| 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 |
| 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 |
| 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 |
| 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 |
| Embedded Prompt Tuning: Towards Enhanced Calibration of Pretrained Models for Medical Images | Jul 1, 2024 | Cross-Domain Few-Shotimage-classification | CodeCode Available | 1 |
| 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 |
| Multimodal Cross-Domain Few-Shot Learning for Egocentric Action Recognition | May 30, 2024 | Action RecognitionCross-Domain Few-Shot | —Unverified | 0 |
| MOKD: Cross-domain Finetuning for Few-shot Classification via Maximizing Optimized Kernel Dependence | May 29, 2024 | Cross-Domain Few-Shot | CodeCode Available | 0 |
| Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation | May 24, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| MetaCoCo: A New Few-Shot Classification Benchmark with Spurious Correlation | Apr 30, 2024 | Cross-Domain Few-ShotLanguage Modelling | CodeCode Available | 0 |
| A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset (MedIMeta) | Apr 24, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | —Unverified | 0 |
| Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation | Apr 16, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Cross-domain Multi-modal Few-shot Object Detection via Rich Text | Mar 24, 2024 | Cross-Domain Few-ShotDomain Adaptation | CodeCode Available | 0 |
| 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 |
| 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 |
| 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 |
| Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation | Feb 27, 2024 | Cross-Domain Few-ShotSegmentation | CodeCode Available | 1 |
| 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 |
| Few and Fewer: Learning Better from Few Examples Using Fewer Base Classes | Jan 29, 2024 | Cross-Domain Few-ShotFew-Shot Image Classification | CodeCode Available | 0 |
| Cross-Domain Few-Shot Learning via Adaptive Transformer Networks | Jan 25, 2024 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 0 |
| Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining | Jan 16, 2024 | Cross-Domain Few-Shot | CodeCode Available | 1 |
