InnerEye header depicting eye and neural net

Project InnerEye Open-Source Software for Medical Imaging AI

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Active label cleaning for improved dataset quality under resource constraints

Melanie Bernhardt, Daniel Coelho de Castro, Ryutaro Tanno, Anton Schwaighofer, Kerem C. Tezcan, Miguel Monteiro, Shruthi Bannur, Matthew P. Lungren, Aditya Nori, Ben Glocker, Javier Alvarez-Valle, Ozan Oktay

Nature Communications | March 2022, Vol 13(1161): pp. 1-11

Publication Github Project

Machine Learning for Auto-Segmentation in Radiotherapy Planning

K Harrison, H Pullen, C Welsh, Ozan Oktay, Javier Alvarez-Valle, R Jena

The Royal College of Radiologists – Clinical Oncology | January 2022, Vol 34(2): pp. 74-88

Publication Project
Hierarchical Analysis of Visual COVID-19 Features from Chest Radiographs

Shruthi Bannur, Ozan Oktay, Melanie Bernhardt, Anton Schwaighofer, Rajesh Jena, Besmira Nushi, Sharan Wadhwani, Aditya Nori, Kal Natarajan, Shazad Ashraf, Javier Alvarez-Valle, Daniel Coelho de Castro

ICML 2021 Workshop on Interpretable Machine Learning in Healthcare | July 2021

PDF Preprint Project Project Project

Active label cleaning for improved dataset quality under resource constraints

Melanie Bernhardt, Daniel Coelho de Castro, Ryutaro Tanno, Anton Schwaighofer, Kerem C. Tezcan, Miguel Monteiro, Shruthi Bannur, Matthew P. Lungren, Aditya Nori, Ben Glocker, Javier Alvarez-Valle, Ozan Oktay

Nature Communications | March 2022, Vol 13(1161): pp. 1-11

Publication Github Project

Machine Learning for Auto-Segmentation in Radiotherapy Planning

K Harrison, H Pullen, C Welsh, Ozan Oktay, Javier Alvarez-Valle, R Jena

The Royal College of Radiologists – Clinical Oncology | January 2022, Vol 34(2): pp. 74-88

Publication Project

Hierarchical Analysis of Visual COVID-19 Features from Chest Radiographs

Shruthi Bannur, Ozan Oktay, Melanie Bernhardt, Anton Schwaighofer, Rajesh Jena, Besmira Nushi, Sharan Wadhwani, Aditya Nori, Kal Natarajan, Shazad Ashraf, Javier Alvarez-Valle, Daniel Coelho de Castro

ICML 2021 Workshop on Interpretable Machine Learning in Healthcare | July 2021

PDF Preprint Project Project Project
Active label cleaning for improved dataset quality under resource constraints

Melanie Bernhardt, Daniel Coelho de Castro, Ryutaro Tanno, Anton Schwaighofer, Kerem C. Tezcan, Miguel Monteiro, Shruthi Bannur, Matthew P. Lungren, Aditya Nori, Ben Glocker, Javier Alvarez-Valle, Ozan Oktay

Nature Communications | March 2022, Vol 13(1161): pp. 1-11

Publication Github Project

Hierarchical Analysis of Visual COVID-19 Features from Chest Radiographs

Shruthi Bannur, Ozan Oktay, Melanie Bernhardt, Anton Schwaighofer, Rajesh Jena, Besmira Nushi, Sharan Wadhwani, Aditya Nori, Kal Natarajan, Shazad Ashraf, Javier Alvarez-Valle, Daniel Coelho de Castro

ICML 2021 Workshop on Interpretable Machine Learning in Healthcare | July 2021

PDF Preprint Project Project Project
Active label cleaning for improved dataset quality under resource constraints

Melanie Bernhardt, Daniel Coelho de Castro, Ryutaro Tanno, Anton Schwaighofer, Kerem C. Tezcan, Miguel Monteiro, Shruthi Bannur, Matthew P. Lungren, Aditya Nori, Ben Glocker, Javier Alvarez-Valle, Ozan Oktay

Nature Communications | March 2022, Vol 13(1161): pp. 1-11

Publication Github Project

Hierarchical Analysis of Visual COVID-19 Features from Chest Radiographs

Shruthi Bannur, Ozan Oktay, Melanie Bernhardt, Anton Schwaighofer, Rajesh Jena, Besmira Nushi, Sharan Wadhwani, Aditya Nori, Kal Natarajan, Shazad Ashraf, Javier Alvarez-Valle, Daniel Coelho de Castro

ICML 2021 Workshop on Interpretable Machine Learning in Healthcare | July 2021

PDF Preprint Project Project Project

Active label cleaning for improved dataset quality under resource constraints

Melanie Bernhardt, Daniel Coelho de Castro, Ryutaro Tanno, Anton Schwaighofer, Kerem C. Tezcan, Miguel Monteiro, Shruthi Bannur, Matthew P. Lungren, Aditya Nori, Ben Glocker, Javier Alvarez-Valle, Ozan Oktay

Nature Communications | March 2022, Vol 13(1161): pp. 1-11

Publication Github Project

Machine Learning for Auto-Segmentation in Radiotherapy Planning

K Harrison, H Pullen, C Welsh, Ozan Oktay, Javier Alvarez-Valle, R Jena

The Royal College of Radiologists – Clinical Oncology | January 2022, Vol 34(2): pp. 74-88

Publication Project
Hierarchical Analysis of Visual COVID-19 Features from Chest Radiographs

Shruthi Bannur, Ozan Oktay, Melanie Bernhardt, Anton Schwaighofer, Rajesh Jena, Besmira Nushi, Sharan Wadhwani, Aditya Nori, Kal Natarajan, Shazad Ashraf, Javier Alvarez-Valle, Daniel Coelho de Castro

ICML 2021 Workshop on Interpretable Machine Learning in Healthcare | July 2021

PDF Preprint Project Project Project

Project InnerEye Open-Source Software for Medical Imaging AI

Publications

Publications

Publications by Year

2022

2021

Publications by Research Area

Medical, health and genomics

Artificial intelligence

Computer vision

Publications by Type

Article (Journal)

Inproceedings (Conference)