Search Results for author: Antti Hallapuro

Found 3 papers, 0 papers with code

NN-VVC: Versatile Video Coding boosted by self-supervisedly learned image coding for machines

no code implementations19 Jan 2024 Jukka I. Ahonen, Nam Le, Honglei Zhang, Antti Hallapuro, Francesco Cricri, Hamed Rezazadegan Tavakoli, Miska M. Hannuksela, Esa Rahtu

To the best of our knowledge, this is the first research paper showing a hybrid video codec that outperforms VVC on multiple datasets and multiple machine vision tasks.

A Compression Objective and a Cycle Loss for Neural Image Compression

no code implementations24 May 2019 Caglar Aytekin, Francesco Cricri, Antti Hallapuro, Jani Lainema, Emre Aksu, Miska Hannuksela

In this manuscript we propose two objective terms for neural image compression: a compression objective and a cycle loss.

Image Compression MS-SSIM +1

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