Concept
Inpainting
Publications associées (16)
Backpropagation-free training of deep physical neural networks
Romain Christophe Rémy Fleury, Ali Momeni, Matthieu Francis Malléjac, Babak Rahmani, Marc Philipp Del Hougne
Recent successes in deep learning for vision and natural language processing are attributed to larger models but come with energy consumption and scalability issues. Current training of digital deep-learning models primarily relies on backpropagation that ...
2023Resolution-robust Large Mask In painting with Fourier Convolutions
Modern image inpainting systems, despite the significant progress, often struggle with large missing areas, complex geometric structures, and high-resolution images. We find that one of the main reasons for that is the lack of an effective receptive field ...
IEEE COMPUTER SOC2022Deep Image Restoration: Between Data Fidelity and Learned Priors
Image restoration reconstructs, as faithfully as possible, an original image from a potentially degraded version of it. Image degradations can be of various types, for instance haze, unwanted reflections, optical or spectral aberrations, or other physicall ...
EPFL2021Towards Real-World Super-Resolution using Deep Neural Networks
Image super-resolution reconstructs a higher-resolution image from the observed low-resolution image. In recent years, machine learning models have been widely employed and deep learning networks have achieved state-of-the-art super-resolution performance. ...
EPFL2020Towards neural network approaches for point cloud compression
Touradj Ebrahimi, Evangelos Alexiou, Kuan Tung
Point cloud imaging has emerged as an efficient and popular solution to represent immersive visual information. However, the large volume of data generated in the acquisition process reveals the need of efficient compression solutions in order to store and ...
2020Inpainting in Omnidirectional Images for Privacy Protection
Touradj Ebrahimi, Evgeniy Upenik, Pinar Akyazi
Privacy protection is drawing more attention with the advances in image processing, visual and social media. Photo sharing is a popular activity, which also brings the concern of regulating permissions associated with shared content. This paper presents a ...
2019