| 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 |
| 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 |
| FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation | Dec 12, 2024 | Cross-Domain Few-ShotDomain Generalization | CodeCode Available | 2 |
| 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 |
| 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 |
| 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 |
| SAM-Aware Graph Prompt Reasoning Network for Cross-Domain Few-Shot Segmentation | Dec 31, 2024 | Cross-Domain Few-ShotGPR | CodeCode Available | 1 |
| 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 |
| 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 |
| 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 |
| 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 Semantic Segmentation via Doubly Matching Transformation | May 24, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation | Apr 16, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | 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 |
| 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 Segmentation via Iterative Support-Query Correspondence Mining | Jan 16, 2024 | Cross-Domain Few-Shot | CodeCode Available | 1 |
| Improving Cross-domain Few-shot Classification with Multilayer Perceptron | Dec 15, 2023 | ClassificationCross-Domain Few-Shot | 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 |
| CDFSL-V: Cross-Domain Few-Shot Learning for Videos | Sep 7, 2023 | Action RecognitionCross-Domain Few-Shot | CodeCode Available | 1 |
| RestNet: Boosting Cross-Domain Few-Shot Segmentation with Residual Transformation Network | Aug 25, 2023 | Cross-Domain Few-ShotSemantic Segmentation | CodeCode Available | 1 |
| Task-Oriented Channel Attention for Fine-Grained Few-Shot Classification | Jul 28, 2023 | Cross-Domain Few-ShotFine-Grained Image Classification | CodeCode Available | 1 |
