3 papers
cs.CV2023
Helping Hands: An Object-Aware Ego-Centric Video Recognition Model
Chuhan Zhang, Ankush Gupta, Andrew Zisserman
We introduce an object-aware decoder for improving the performance of spatio-temporal representations on ego-centric videos. The key idea is to enhance object-awareness during trai…
cs.CV2023
Making the Most of What You Have: Adapting Pre-trained Visual Language Models in the Low-data Regime
Chuhan Zhang, Antoine Miech, Jiajun Shen +2
Large-scale visual language models are widely used as pre-trained models and then adapted for various downstream tasks. While humans are known to efficiently learn new tasks from a…
cs.CV2022
Is an Object-Centric Video Representation Beneficial for Transfer?
Chuhan Zhang, Ankush Gupta, Andrew Zisserman
The objective of this work is to learn an object-centric video representation, with the aim of improving transferability to novel tasks, i.e., tasks different from the pre-training…