Track / Overview

The role of Machine Learning (ML) in imaging is becoming increasingly prominent. Benefiting from the generation of ever-larger datasets, incorporating ML into imaging paradigms is full of promises: enabling better reconstructions and easier quantitative analysis; performing faster and higher-resolution imaging; maintaining image quality while taking fewer measurements; using imaging data for personalized applications; and so on.

In this track, we'll discuss the key ML trends emerging in various imaging fields, from computer vision to medical imaging or autonomous driving --- and many others. Through a series of high-level thematic talks, our aim is to highlight the principal challenges and opportunities ahead for ML in imaging.

Track / Schedule

Introduction: AI & Imaging

With Sabine Süsstrunk

Learning to understand and manipulate: Recent results in video understanding and robotics manipulation

With Cordelia Schmid

On Bayesian models with networks for reconstruction and detection

With Ender Konukoglu

Break & Poster Session

Machine learning applied in public service media archives

With Léonard Bouchet

Machine Learning for Bioimage Informatics: Successes, Challenges, and Perspectives

With Virginie Uhlmann

ML and Rail: Opportunities and Challenges

With Carlos Becker

Track / Speakers

Sabine Süsstrunk

Professor, EPFL

Léonard Bouchet

Head of Data and Archives, RTS Radio Télévision Suisse

Virginie Uhlmann

Research group Leader, EMBL-EBI

Carlos Becker

Director of AI Engineering, Invision AI

Ender Konukoglu

Professor, ETH Zurich

Cordelia Schmid

INRIA Research Director, THOTH Grenoble

Track / Co-organizers

Laurène Donati

Coordination, Imaging @ EPFL

Sabine Süsstrunk

Professor, EPFL

Radhakrishna Achanta

Senior Scientist, Swiss Data Science Center (ETH Zürich/EPFL)

Daniel Sage

Coordination, Imaging, EPFL

Mathieu Salzmann

Senior Researcher, EPFL

AMLD EPFL 2020 / Tracks & talks

AI & Skills

Marcel Salathé, Isabelle Chappuis, Pierre Vandergheynst, Mieke Van de Capelle, Christian Scharff, Frédéric Baffou, Guillermo Barrenetxea, Mara Pasquali, Kenneth Younge

13:30-17:00 January 29Auditorium C (Cloud)

AI & Governance

Sanja Fabrio, Ayisha Piotti, Charles Radclyffe, Hugh Taylor, Anna Jobin, Ron Chrisley, Anna Wippel, David Campos, Wayne Grixti, Eva Thelisson, Jesper Soederberg, Stefan Ravizza, Thomas Schneider

13:30-17:00 January 293BC

Poster Session & Light Apéritif

17:00-19:00 January 27Garden level

AMLD / Global partners