Timezone: »

 
Workshop
Medical Imaging meets NeurIPS
Hervé Lombaert · Ben Glocker · Ender Konukoglu · Marleen de Bruijne · Aasa Feragen · Ipek Oguz · Jonas Teuwen

Sat Dec 14 08:00 AM -- 06:45 PM (PST) @ West 301 - 305
Event URL: https://sites.google.com/view/med-neurips-2019 »

Medical imaging and radiology are facing a major crisis with an ever-increasing complexity and volume of data along an immense economic pressure. The current advances and widespread use of imaging technologies now overload the human capacity of interpreting medical images, dangerously posing a risk of missing critical patterns of diseases. Machine learning has emerged as a key technology for developing novel tools in computer aided diagnosis, therapy and intervention. Still, progress is slow compared to other fields of visual recognition, which is mainly due to the domain complexity and constraints in clinical applications, i.e., robustness, high accuracy and reliability.

“Medical Imaging meets NeurIPS” aims to bring researchers together from the medical imaging and machine learning communities to discuss the major challenges in the field and opportunities for research and novel applications. The proposed event will be the continuation of a successful workshop organized in NeurIPS 2017 and 2018 (https://sites.google.com/view/med-nips-2018). It will feature a series of invited speakers from academia, medical sciences and industry to give an overview of recent technological advances and remaining major challenges.

Author Information

Hervé Lombaert (ETS Montreal / Inria)

Hervé is Associate Professor at ETS Montreal, Canada and Affiliated Research Scientist at Inria, France - His research interests are in Statistics on Shapes, Data & Medical Images. He had the chance to work in multiple centers, including Microsoft Research (Cambridge, UK), Siemens Corporate Research (Princeton, NJ), Inria Sophia-Antipolis (France), McGill University (Canada), and Polytechnique Montreal (Canada). He is also a recipient of the François Erbsmann Prize, a top prize in Medical Image Analysis, earned a Best Thesis Award at Polytechnique Montreal, as well as several other prizes and fellowships - Hervé co-organized several workshops and special sessions in major international conferences, including NIPS and ICML, on Medical Image Analysis.

Ben Glocker (Imperial College London)
Ender Konukoglu (ETH Zurich)
Marleen de Bruijne (Erasmus MC/University of Copenhagen)
Aasa Feragen (University of Copenhagen, Denmark)
Ipek Oguz (Vanderbilt University)
Jonas Teuwen (Radboud University Medical Center / Netherlands Cancer Institute)

More from the Same Authors

  • 2022 : A Framework for Generating 3D Shape Counterfactuals »
    Rajat Rasal · Daniel C. Castro · Nick Pawlowski · Ben Glocker
  • 2022 : Metrics Reloaded »
    Annika Reinke · Lena Maier-Hein · Patrick Scholz · Minu D. Tizabi · Evangelia Christodoulou · Ben Glocker · Fabian Isensee · Jens Kleesiek · Michal Kozubek · Mauricio Reyes · Michael A. Riegler · Manuel Wiesenfarth · Michael Baumgartner · Matthias Eisenmann · Doreen Heckmann-Nötzel · A. Kavur · Tim Rädsch · Laura Acion · Michela Antonelli · Tal Arbel · Spyridon Bakas · Pete Bankhead · Arriel Benis · Florian Buettner · M. Jorge Cardoso · Veronika Cheplygina · Beth Cimini · Gary Collins · Keyvan Farahani · Luciana Ferrer · Adrian Galdran · Bram van Ginneken · Robert Haase · Daniel Hashimoto · Michael Hoffman · Merel Huisman · Pierre Jannin · Charles Kahn · Dagmar Kainmueller · Alexandros Karargyris · Bernhard Kainz · Alan Karthikesalingam · Hannes Kenngott · Florian Kofler · Annette Kopp-Schneider · Anna Kreshuk · Tahsin Kurc · Bennett Landman · Geert Litjens · Amin Madani · Klaus H. Maier-Hein · Anne Martel · Peter Mattson · Erik Meijering · Bjoern Menze · David Moher · Karel G.M. Moons · Henning Mueller · Brennan Nichyporuk · Felix Nickel · Jens Petersen · Nasir Rajpoot · Nicola Rieke · Julio Saez-Rodriguez · Clarisa Sanchez · Shravya Shetty · Maarten van Smeden · Carole Sudre · Ronald Summers · Abdel Aziz Taha · Sotirios Tsaftaris · Ben Ben Van Calster · Gaël Varoquaux · Paul Jäger
  • 2023 Poster: Canonical normalizing flows for manifold learning »
    Kyriakos Flouris · Ender Konukoglu
  • 2023 Poster: Expert load matters: operating networks at high accuracy and low manual effort »
    Sara Sangalli · Ertunc Erdil · Ender Konukoglu
  • 2022 Workshop: Medical Imaging meets NeurIPS »
    DOU QI · Konstantinos Kamnitsas · Yuankai Huo · Xiaoxiao Li · Daniel Moyer · Danielle Pace · Jonas Teuwen · Islem Rekik
  • 2021 Workshop: Medical Imaging meets NeurIPS »
    DOU QI · Marleen de Bruijne · Ben Glocker · Aasa Feragen · Herve Lombaert · Ipek Oguz · Jonas Teuwen · Islem Rekik · Darko Stern · Xiaoxiao Li
  • 2021 Poster: Constrained Optimization to Train Neural Networks on Critical and Under-Represented Classes »
    Sara Sangalli · Ertunc Erdil · Andeas Hötker · Olivio Donati · Ender Konukoglu
  • 2021 Poster: Spot the Difference: Detection of Topological Changes via Geometric Alignment »
    Per Steffen Czolbe · Aasa Feragen · Oswin Krause
  • 2020 Workshop: Medical Imaging Meets NeurIPS »
    Jonas Teuwen · Qi Dou · Ben Glocker · Ipek Oguz · Aasa Feragen · Hervé Lombaert · Ender Konukoglu · Marleen de Bruijne
  • 2020 : Introduction by Ben Glocker »
    Ben Glocker
  • 2020 Poster: Contrastive learning of global and local features for medical image segmentation with limited annotations »
    Krishna Chaitanya · Ertunc Erdil · Neerav Karani · Ender Konukoglu
  • 2020 Oral: Contrastive learning of global and local features for medical image segmentation with limited annotations »
    Krishna Chaitanya · Ertunc Erdil · Neerav Karani · Ender Konukoglu
  • 2020 Poster: Deep Structural Causal Models for Tractable Counterfactual Inference »
    Nick Pawlowski · Daniel Coelho de Castro · Ben Glocker
  • 2020 Poster: Stochastic Segmentation Networks: Modelling Spatially Correlated Aleatoric Uncertainty »
    Miguel Monteiro · Loic Le Folgoc · Daniel Coelho de Castro · Nick Pawlowski · Bernardo Marques · Konstantinos Kamnitsas · Mark van der Wilk · Ben Glocker
  • 2019 : Coffee Break + Poster Session I »
    Wei-Hung Weng · Simon Kohl · Aiham Taleb · Arijit Patra · Khashayar Namdar · Matthias Perkonigg · Shizhan Gong · Abdullah-Al-Zubaer Imran · Amir Abdi · Ilja Manakov · Johannes C. Paetzold · Ben Glocker · Dushyant Sahoo · Shreyas Fadnavis · Karsten Roth · Xueqing Liu · Yifan Zhang · Alexander Preuhs · Fabian Eitel · Anusua Trivedi · Tomer Weiss · Darko Stern · Liset Vazquez Romaguera · Johannes Hofmanninger · Aakash Kaku · Oloruntobiloba Olatunji · Anastasia Razdaibiedina · Tao Zhang
  • 2019 : Opening Remarks »
    Hervé Lombaert · Ben Glocker · Ender Konukoglu · Marleen de Bruijne · Aasa Feragen · Ipek Oguz · Jonas Teuwen
  • 2019 Poster: Domain Generalization via Model-Agnostic Learning of Semantic Features »
    Qi Dou · Daniel Coelho de Castro · Konstantinos Kamnitsas · Ben Glocker
  • 2018 : Closing remarks »
    Ender Konukoglu · Ben Glocker · Hervé Lombaert · Marleen de Bruijne
  • 2018 : Welcome »
    Ender Konukoglu · Ben Glocker · Hervé Lombaert · Marleen de Bruijne
  • 2018 Workshop: Medical Imaging meets NIPS »
    Ender Konukoglu · Ben Glocker · Hervé Lombaert · Marleen de Bruijne
  • 2017 : Closing »
    Ben Glocker · Ender Konukoglu · Hervé Lombaert · Kanwal Bhatia
  • 2017 : Poster session - Afternoon »
    Yongchan Kwon · Young-geun Kim · Ender Konukoglu · Peter Li · John Guibas · Tejpal Virdi · Kuldeep Kumar · Morteza Mardani · Jelmer Wolterink · Enhao Gong · Natalia Antropova · Johannes Stelzer · Rene Bidart · Wei-Hung Weng · Martin Rajchl · Marc Górriz · Vineeta Singh · Christopher Sandino · Hiba Chougrad · Bob Hu · Isaac Godfried · Ke Xiao · Heliodoro Tejeda Lemus · Jordan Harrod · ILSANG WOO · Vincent Chen · Joseph Cheng · Vikash Gupta · Chuck-Hou Yee · Ben Glocker · Hervé Lombaert · Maximilian Ilse · Aneta Lisowska · Andrew Doyle · Milad Makkie
  • 2017 : Poster session - Morning »
    Yongchan Kwon · Young-geun Kim · Ender Konukoglu · Peter Li · John Guibas · Tejpal Virdi · Kuldeep Kumar · Morteza Mardani · Jelmer Wolterink · Enhao Gong · Natalia Antropova · Johannes Stelzer · Rene Bidart · Wei-Hung Weng · Martin Rajchl · Marc Górriz · Vineeta Singh · Christopher Sandino · Hiba Chougrad · Bob Hu · Isaac Godfried · Ke Xiao · Heliodoro Tejeda Lemus · Jordan Harrod · ILSANG WOO · Vincent Chen · Joseph Cheng · Vikash Gupta · Chuck-Hou Yee · Ben Glocker · Hervé Lombaert · Maximilian Ilse · Aneta Lisowska · Andrew Doyle · Milad Makkie
  • 2017 : Opening »
    Ben Glocker · Ender Konukoglu · Hervé Lombaert · Kanwal Bhatia
  • 2017 Workshop: Medical Imaging meets NIPS »
    Ben Glocker · Ender Konukoglu · Hervé Lombaert · Kanwal Bhatia
  • 2013 Poster: Scalable kernels for graphs with continuous attributes »
    Aasa Feragen · Niklas Kasenburg · Jens Petersen · Marleen de Bruijne · Karsten Borgwardt