| NTIRE 2025 Challenge on Cross-Domain Few-Shot Object Detection: Methods and Results | Apr 14, 2025 | Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection | CodeCode Available | 2 |
| Enhance Then Search: An Augmentation-Search Strategy with Foundation Models for Cross-Domain Few-Shot Object Detection | Apr 6, 2025 | Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection | CodeCode Available | 2 |
| FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation | Dec 12, 2024 | Cross-Domain Few-ShotDomain Generalization | CodeCode Available | 2 |
| Cross-Domain Few-Shot Object Detection via Enhanced Open-Set Object Detector | Feb 5, 2024 | Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection | CodeCode Available | 2 |
| RestNet: Boosting Cross-Domain Few-Shot Segmentation with Residual Transformation Network | Aug 25, 2023 | Cross-Domain Few-ShotSemantic Segmentation | CodeCode Available | 1 |
| TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action Recognition | Nov 28, 2024 | Action RecognitionCross-Domain Few-Shot | CodeCode Available | 1 |
| Task-Oriented Channel Attention for Fine-Grained Few-Shot Classification | Jul 28, 2023 | Cross-Domain Few-ShotFine-Grained Image Classification | CodeCode Available | 1 |
| Cross-domain Few-shot Learning with Task-specific Adapters | Jul 1, 2021 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| 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 |
| 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 |
| Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic Segmentation | Oct 22, 2021 | Autonomous DrivingCross-Domain Few-Shot | CodeCode Available | 1 |
| PromptNER: Prompt Locating and Typing for Named Entity Recognition | May 26, 2023 | Cross-Domain Few-ShotEntity Typing | CodeCode Available | 1 |
| Revisiting Prototypical Network for Cross Domain Few-Shot Learning | Jan 1, 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 |
| Few-Shot Classification with Feature Map Reconstruction Networks | Dec 2, 2020 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning | Mar 1, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation | Apr 16, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| CDFormer: Cross-Domain Few-Shot Object Detection Transformer Against Feature Confusion | May 2, 2025 | 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 |
| Improving Cross-domain Few-shot Classification with Multilayer Perceptron | Dec 15, 2023 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning | Jun 18, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 |
| Lightweight Frequency Masker for Cross-Domain Few-Shot Semantic Segmentation | Oct 29, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Enhancing Information Maximization with Distance-Aware Contrastive Learning for Source-Free Cross-Domain Few-Shot Learning | Mar 4, 2024 | Contrastive LearningCross-Domain Few-Shot | CodeCode Available | 1 |
| Mind the Gap Between Prototypes and Images in Cross-domain Finetuning | Oct 16, 2024 | Cross-Domain Few-Shot | 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 |
| Cross-Domain Few-Shot Classification via Adversarial Task Augmentation | Apr 29, 2021 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation | Jan 23, 2020 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Enhancing Few-Shot Image Classification through Learnable Multi-Scale Embedding and Attention Mechanisms | Sep 12, 2024 | Cross-Domain Few-ShotFew-Shot Image Classification | CodeCode Available | 1 |
| SAM-Aware Graph Prompt Reasoning Network for Cross-Domain Few-Shot Segmentation | Dec 31, 2024 | Cross-Domain Few-ShotGPR | CodeCode Available | 1 |
| Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition | Jan 8, 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 |
| Embedded Prompt Tuning: Towards Enhanced Calibration of Pretrained Models for Medical Images | Jul 1, 2024 | Cross-Domain Few-Shotimage-classification | CodeCode Available | 1 |
| Cross-Domain Few-Shot Learning by Representation Fusion | Oct 13, 2020 | 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 |
| Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning | Mar 7, 2024 | 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 |
| Explanation-Guided Training for Cross-Domain Few-Shot Classification | Jul 17, 2020 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Cross-domain Few-shot Object Detection with Multi-modal Textual Enrichment | Feb 23, 2025 | Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection | CodeCode Available | 1 |
| CDFSL-V: Cross-Domain Few-Shot Learning for Videos | Sep 7, 2023 | Action RecognitionCross-Domain Few-Shot | CodeCode Available | 1 |
| Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining | Jan 16, 2024 | Cross-Domain Few-Shot | CodeCode Available | 1 |
| 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 |
| Cross-Domain Few-Shot Semantic Segmentation | Mar 24, 2022 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation | May 24, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation | Feb 27, 2024 | Cross-Domain Few-ShotSegmentation | CodeCode Available | 1 |
| Cross-Level Distillation and Feature Denoising for Cross-Domain Few-Shot Classification | Nov 4, 2023 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| 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 |
| A Broader Study of Cross-Domain Few-Shot Learning | Dec 16, 2019 | 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 |
| StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning | Feb 18, 2023 | Adversarial AttackCross-Domain Few-Shot | CodeCode Available | 1 |
| 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 |
