A
Aurélio Campilho
Researcher at University of Porto
Publications - 223
Citations - 6519
Aurélio Campilho is an academic researcher from University of Porto. The author has contributed to research in topics: Image segmentation & Segmentation. The author has an hindex of 29, co-authored 205 publications receiving 5249 citations. Previous affiliations of Aurélio Campilho include Instituto Superior de Engenharia do Porto & Ngee Ann Polytechnic.
Papers
More filters
Journal ArticleDOI
Segmentation of retinal blood vessels by combining the detection of centerlines and morphological reconstruction
TL;DR: An automated method for the segmentation of the vascular network in retinal images that outperforms other solutions and approximates the average accuracy of a human observer without a significant degradation of sensitivity and specificity is presented.
Journal ArticleDOI
Classification of breast cancer histology images using Convolutional Neural Networks
Teresa Araújo,Guilherme Aresta,Eduardo Castro,José Rouco,Paulo Aguiar,Catarina Eloy,António Polónia,Aurélio Campilho +7 more
TL;DR: A method for the classification of hematoxylin and eosin stained breast biopsy images using Convolutional Neural Networks (CNNs) is proposed and the sensitivity of the method for cancer cases is 95.6%.
BookDOI
Image Analysis and Recognition
TL;DR: An extension to the semi-supervised aligned cluster analysis algorithm (SSACA), a temporal clustering algorithm that incorporates pairwise constraints in the form of must-link and cannot-link is proposed that incorporates an exhaustive constraint propagation mechanism to further improve the clustering process.
Journal ArticleDOI
BACH: Grand challenge on breast cancer histology images.
Guilherme Aresta,Teresa Araújo,Scotty Kwok,Sai Saketh Chennamsetty,Mohammed Safwan,Varghese Alex,Bahram Marami,Marcel Prastawa,Monica Chan,Michael J. Donovan,Gerardo Fernandez,Jack Zeineh,Matthias Kohl,Christoph Walz,Florian Ludwig,Stefan Braunewell,Maximilian Baust,Quoc Dang Vu,Minh Nguyen Nhat To,Eal Kim,Jin Tae Kwak,Sameh Galal,Veronica Sanchez-Freire,Nadia Brancati,Maria Frucci,Daniel Riccio,Yaqi Wang,Lingling Sun,Kaiqiang Ma,Jiannan Fang,Ismael Kone,Lahsen Boulmane,Aurélio Campilho,Catarina Eloy,António Polónia,Paulo Aguiar +35 more
TL;DR: The Grand Challenge on Breast Cancer Histology images (BACH) was organized in conjunction with the 15th International Conference on Image Analysis and Recognition (ICIAR 2018) as mentioned in this paper.
Journal ArticleDOI
End-to-End Adversarial Retinal Image Synthesis
Pedro Costa,Adrian Galdran,Maria Ines Meyer,Meindert Niemeijer,Michael D. Abràmoff,Ana Maria Mendonça,Aurélio Campilho +6 more
TL;DR: This paper proposes to implement an adversarial autoencoder for the task of retinal vessel network synthesis, and uses the generated vessel trees as an intermediate stage for the generation of color retinal images, which is accomplished with a generative adversarial network.