Probvlm: Probabilistic adapter for frozen vison-language models

U Upadhyay, S Karthik, M Mancini… - Proceedings of the …, 2023 - openaccess.thecvf.com
Large-scale vision-language models (VLMs) like CLIP successfully find correspondences
between images and text. Through the standard deterministic mapping process, an image or …

From categories to classifier: Name-only continual learning by exploring the web

A Prabhu, HAAK Hammoud, SN Lim, B Ghanem… - arXiv preprint arXiv …, 2023 - arxiv.org
Continual Learning (CL) often relies on the availability of extensive annotated datasets, an
assumption that is unrealistically time-consuming and costly in practice. We explore a novel …