Transductive Zero-Shot and Few-Shot CLIP

S Martin, Y Huang, F Shakeri… - Proceedings of the …, 2024 - openaccess.thecvf.com
Transductive inference has been widely investigated in few-shot image classification but
completely overlooked in the recent fast growing literature on adapting vision-langage …

Rethinking Visual Content Refinement in Low-Shot CLIP Adaptation

J Lu, S Wang, Y Hao, H Liu, X Wang… - arXiv preprint arXiv …, 2024 - arxiv.org
Recent adaptations can boost the low-shot capability of Contrastive Vision-Language Pre-
training (CLIP) by effectively facilitating knowledge transfer. However, these adaptation …

Towards Faster and Stronger Deep Earth Mover's Distance for Few-Shot Learning

F Long, J Lv, P Li - openreview.net
Recent works in few-shot learning (FSL) for visual recognition have indicated that dense
features benefit representation learning across novel categories. One of particularly …