Data Harmonisation for Information Fusion in Digital Healthcare: A State-of-the-Art Systematic Review, Meta-Analysis and Future Research Directions

no code implementations • 17 Jan 2022 • Yang Nan, Javier Del Ser, Simon Walsh, Carola Schönlieb, Michael Roberts, Ian Selby, Kit Howard, John Owen, Jon Neville, Julien Guiot, Benoit Ernst, Ana Pastor, Angel Alberich-Bayarri, Marion I. Menzel, Sean Walsh, Wim Vos, Nina Flerin, Jean-Paul Charbonnier, Eva van Rikxoort, Avishek Chatterjee, Henry Woodruff, Philippe Lambin, Leonor Cerdá-Alberich, Luis Martí-Bonmatí, Francisco Herrera, Guang Yang

Removing the bias and variance of multicentre data has always been a challenge in large scale digital healthcare studies, which requires the ability to integrate clinical features extracted from data acquired by different scanners and protocols to improve stability and robustness.

Variational Depth from Focus Reconstruction

1 code implementation • 1 Aug 2014 • Michael Moeller, Martin Benning, Carola Schönlieb, Daniel Cremers

This paper deals with the problem of reconstructing a depth map from a sequence of differently focused images, also known as depth from focus or shape from focus.

Imaging with Kantorovich-Rubinstein discrepancy

no code implementations • 1 Jul 2014 • Jan Lellmann, Dirk A. Lorenz, Carola Schönlieb, Tuomo Valkonen

We propose the use of the Kantorovich-Rubinstein norm from optimal transport in imaging problems.

Image Denoising