Causality matters in medical imaging

Causality matters in medical imaging

Nature Communications (Nat Commun), 2019

17 December 2019

Daniel Coelho De Castro

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Papers citing "Causality matters in medical imaging"

15 / 165 papers shown

Title
A Structural Causal Model for MR Images of Multiple SclerosisInternational Conference on Medical Image Computing and Computer-Assisted Intervention (MICCAI), 2021 Jacob C. Reinhold A. Carass Jerry L. Prince CML MedIm 189 32 0 04 Mar 2021
Detecting Spurious Correlations with Sanity Tests for Artificial Intelligence Guided Radiology SystemsFrontiers in Digital Health (FDH), 2021 U. Mahmood Robik Shrestha D. Bates L. Mannelli G. Corrias Y. Erdi Christopher Kanan 135 19 0 04 Mar 2021
D'ya like DAGs? A Survey on Structure Learning and Causal DiscoveryACM Computing Surveys (CSUR), 2021 M. Vowels Necati Cihan Camgöz Richard Bowden CML 439 346 0 03 Mar 2021
Out-of-Distribution Generalization Analysis via Influence Function Haotian Ye Chuanlong Xie Yue Liu Zhenguo Li OOD 140 13 0 21 Jan 2021
Biomechanical modelling of brain atrophy through deep learning Mariana da Silva K. Garcia Carole H. Sudre Cher Bass M. Jorge Cardoso E. C. Robinson MedIm 93 5 0 14 Dec 2020
Deep Learning for Medical Anomaly Detection -- A SurveyACM Computing Surveys (ACM CSUR), 2020 Tharindu Fernando Harshala Gammulle Akila Pemasiri Sridha Sridharan Clinton Fookes OOD 380 349 0 04 Dec 2020
Learning Causal Semantic Representation for Out-of-Distribution Prediction Yu Xie Xinwei Sun Yongfeng Zhang Haoyue Tang Tao Li Tao Qin Wei Chen Tie-Yan Liu CML OODD OOD 578 118 0 03 Nov 2020
Surgical Data Science -- from Concepts toward Clinical Translation Lena Maier-Hein Matthias Eisenmann Duygu Sarikaya Keno Marz Toby Collins ... D. Teber F. Uckert Beat P. Müller-Stich Pierre Jannin Stefanie Speidel AI4CE 134 267 0 30 Oct 2020
On the Composition and Limitations of Publicly Available COVID-19 X-Ray Imaging Datasets Beatriz Garcia Santa Cruz J. Sölter M. Bossa A. Husch OOD 189 11 0 26 Aug 2020
Causal Feature Selection via Orthogonal Search Ashkan Soleymani Anant Raj Stefan Bauer Bernhard Schölkopf M. Besserve CML 228 18 0 06 Jul 2020
In Search of Lost Domain Generalization Ishaan Gulrajani David Lopez-Paz OOD 368 1,310 0 02 Jul 2020
Image-level Harmonization of Multi-Site Data using Image-and-Spatial Transformer Networks Robert Robinson Qi Dou Daniel Coelho De Castro K. Kamnitsas M. Groot Ronald M. Summers Daniel Rueckert Ben Glocker OOD MedIm 105 20 0 30 Jun 2020
Selecting Data Augmentation for Simulating Interventions Maximilian Ilse Jakub M. Tomczak Patrick Forré OOD CML 297 18 0 04 May 2020
Understanding the effects of artifacts on automated polyp detection and incorporating that knowledge via learning without forgetting Maxime Kayser R. Soberanis-Mukul Anna-Maria Zvereva P. Klare Nassir Navab Shadi Albarqouni 94 7 0 07 Feb 2020
The Liver Tumor Segmentation Benchmark (LiTS) Patrick Bilic P. Christ Hongwei Bran Li Eugene Vorontsov Avi Ben-Cohen ... L. Soler Bram van Ginneken H. Greenspan Leo Joskowicz Bjoern Menze 500 1,240 0 13 Jan 2019