63 citations · 148 across the 22 of their papers we have counts for
4 papers · 1 filter
Dynamic Appearance: A Video Representation for Action Recognition with Joint Training
Guoxi Huang, Adrian G. Bors
Static appearance of video may impede the ability of a deep neural network to learn motion-relevant features in video action recognition. In this paper, we introduce a new concept,…
Task-Free Continual Learning via Online Discrepancy Distance Learning
Fei Ye, Adrian G. Bors
Learning from non-stationary data streams, also called Task-Free Continual Learning (TFCL) remains challenging due to the absence of explicit task information. Although recently so…
Continual Variational Autoencoder Learning via Online Cooperative Memorization
Fei Ye, Adrian G. Bors
Due to their inference, data representation and reconstruction properties, Variational Autoencoders (VAE) have been successfully used in continual learning classification tasks. Ho…
Learning an evolved mixture model for task-free continual learning
Fei Ye, Adrian G. Bors
Recently, continual learning (CL) has gained significant interest because it enables deep learning models to acquire new knowledge without forgetting previously learnt information.…