIN: Rein the Domain Shift for Cross-Domain Few-Shot Learning | Sep 29, 2021 | Contrastive LearningCross-Domain Few-Shot | —Unverified | 0 | 0 |
| Adapting In-Domain Few-Shot Segmentation to New Domains without Retraining | Apr 30, 2025 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 | 0 |
| Meta-Exploiting Frequency Prior for Cross-Domain Few-Shot Learning | Nov 3, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 | 0 |
| Cross-domain few-shot learning with unlabelled data | Jan 19, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 | 0 |
| Cross Domain Few-Shot Learning via Meta Adversarial Training | Feb 11, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 | 0 |
| Cross-domain Few-shot In-context Learning for Enhancing Traffic Sign Recognition | Jul 8, 2024 | Autonomous DrivingCross-Domain Few-Shot | —Unverified | 0 | 0 |
| Task-Specific Preconditioner for Cross-Domain Few-Shot Learning | Dec 20, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 | 0 |
| TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation | Sep 9, 2024 | Cross-Domain Few-ShotImage Segmentation | —Unverified | 0 | 0 |
| Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition | May 30, 2024 | Action RecognitionCross-Domain Few-Shot | —Unverified | 0 | 0 |
