| 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 |
| 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 |
| Adapting In-Domain Few-Shot Segmentation to New Domains without Retraining | Apr 30, 2025 | Cross-Domain Few-ShotDomain Generalization | —Unverified | 0 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| 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 |
| SAM-Aware Graph Prompt Reasoning Network for Cross-Domain Few-Shot Segmentation | Dec 31, 2024 | Cross-Domain Few-ShotGPR | CodeCode Available | 1 |
| 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 |
| FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation | Dec 12, 2024 | Cross-Domain Few-ShotDomain Generalization | CodeCode Available | 2 |
| 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 |
| TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action Recognition | Nov 28, 2024 | Action RecognitionCross-Domain Few-Shot | 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 |
| Meta-Exploiting Frequency Prior for Cross-Domain Few-Shot Learning | Nov 3, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Lightweight Frequency Masker for Cross-Domain Few-Shot Semantic Segmentation | Oct 29, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Mind the Gap Between Prototypes and Images in Cross-domain Finetuning | Oct 16, 2024 | Cross-Domain Few-Shot | CodeCode Available | 1 |
| Towards Cross-domain Few-shot Graph Anomaly Detection | Oct 11, 2024 | Anomaly DetectionContrastive Learning | —Unverified | 0 |
