| 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 |