| 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 |
| Improving Cross-domain Few-shot Classification with Multilayer Perceptron | Dec 15, 2023 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| DARNet: Bridging Domain Gaps in Cross-Domain Few-Shot Segmentation with Dynamic Adaptation | Dec 8, 2023 | Cross-Domain Few-ShotSegmentation | —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 |
| Cross-Level Distillation and Feature Denoising for Cross-Domain Few-Shot Classification | Nov 4, 2023 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Multi-level Relation Learning for Cross-domain Few-shot Hyperspectral Image Classification | Nov 2, 2023 | ClassificationContrastive Learning | CodeCode Available | 0 |
| CDFSL-V: Cross-Domain Few-Shot Learning for Videos | Sep 7, 2023 | Action RecognitionCross-Domain Few-Shot | CodeCode Available | 1 |
| RestNet: Boosting Cross-Domain Few-Shot Segmentation with Residual Transformation Network | Aug 25, 2023 | Cross-Domain Few-ShotSemantic Segmentation | CodeCode Available | 1 |
| Adaptive Semantic Consistency for Cross-domain Few-shot Classification | Aug 1, 2023 | ClassificationCross-Domain Few-Shot | CodeCode Available | 0 |
| Task-Oriented Channel Attention for Fine-Grained Few-Shot Classification | Jul 28, 2023 | Cross-Domain Few-ShotFine-Grained Image Classification | CodeCode Available | 1 |
| Mutually Guided Few-shot Learning for Relational Triple Extraction | Jun 23, 2023 | Cross-Domain Few-ShotDecoder | CodeCode Available | 0 |
| Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning | Jun 18, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| PromptNER: Prompt Locating and Typing for Named Entity Recognition | May 26, 2023 | Cross-Domain Few-ShotEntity Typing | CodeCode Available | 1 |
| Few-shot Class-incremental Learning for Cross-domain Disease Classification | Apr 12, 2023 | class-incremental learningClass Incremental Learning | —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 |
| Deep Learning for Cross-Domain Few-Shot Visual Recognition: A Survey | Mar 15, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Unsupervised Meta-Learning via Few-shot Pseudo-supervised Contrastive Learning | Mar 2, 2023 | Contrastive LearningCross-Domain Few-Shot | CodeCode Available | 1 |
| StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning | Feb 18, 2023 | Adversarial AttackCross-Domain Few-Shot | CodeCode Available | 1 |
| 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 |
| Task-aware Adaptive Learning for Cross-domain Few-shot Learning | Jan 1, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Revisiting Prototypical Network for Cross Domain Few-Shot Learning | Jan 1, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| ProD: Prompting-To-Disentangle Domain Knowledge for Cross-Domain Few-Shot Image Classification | Jan 1, 2023 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 |
| Cap2Aug: Caption guided Image to Image data Augmentation | Dec 11, 2022 | ClassificationCross-Domain Few-Shot | —Unverified | 0 |
| Cross-Domain Few-Shot Relation Extraction via Representation Learning and Domain Adaptation | Dec 5, 2022 | Contrastive LearningCross-Domain Few-Shot | —Unverified | 0 |
| Rationale-Guided Few-Shot Classification to Detect Abusive Language | Nov 30, 2022 | Abusive LanguageClassification | CodeCode Available | 0 |
| Cross-domain Few-shot Segmentation with Transductive Fine-tuning | Nov 27, 2022 | Cross-Domain Few-Shot | —Unverified | 0 |
| 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 |
| CD-FSOD: A Benchmark for Cross-domain Few-shot Object Detection | Oct 11, 2022 | Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection | CodeCode Available | 1 |
| ME-D2N: Multi-Expert Domain Decompositional Network for Cross-Domain Few-Shot Learning | Oct 11, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| AcroFOD: An Adaptive Method for Cross-domain Few-shot Object Detection | Sep 22, 2022 | Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection | CodeCode Available | 1 |
| Adversarial Feature Augmentation for Cross-domain Few-shot Classification | Aug 23, 2022 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Cross-Domain Few-Shot Classification via Inter-Source Stylization | Aug 17, 2022 | ClassificationCross-Domain Few-Shot | —Unverified | 0 |
| Learn-to-Decompose: Cascaded Decomposition Network for Cross-Domain Few-Shot Facial Expression Recognition | Jul 16, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification | Jun 30, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Feature Extractor Stacking for Cross-domain Few-shot Learning | May 12, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 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 |
| 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 |
| Universal Representations: A Unified Look at Multiple Task and Domain Learning | Apr 6, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| A Framework of Meta Functional Learning for Regularising Knowledge Transfer | Mar 28, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Cross-Domain Few-Shot Semantic Segmentation | Mar 24, 2022 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| 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 |
| Feature Transformation for Cross-domain Few-shot Remote Sensing Scene Classification | Mar 4, 2022 | Cross-Domain Few-ShotScene Classification | —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 |
| Cross Domain Few-Shot Learning via Meta Adversarial Training | Feb 11, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty | Feb 1, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Cross-Domain Few-Shot Graph Classification | Jan 20, 2022 | ClassificationCross-Domain Few-Shot | CodeCode Available | 0 |
| When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework | Jan 18, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| FrLove : Could a Frenchman rapidly identify Lovecraft? | Jan 17, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| 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 |
| Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning | Jan 1, 2022 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
