Cross-Domain-Few-Shot-Learning

tags: CDFSL

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.

2021

  • [ACM 2021] Meta-FDMixup: Cross-Domain Few-Shot Learning Guided by Labeled Target Data Paper code

ReStyle: A Residual-Based StyleGAN Encoder via Iterative Refinement.
Yuval Alaluf, Or Patashnik, Daniel Cohen-Or.
arxiv 2021. [PDF] [Project] [Github]

Extremely Different Tasks Challenge

  • [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

Other Related Works of 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.