| 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 | 5 |
| 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 | 5 |
| FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation | Dec 12, 2024 | Cross-Domain Few-ShotDomain Generalization | CodeCode Available | 2 | 5 |
| 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 | 5 |
| 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 | 5 |
| Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining | Jan 16, 2024 | Cross-Domain Few-Shot | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Adversarial Feature Augmentation for Cross-domain Few-shot Classification | Aug 23, 2022 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 | 5 |
| Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning | Jun 18, 2023 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 | 5 |
| Cross-Domain Few-Shot Learning by Representation Fusion | Oct 13, 2020 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 | 5 |
| A Broader Study of Cross-Domain Few-Shot Learning | Dec 16, 2019 | Cross-Domain Few-Shotcross-domain few-shot learning | CodeCode Available | 1 | 5 |
| AcroFOD: An Adaptive Method for Cross-domain Few-shot Object Detection | Sep 22, 2022 | Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection | CodeCode Available | 1 | 5 |
| 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 | 5 |
| 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 | 5 |
| Cross-Domain Few-Shot Classification via Adversarial Task Augmentation | Apr 29, 2021 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 | 5 |
| Embedded Prompt Tuning: Towards Enhanced Calibration of Pretrained Models for Medical Images | Jul 1, 2024 | Cross-Domain Few-Shotimage-classification | CodeCode Available | 1 | 5 |
| Cross-Level Distillation and Feature Denoising for Cross-Domain Few-Shot Classification | Nov 4, 2023 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 | 5 |
| 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 | 5 |
| CDFSL-V: Cross-Domain Few-Shot Learning for Videos | Sep 7, 2023 | Action RecognitionCross-Domain Few-Shot | CodeCode Available | 1 | 5 |
| CD-FSOD: A Benchmark for Cross-domain Few-shot Object Detection | Oct 11, 2022 | Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection | CodeCode Available | 1 | 5 |
| Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation | Feb 27, 2024 | Cross-Domain Few-ShotSegmentation | CodeCode Available | 1 | 5 |
| Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation | Jan 23, 2020 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 | 5 |
| Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation | May 24, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Cross-Domain Few-Shot Semantic Segmentation | Mar 24, 2022 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation | Apr 16, 2024 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
