| 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 |