CORDIS Project
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This project focuses on developing neural compression techniques for lossless data compression, specifically targeting volumetric images in medical imaging and audio/video data. It aims to create efficient algorithms utilizing parallel hardware and a domain-specific language for codec implementation that ensures lossle…
Techniques based on neural networks (NNs), the study of which is often referred to as ‘deep learning’, have recently been shown to be extremely effective as a basis for data compression systems. I will develop the new field of ‘neural compression’, which has emerged around these ideas, focussing primarily on lossless compression in the two directions which I believe are most important:Scale:
NNs go hand in hand with parallel hardware, and I will investigate new parallel compression algorithms fo…
UNIVERSITEIT VAN AMSTERDAM
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