Alert button
Picture for Ben Glocker

Ben Glocker

Alert button

Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores

Jul 20, 2022
Zeju Li, Konstantinos Kamnitsas, Mobarakol Islam, Chen Chen, Ben Glocker

Figure 1 for Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores
Figure 2 for Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores
Figure 3 for Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores
Figure 4 for Estimating Model Performance under Domain Shifts with Class-Specific Confidence Scores
Viaarxiv icon

Vector Quantisation for Robust Segmentation

Jul 05, 2022
Ainkaran Santhirasekaram, Avinash Kori, Mathias Winkler, Andrea Rockall, Ben Glocker

Figure 1 for Vector Quantisation for Robust Segmentation
Figure 2 for Vector Quantisation for Robust Segmentation
Figure 3 for Vector Quantisation for Robust Segmentation
Figure 4 for Vector Quantisation for Robust Segmentation
Viaarxiv icon

GLANCE: Global to Local Architecture-Neutral Concept-based Explanations

Jul 05, 2022
Avinash Kori, Ben Glocker, Francesca Toni

Figure 1 for GLANCE: Global to Local Architecture-Neutral Concept-based Explanations
Figure 2 for GLANCE: Global to Local Architecture-Neutral Concept-based Explanations
Figure 3 for GLANCE: Global to Local Architecture-Neutral Concept-based Explanations
Figure 4 for GLANCE: Global to Local Architecture-Neutral Concept-based Explanations
Viaarxiv icon

Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative Models

Jul 05, 2022
Ainkaran Santhirasekaram, Avinash Kori, Andrea Rockall, Mathias Winkler, Francesca Toni, Ben Glocker

Figure 1 for Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative Models
Figure 2 for Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative Models
Figure 3 for Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative Models
Figure 4 for Hierarchical Symbolic Reasoning in Hyperbolic Space for Deep Discriminative Models
Viaarxiv icon

Distributional Gaussian Processes Layers for Out-of-Distribution Detection

Jun 27, 2022
Sebastian G. Popescu, David J. Sharp, James H. Cole, Konstantinos Kamnitsas, Ben Glocker

Figure 1 for Distributional Gaussian Processes Layers for Out-of-Distribution Detection
Figure 2 for Distributional Gaussian Processes Layers for Out-of-Distribution Detection
Figure 3 for Distributional Gaussian Processes Layers for Out-of-Distribution Detection
Figure 4 for Distributional Gaussian Processes Layers for Out-of-Distribution Detection
Viaarxiv icon

Metrics reloaded: Pitfalls and recommendations for image analysis validation

Jun 03, 2022
Lena Maier-Hein, Annika Reinke, Evangelia Christodoulou, Ben Glocker, Patrick Godau, Fabian Isensee, Jens Kleesiek, Michal Kozubek, Mauricio Reyes, Michael A. Riegler, Manuel Wiesenfarth, Michael Baumgartner, Matthias Eisenmann, Doreen Heckmann-Nötzel, A. Emre Kavur, Tim Rädsch, Minu D. Tizabi, Laura Acion, Michela Antonelli, Tal Arbel, Spyridon Bakas, Peter Bankhead, Arriel Benis, M. Jorge Cardoso, Veronika Cheplygina, Beth Cimini, Gary S. Collins, Keyvan Farahani, Bram van Ginneken, Daniel A. Hashimoto, Michael M. Hoffman, Merel Huisman, Pierre Jannin, Charles E. Kahn, Alexandros Karargyris, Alan Karthikesalingam, Hannes Kenngott, Annette Kopp-Schneider, Anna Kreshuk, Tahsin Kurc, Bennett A. Landman, Geert Litjens, Amin Madani, Klaus Maier-Hein, Anne L. Martel, Peter Mattson, Erik Meijering, Bjoern Menze, David Moher, Karel G. M. Moons, Henning Müller, Felix Nickel, Brennan Nichyporuk, Jens Petersen, Nasir Rajpoot, Nicola Rieke, Julio Saez-Rodriguez, Clarisa Sánchez Gutiérrez, Shravya Shetty, Maarten van Smeden, Carole H. Sudre, Ronald M. Summers, Abdel A. Taha, Sotirios A. Tsaftaris, Ben Van Calster, Gaël Varoquaux, Paul F. Jäger

Figure 1 for Metrics reloaded: Pitfalls and recommendations for image analysis validation
Figure 2 for Metrics reloaded: Pitfalls and recommendations for image analysis validation
Figure 3 for Metrics reloaded: Pitfalls and recommendations for image analysis validation
Figure 4 for Metrics reloaded: Pitfalls and recommendations for image analysis validation
Viaarxiv icon

Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed

May 27, 2022
Melanie Bernhardt, Fabio De Sousa Ribeiro, Ben Glocker

Figure 1 for Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed
Figure 2 for Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed
Figure 3 for Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed
Figure 4 for Failure Detection in Medical Image Classification: A Reality Check and Benchmarking Testbed
Viaarxiv icon

Structured Uncertainty in the Observation Space of Variational Autoencoders

May 25, 2022
James Langley, Miguel Monteiro, Charles Jones, Nick Pawlowski, Ben Glocker

Figure 1 for Structured Uncertainty in the Observation Space of Variational Autoencoders
Figure 2 for Structured Uncertainty in the Observation Space of Variational Autoencoders
Figure 3 for Structured Uncertainty in the Observation Space of Variational Autoencoders
Figure 4 for Structured Uncertainty in the Observation Space of Variational Autoencoders
Viaarxiv icon

Federated Learning Enables Big Data for Rare Cancer Boundary Detection

Apr 25, 2022
Sarthak Pati, Ujjwal Baid, Brandon Edwards, Micah Sheller, Shih-Han Wang, G Anthony Reina, Patrick Foley, Alexey Gruzdev, Deepthi Karkada, Christos Davatzikos, Chiharu Sako, Satyam Ghodasara, Michel Bilello, Suyash Mohan, Philipp Vollmuth, Gianluca Brugnara, Chandrakanth J Preetha, Felix Sahm, Klaus Maier-Hein, Maximilian Zenk, Martin Bendszus, Wolfgang Wick, Evan Calabrese, Jeffrey Rudie, Javier Villanueva-Meyer, Soonmee Cha, Madhura Ingalhalikar, Manali Jadhav, Umang Pandey, Jitender Saini, John Garrett, Matthew Larson, Robert Jeraj, Stuart Currie, Russell Frood, Kavi Fatania, Raymond Y Huang, Ken Chang, Carmen Balana, Jaume Capellades, Josep Puig, Johannes Trenkler, Josef Pichler, Georg Necker, Andreas Haunschmidt, Stephan Meckel, Gaurav Shukla, Spencer Liem, Gregory S Alexander, Joseph Lombardo, Joshua D Palmer, Adam E Flanders, Adam P Dicker, Haris I Sair, Craig K Jones, Archana Venkataraman, Meirui Jiang, Tiffany Y So, Cheng Chen, Pheng Ann Heng, Qi Dou, Michal Kozubek, Filip Lux, Jan Michálek, Petr Matula, Miloš Keřkovský, Tereza Kopřivová, Marek Dostál, Václav Vybíhal, Michael A Vogelbaum, J Ross Mitchell, Joaquim Farinhas, Joseph A Maldjian, Chandan Ganesh Bangalore Yogananda, Marco C Pinho, Divya Reddy, James Holcomb, Benjamin C Wagner, Benjamin M Ellingson, Timothy F Cloughesy, Catalina Raymond, Talia Oughourlian, Akifumi Hagiwara, Chencai Wang, Minh-Son To, Sargam Bhardwaj, Chee Chong, Marc Agzarian, Alexandre Xavier Falcão, Samuel B Martins, Bernardo C A Teixeira, Flávia Sprenger, David Menotti, Diego R Lucio, Pamela LaMontagne, Daniel Marcus, Benedikt Wiestler, Florian Kofler, Ivan Ezhov, Marie Metz, Rajan Jain, Matthew Lee, Yvonne W Lui, Richard McKinley, Johannes Slotboom, Piotr Radojewski, Raphael Meier, Roland Wiest, Derrick Murcia, Eric Fu, Rourke Haas, John Thompson, David Ryan Ormond, Chaitra Badve, Andrew E Sloan, Vachan Vadmal, Kristin Waite, Rivka R Colen, Linmin Pei, Murat Ak, Ashok Srinivasan, J Rajiv Bapuraj, Arvind Rao, Nicholas Wang, Ota Yoshiaki, Toshio Moritani, Sevcan Turk, Joonsang Lee, Snehal Prabhudesai, Fanny Morón, Jacob Mandel, Konstantinos Kamnitsas, Ben Glocker, Luke V M Dixon, Matthew Williams, Peter Zampakis, Vasileios Panagiotopoulos, Panagiotis Tsiganos, Sotiris Alexiou, Ilias Haliassos, Evangelia I Zacharaki, Konstantinos Moustakas, Christina Kalogeropoulou, Dimitrios M Kardamakis, Yoon Seong Choi, Seung-Koo Lee, Jong Hee Chang, Sung Soo Ahn, Bing Luo, Laila Poisson, Ning Wen, Pallavi Tiwari, Ruchika Verma, Rohan Bareja, Ipsa Yadav, Jonathan Chen, Neeraj Kumar, Marion Smits, Sebastian R van der Voort, Ahmed Alafandi, Fatih Incekara, Maarten MJ Wijnenga, Georgios Kapsas, Renske Gahrmann, Joost W Schouten, Hendrikus J Dubbink, Arnaud JPE Vincent, Martin J van den Bent, Pim J French, Stefan Klein, Yading Yuan, Sonam Sharma, Tzu-Chi Tseng, Saba Adabi, Simone P Niclou, Olivier Keunen, Ann-Christin Hau, Martin Vallières, David Fortin, Martin Lepage, Bennett Landman, Karthik Ramadass, Kaiwen Xu, Silky Chotai, Lola B Chambless, Akshitkumar Mistry, Reid C Thompson, Yuriy Gusev, Krithika Bhuvaneshwar, Anousheh Sayah, Camelia Bencheqroun, Anas Belouali, Subha Madhavan, Thomas C Booth, Alysha Chelliah, Marc Modat, Haris Shuaib, Carmen Dragos, Aly Abayazeed, Kenneth Kolodziej, Michael Hill, Ahmed Abbassy, Shady Gamal, Mahmoud Mekhaimar, Mohamed Qayati, Mauricio Reyes, Ji Eun Park, Jihye Yun, Ho Sung Kim, Abhishek Mahajan, Mark Muzi, Sean Benson, Regina G H Beets-Tan, Jonas Teuwen, Alejandro Herrera-Trujillo, Maria Trujillo, William Escobar, Ana Abello, Jose Bernal, Jhon Gómez, Joseph Choi, Stephen Baek, Yusung Kim, Heba Ismael, Bryan Allen, John M Buatti, Aikaterini Kotrotsou, Hongwei Li, Tobias Weiss, Michael Weller, Andrea Bink, Bertrand Pouymayou, Hassan F Shaykh, Joel Saltz, Prateek Prasanna, Sampurna Shrestha, Kartik M Mani, David Payne, Tahsin Kurc, Enrique Pelaez, Heydy Franco-Maldonado, Francis Loayza, Sebastian Quevedo, Pamela Guevara, Esteban Torche, Cristobal Mendoza, Franco Vera, Elvis Ríos, Eduardo López, Sergio A Velastin, Godwin Ogbole, Dotun Oyekunle, Olubunmi Odafe-Oyibotha, Babatunde Osobu, Mustapha Shu'aibu, Adeleye Dorcas, Mayowa Soneye, Farouk Dako, Amber L Simpson, Mohammad Hamghalam, Jacob J Peoples, Ricky Hu, Anh Tran, Danielle Cutler, Fabio Y Moraes, Michael A Boss, James Gimpel, Deepak Kattil Veettil, Kendall Schmidt, Brian Bialecki, Sailaja Marella, Cynthia Price, Lisa Cimino, Charles Apgar, Prashant Shah, Bjoern Menze, Jill S Barnholtz-Sloan, Jason Martin, Spyridon Bakas

Viaarxiv icon

Investigating underdiagnosis of AI algorithms in the presence of multiple sources of dataset bias

Jan 19, 2022
Melanie Bernhardt, Charles Jones, Ben Glocker

Viaarxiv icon