S
Svetha Venkatesh
Researcher at Deakin University
Publications - 864
Citations - 20118
Svetha Venkatesh is an academic researcher from Deakin University. The author has contributed to research in topics: Bayesian optimization & Computer science. The author has an hindex of 60, co-authored 828 publications receiving 16441 citations. Previous affiliations of Svetha Venkatesh include Australian National University & National University of Singapore.
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Proceedings ArticleDOI
Black-box Few-shot Knowledge Distillation
TL;DR: The main idea is to expand the training set by generating a diverse set of out-of-distribution synthetic images using MixUp and a conditional variational auto-encoder, which significantly outperforms recent SOTA few/zero-shot KD methods on image classification tasks.
Proceedings ArticleDOI
IMCE: integrated media creation environment
TL;DR: An integrated media creation environment is discussed, its efficacy in the generation of two simple home movies is demonstrated, and content repurposing powered by those same transformations added to the rich semantic information maintained at each phase of the process.
Proceedings ArticleDOI
Adaptive depletion for improvement of MPEG video compression
TL;DR: Through the use of a depletion algorithm that takes advantage of characteristics of the human visual system, images can be displayed using only half or a quarter of the original information with no appreciable loss of quality.