Hung-Yu Tseng, Hsin-Ying Lee, Jia-Bin Huang, and Ming-Hsuan Yang, "Cross-Domain Few-Shot Classification via Learned Feature-Wise Transformation", in International Conference on Learning Representations, 2020.
@inproceeding{CrossDomainFewShot, author = {Tseng, Hung-Yu and Lee, Hsin-Ying and Huang, Jia-Bin and Yang, Ming-Hsuan}, title = {Cross Domain Few-Shot Classification via Learned Feature-Wise Transformation}, booktitle = {International Conference on Learning Representations}, year = {2020} }
Performance trained on mini-ImageNet with hand-tuned feature-wise transformation (FT)
Performance trained on multiple datasets with learning-to-learned feature-wise transformation (LFT)
T-SNE visualization of image feature distributions