| 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 |
| Adapter Naturally Serves as Decoupler for Cross-Domain Few-Shot Semantic Segmentation | Jun 9, 2025 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | —Unverified | 0 |
| FAD: Frequency Adaptation and Diversion for Cross-domain Few-shot Learning | May 13, 2025 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Adapting In-Domain Few-Shot Segmentation to New Domains without Retraining | Apr 30, 2025 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 |
| A Cross-Domain Few-Shot Learning Method Based on Domain Knowledge Mapping | Apr 9, 2025 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| The Devil is in Low-Level Features for Cross-Domain Few-Shot Segmentation | Mar 27, 2025 | Cross-Domain Few-ShotSegmentation | —Unverified | 0 |
| From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning | Mar 8, 2025 | 3D Object DetectionAutonomous Driving | —Unverified | 0 |
| Dual-Agent Optimization framework for Cross-Domain Few-Shot Segmentation | Jan 1, 2025 | Cross-Domain Few-ShotDomain Adaptation | —Unverified | 0 |
| Generalizable Object Keypoint Localization from Generative Priors | Jan 1, 2025 | Cross-Domain Few-ShotImage Generation | —Unverified | 0 |
| Reconstruction Target Matters in Masked Image Modeling for Cross-Domain Few-Shot Learning | Dec 26, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Task-Specific Preconditioner for Cross-Domain Few-Shot Learning | Dec 20, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Enhancing Masked Time-Series Modeling via Dropping Patches | Dec 19, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| 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 |
| Prompt as Free Lunch: Enhancing Diversity in Source-Free Cross-domain Few-shot Learning through Semantic-Guided Prompting | Dec 1, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Meta-Exploiting Frequency Prior for Cross-Domain Few-Shot Learning | Nov 3, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Towards Cross-domain Few-shot Graph Anomaly Detection | Oct 11, 2024 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
| 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 |
| TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation | Sep 9, 2024 | Cross-Domain Few-ShotImage Segmentation | —Unverified | 0 |
| DMSD-CDFSAR: Distillation from Mixed-Source Domain for Cross-Domain Few-shot Action Recognition | Jul 8, 2024 | Action RecognitionCross-Domain Few-Shot | —Unverified | 0 |
| Cross-domain Few-shot In-context Learning for Enhancing Traffic Sign Recognition | Jul 8, 2024 | Autonomous DrivingCross-Domain Few-Shot | —Unverified | 0 |
| Exploring Cross-Domain Few-Shot Classification via Frequency-Aware Prompting | Jun 24, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Contextual Interaction via Primitive-based Adversarial Training For Compositional Zero-shot Learning | Jun 21, 2024 | AttributeCompositional Zero-Shot Learning | CodeCode Available | 0 |
| APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation | Jun 12, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | —Unverified | 0 |
| Understanding the Cross-Domain Capabilities of Video-Based Few-Shot Action Recognition Models | Jun 3, 2024 | Action RecognitionCross-Domain Few-Shot | —Unverified | 0 |