Francesco Ciompi

Overview

Best Publications

• A survey on deep learning in medical image analysis

  Geert J. S. Litjens;Thijs Kooi;Babak Ehteshami Bejnordi;Arnaud Arindra Adiyoso Setio

  14033
  Citations

• Pulmonary Nodule Detection in CT Images: False Positive Reduction Using Multi-View Convolutional Networks

  Arnaud Arindra Adiyoso Setio;Francesco Ciompi;Geert Litjens;Paul Gerke

  1349
  Citations

• Deep learning in histopathology: the path to the clinic

  Jeroen van der Laak;Jeroen van der Laak;Geert Litjens;Francesco Ciompi

  800
  Citations

• Quantifying the effects of data augmentation and stain color normalization in convolutional neural networks for computational pathology.

  David Tellez;Geert Litjens;Péter Bándi;Wouter Bulten

  522
  Citations

• Whole-Slide Mitosis Detection in H&E Breast Histology Using PHH3 as a Reference to Train Distilled Stain-Invariant Convolutional Networks

  David Tellez;Maschenka Balkenhol;Irene Otte-Holler;Rob van de Loo

  429
  Citations

• State-of-the-Art Deep Learning in Cardiovascular Image Analysis

  Geert Litjens;Francesco Ciompi;Jelmer M. Wolterink;Bob D. de Vos

  367
  Citations

• Automatic classification of pulmonary peri-fissural nodules in computed tomography using an ensemble of 2D views and a convolutional neural network out-of-the-box

  Francesco Ciompi;Bartjan de Hoop;Sarah J. van Riel;Kaman Chung

  341
  Citations

• Off-the-shelf convolutional neural network features for pulmonary nodule detection in computed tomography scans

  Bram van Ginneken;Arnaud A. A. Setio;Colin Jacobs;Francesco Ciompi

  333
  Citations

• Towards automatic pulmonary nodule management in lung cancer screening with deep learning

  Francesco Ciompi;Kaman Chung;Sarah J. van Riel;Arnaud Arindra Adiyoso Setio

  329
  Citations

• Predicting breast tumor proliferation from whole-slide images: The TUPAC16 challenge.

  Mitko Veta;Yujing J. Heng;Nikolas Stathonikos;Babak Ehteshami Bejnordi

  316
  Citations

• Neural Image Compression for Gigapixel Histopathology Image Analysis

  David Tellez;Geert Litjens;Jeroen van der Laak;Francesco Ciompi

  248
  Citations

• HookNet: Multi-resolution convolutional neural networks for semantic segmentation in histopathology whole-slide images.

  Mart van Rijthoven;Maschenka Balkenhol;Karina Siliņa;Jeroen van der Laak

  213
  Citations

• The importance of stain normalization in colorectal tissue classification with convolutional networks

  Francesco Ciompi;Oscar Geessink;Babak Ehteshami Bejnordi;Gabriel Silva de Souza

  200
  Citations

• Standardized evaluation methodology and reference database for evaluating IVUS image segmentation

  Simone Balocco;Carlo Gatta;Francesco Ciompi;Andreas Wahle

  166
  Citations

• Learning to detect lymphocytes in immunohistochemistry with deep learning

  Zaneta Swiderska-Chadaj;Hans Pinckaers;Mart van Rijthoven;Maschenka Balkenhol

  163
  Citations

• Report on computational assessment of Tumor Infiltrating Lymphocytes from the International Immuno-Oncology Biomarker Working Group

  Mohamed Amgad;Elisabeth Specht Stovgaard;Eva Balslev;Jeppe Thagaard

  157
  Citations

• Improving airway segmentation in computed tomography using leak detection with convolutional networks.

  Jean-Paul Charbonnier;Eva M. van Rikxoort;Arnaud A.A. Setio;Cornelia M. Schaefer-Prokop

  129
  Citations

• Computer aided quantification of intratumoral stroma yields an independent prognosticator in rectal cancer

  Oscar G F Geessink;Alexi Baidoshvili;Joost M Klaase;Babak Ehteshami Bejnordi

  121
  Citations

• Deep learning assisted mitotic counting for breast cancer.

  Maschenka C A Balkenhol;David Tellez;Willem Vreuls;Pieter C Clahsen

  114
  Citations

• Rayleigh Mixture Model for Plaque Characterization in Intravascular Ultrasound

  J C Seabra;F Ciompi;O Pujol;J Mauri

  100
  Citations

• HoliMAb: A holistic approach for Media–Adventitia border detection in intravascular ultrasound

  Francesco Ciompi;Oriol Pujol;Carlo Gatta;Marina Alberti

  70
  Citations

• Lung-RADS Category 4X: Does It Improve Prediction of Malignancy in Subsolid Nodules?

  Kaman Chung;Colin Jacobs;Ernst T. Scholten;Jin Mo Goo

  55
  Citations