As far as I known, this file contains relevant papers about CDFSL in top conferences (or preprint) till now. Feel free to let me know if there is more awesome paper in CDFSL.
ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement.
Yuval Alaluf, Or Patashnik, Daniel Cohen-Or.
arxiv 2021. [PDF] [Project] [Github]
- [ECCV 2020] A Broader Study of Cross-Domain Few-Shot Learning Paper
- A interesting Benchmark in new problem setting, cross domain few shot learning
- [ICLR 2021] Self-training for Few-shot Transfer Across Extreme Task Differences
- Using self-training to solve the problem in CDFSL
- [Preprint 2021] SB-MTL: Score-based Meta Transfer-Learning for Cross-Domain Few-Shot Learning Paper
- Use Graph to advance the classifer in CDFSL
- [ICLR 2020] CROSS-DOMAIN FEW-SHOT CLASSIFICATION VIA LEARNED FEATURE-WISE TRANSFORMATION Paper
- Proposed feature-wise transformation layers for augmenting the image features under different domains in the training stage.