Carola‐Bibiane Schönlieb

Solving inverse problems using data-driven models

Simon Arridge, Ozan Öktem, Carola‐Bibiane Schönlieb · Acta Numerica · 2019 · 631 citations · Full text

Mathematical Programming, Data-driven Optimization, Engineering +10

Unified Focal loss: Generalising Dice and cross entropy-based losses to handle class imbalanced medical image segmentation

Michael Yeung, Evis Sala, Carola‐Bibiane Schönlieb et al. · Computerized Medical Imaging and Graphics · 2021 · 586 citations · Full text

Learning to Diversify Deep Belief Networks for Hyperspectral Image Classification

Ping Zhong, Zhiqiang Gong, Shutao Li et al. · IEEE Transactions on Geoscience and Remote Sensing · 2017 · 350 citations

A Combined First and Second Order Variational Approach for Image Reconstruction

Kostas Papafitsoros, Carola‐Bibiane Schönlieb · Journal of Mathematical Imaging and Vision · 2013 · 286 citations · Full text

Numerical Analysis, Geometric Modeling, Image Reconstruction +12

A deep-learning pipeline for the diagnosis and discrimination of viral, non-viral and COVID-19 pneumonia from chest X-ray images

Guangyu Wang, Xiaohong Liu, Jun Shen et al. · Nature Biomedical Engineering · 2021 · 188 citations · Full text

Chest X-ray Images, Deep-learning Pipeline, Convolutional Neural Network +15