Search Results for author: Fabien Racape

Found 3 papers, 1 papers with code

Learned Disentangled Latent Representations for Scalable Image Coding for Humans and Machines

no code implementations10 Jan 2023 Ezgi Ozyilkan, Mateen Ulhaq, Hyomin Choi, Fabien Racape

As an increasing amount of image and video content will be analyzed by machines, there is demand for a new codec paradigm that is capable of compressing visual input primarily for the purpose of computer vision inference, while secondarily supporting input reconstruction.

object-detection Object Detection

Frequency-aware Learned Image Compression for Quality Scalability

no code implementations3 Jan 2023 Hyomin Choi, Fabien Racape, Shahab Hamidi-Rad, Mateen Ulhaq, Simon Feltman

Spatial frequency analysis and transforms serve a central role in most engineered image and video lossy codecs, but are rarely employed in neural network (NN)-based approaches.

Image Compression

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