Publications


Articles in Journals
Pedro Costa, Adrian Galdran, Maria Ines Meyer, Meindert Niemeijer, Michael Àbramoff, Ana Maria Mendonça and Aurélio Campilho, End-to-end Adversarial Retinal Image Synthesis, IEEE Transactions on Medical Imaging, vol PP, issue 99, 2017. IEEE

Pedro Costa and Aurélio Campilho, Convolutional bag of words for diabetic retinopathy detection from eye fundus images, IPSJ Transactions on Computer Vision and Applications, vol 9, 2017. Springer

Articles in Conference Proceedings
Benedetta Savelli, Alessandro Bria, Claudio Marrocco, Mario Molinara, Francesco Tortorella, Adrian Galdran and Aurélio Campilho, Illumination correction by dehazing for retinal vessel segmentation, IEEE CBMS2017 – 30th International Symposium on Computer-based Medical Systems, 2017 (accepted).

Adrian Galdran, Teresa Araújo, Ana Mendonça and Aurélio Campilho, Retinal Image Quality Assessment by Mean-Subtracted Contrast-Normalized Coefficients, VipIMAGE 2017 (accepted).

Simão P. Faria, Susana Penas, Luís Mendonça, Jorge A. Silva and Ana Maria Mendonça, 3D Mapping of Choroidal Thickness from OCT B-scans, VipIMAGE 2017 (accepted).

Pedro Costa, Adrian Galdran, Maria Ines Meyer, Ana Maria Mendonça and Aurélio Campilho, Adversarial Synthesis of Retinal Images from Vessel Trees, ICIAR 2017 – International Conference on Image Analysis and Recognition LNCS 10317, pp. 516-523, 2017. ICIAR

Maria Ines Meyer, Pedro Costa, Adrian Galdran, Ana Maria Mendonça and Aurélio Campilho, A deep neural network for vessel tree segmentation of Scanning Laser Ophthalmoscopy Images, ICIAR 2017 – International Conference on Image Analysis and Recognition LNCS 10317, pp. 507-515, 2017. ICIAR

Beatriz Remeseiro, Ana Maria Mendonça and Aurélio Campilho, Objective Quality Assessment of Retinal Images Based on Texture Analysis, Int. Joint Conference on Neural networks (IJCNN2017), May 2017.

Pedro Costa and Aurélio Campilho, Convolutional Bag of Words for Diabetic Retinopathy Detection from Eye Fundus Images, MVA 2017, May 2017.

Ana Maria Mendonça, Beatriz Remeseiro, Behdad Dashtbozorg and Aurélio Campilho, Automatic and semi-automatic approaches for arteriolar-to-venular computation in retinal photographs, SPIE Medical Imaging, Orlando, USA, pages 101341L-101341L-7, 2017. SPIE

Teresa Araújo, Ana Maria Mendonça and Aurélio Campilho, Estimation of retinal vessel caliber using model fitting and random forests, SPIE Medical Imaging, Orlando, USA, pages 101341K-101341K-8, 2017. SPIE Video

Pedro Costa, Adrian Galdran, Maria Ines Meyer, Michael David Abràmoff, Meindert Niemeijer, Ana Maria Mendonça, Aurélio Campilho, Towards Adversarial Retinal Image Synthesis, arXiv:1701.08974v1, January 2017. Code arXiv Demo
Short Papers and Abstracts
Simão P. Faria, Susana Penas, Luís Mendonça, Jorge A. Silva and Ana Maria Mendonça, Estimation of choroidal thickness in OCT images, pp 68-70, RECPAD 2016 – 22nd Edition of the Portuguese Conference on Pattern Recognition, 2016.

Teresa Araújo, Ana Maria Mendonça and Aurélio Campilho, Vessel width estimation in eye fundus images, pp 87-88, RECPAD 2016 – 22nd Edition of the Portuguese Conference on Pattern Recognition, 2016.

Pedro Costa, Aurélio Campilho, Convolutional Bag of Words for Diabetic Retinopathy Detection, Bioimaging 2016, pp 32, 2016 (oral presentation)

Articles in Journals
Behdad Dashtbozorg, Ana Maria Mendonça and Aurelio Campilho, Optic Disc Segmentation Using the Sliding Band Filter, Computers in Biology and Medicine, vol. 56, pp 1-12, 2015 (Esteemed Paper for 2015, top 5%). SDirect

Articles in Conference Proceedings
Behdad Dashtbozorg, Ana Maria Mendonca and Aurelio Campilho, Assessment of Retinal Vascular Changes through Arteriolar-to-Venular Ratio Calculation, Image Analysis and Recognition, Lecture Notes in Computer Science 2015, LNCS 9164, pp. 335-343, 2015. Springer

Articles in Journals
Behdad Dashtbozorg, Mendonça Ana Maria, Aurélio Campilho, An Automatic Graph-Based Approach for Artery/Vein Classification in Retinal Images , IEEE TIP - IEEE Transactions on Image Processing, vol.23, no.3, pp.1073-1083, March, 2014. IEEE

Articles in Conference Proceedings
F Sattar, Aurélio Campilho and Mohamed Kamel, Optic disk localization for gray-scale retinal images based on patch filtering , LNCS - Lecture Notes in Computer Science, vol.8815, pp.277-284, 2014. Springer

Behdad Dashtbozorg, Ana Maria Mendonça, Susana Penas and Aurélio Campilho, Computer-aided Diagnosis System for the Assessment of Retinal Vascular Changes, Miccai 2014 - MICCAI 2014, pp.9-16, Boston, USA, 2014.

Behdad Dashtbozorg, Ana Maria Mendonça, Susana Penas, Aurélio Campilho, RetinaCAD, a system for the assessment of retinal vascular changes, EMBC 2014 - The 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, pp.6328-6331, Chicago, 2014. IEEE

Behdad Dashtbozorg, Ana Maria Mendonça and Aurélio Campilho, Assessment of vascular changes in retinal images, Proceedings IEEE MeMe 2014 - International Symposium on Medical Measurements and Applications, pp.19-22, 2014. IEEE

Short Papers and Abstracts
Behdad Dashtbozorg, Ana Maria Mendonça and Aurélio Campilho, Artery/Vein Classification in Retinal Images, 3rd International Symposium in Applied Bioimaging | Life in a Pixel, pp.32, 2014.

Behdad Dashtbozorg, Ana Maria Mendonça, Susana Penas, Jorge Polónia and Aurélio Campilho, RetinaCAD - Retinal Computer-Aided Diagnosis System, RECPAD 2014, pp.46-47, 2014.

Articles in Journals
Luís Gonçalves, Jorge Novo, António Cunha and Aurélio Campilho, Learning lung nodule malignancy likelihood from radiologist annotations or diagnosis data, Journal of Medical and Biological Engineering, 2017 (accepted)
Articles in Conference Proceedings
Luís Gonçalves, Jorge Novo, António Cunha and Aurélio Campilho, Evaluation of the degree of malignancy of lung nodules in computed tomography images, In Proceedings of the 12th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2017) – Volume 6: VISAPP, pages 74-80, 2017. SCITE

Guilherme Aresta, António Cunha and Aurélio Campilho, Detection of juxta-pleural lung nodules in computed tomography images, SPIE Medical Imaging, Orlando, USA, pages 101343N-101343N-7, 2017. SPIE
Articles in Journals
Luís Gonçalves, Jorge Novo and Aurélio Campilho, Hessian based approaches for 3D lung nodule segmentation, Expert Systems with Applications, May 2016. DOI: 10.1016/j.eswa.2016.05.024. ACM

José Ramos, Thessa T. J. P. Kockelkorn, Isabel Ramos, Rui Ramos, Jan Grutters, Bram van Ginneken, Max A. Viergever, and Aurélio Campilho, Content Based Image Retrieval by Metric Learning from Radiology Reports: Application to Interstitial Lung Diseases, IEEE Journal of Biomedical and Health Informatics vol. 20, pp. 281-292, 2016. DOI: 10.1109/jbhi.2014.2375491 IEEE

Articles in Conference Proceedings
Luis Gonçalves, Jorge Novo and Aurélio Campilho, Central Medialness Adaptive Strategy for 3D Lung Nodule Segmentation in Thoracic CT Images, ICIAR: Image Analysis and Recognition, Lecture Notes in Computer Science 2016, LNCS 9730, pp. 583-590, 2016. Springer

Luís Gonçalves, Jorge Novo and Aurélio Campilho, Hessian based approaches for 3D lung nodule segmentation, 24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning Proceedings, pp 253-258, 2016. ESANN

Short Papers and Abstracts
Guilherme Aresta, António Cunha, Aurélio Campilho, Detection of small juxta-pleural nodules in computed tomography images, pp 59-60, RECPAD 2016 – 22nd Edition of the Portuguese Conference on Pattern Recognition, 2016.

Articles in Conference Proceedings
Jorge Novo, Luis Gonçalves, Ana Maria Mendonça and Aurélio Campilho, 3D Lung Nodule Candidates Detection in Multiple Scales, IAPR MVA 2015, International Conference on Machine Vision Applications, pp 61-64, 2015. IEEE

Short Papers and Abstracts
Luis Gonçalves, Jorge Novo, and Aurélio Campilho, Computer Aided Diagnostic for the Classification of Lung Nodules, EMBC 2015, Engineering in Medicine and Biology Conference, Milan, Italy, August 25-29, 2015.

Tiago Freitas, Aurélio Campilho, An improved method for juxta-vascular nodule candidate detection, Recpad 2015 - 21st Edition of the Portuguese Conference on Pattern Recognition pp. 36-37, 2015. (nominated for the best paper award)

Luís Gonçalves, Jorge Novo, and Aurélio Campilho, Automatic Lung Nodule Classification in Chest Computerized Tomography Images, Bioimaging 2015, pp 52-53, 2015 (poster).

Articles in Conference Proceedings
Jorge Novo, José Rouco, Ana Maria Mendonça and Aurélio Campilho, Reliable Lung Segmentation Methodology by Including Juxtapleural Nodules, Image Analysis and Recognition, Lecture Notes in Computer Science 2014, LNCS 8815, pp 227-235, 2014. Springer

Daniela Campos, André Simões, Isabel Ramos and Aurélio Campilho, Feature-Based Supervised Lung Nodule Segmentation, The International Conference on Health Informatics, Vol. 42, pp 23-26, 2014. Springer

Articles in Journals
José Rouco, Elsa Azevedo and Aurélio Campilho, Automatic Lumen detection on Longitudinal ultrasound B-mode images of the carotid Using Phase Symmetry, Sensors 2016, 16(3), 350, pp 1-21, 2016. DOI: 10.3390/s16030350. NCBI

Articles in Conference Proceedings
Teresa Araújo, Guilherme Aresta, José Rouco, Carmen Ferreira, Elsa Azevedo and Aurélio Campilho, Optical Flow based approach for automatic cardiac cycle estimation in ultrasound images of the carotid, ICIAR - Image Analysis and Recognition, Lecture Notes in Computer Science 2015, LNCS 9164, pp 360-367, 2015. Springer

Articles in Journals
Rui Rocha, Jorge Silva and Aurélio Campilho, Automatic detection of the carotid lumen axis in B-mode ultrasound images, Computer Methods and Programs in Biomedicine 115 (2014), pp. 110-118 DOI: 10.1016/j.cmpb.2014.04.004 Elsevier

Articles in Conference Proceedings
José Rouco, Jorge Novo and Aurélio Campilho, On the Automatic Normalization of Plaque Regions in Ultrasound Images of the Carotid, ICIAR - Image Analysis and Recognition, Lecture Notes in Computer Science 2014, LNCS 8815, pp 177-184, 2014. Springer

Short Papers and Abstracts
Miguel Duarte, José Rouco, Cármen Ferreira, Elsa Azevedo, Jorge Apolónia and Aurélio Campilho, Automatic measurement of atherosclerotic plaque burden in B-mode ultrasound images of the carotid, Bioimaging 2014 | 3rd International Symposium in Applied Bioimaging | Life in a Pixel, pp 51, 16-17 October, 2014.

Guilherme Aresta, Teresa Araújo, José Rouco, Cármen Ferreira, Elsa Azevedo and Aurélio Campilho, Movement analysis of the human carotid wall on medical ultrasounds using an optical flow based approach, Bioimaging 2014 | 3rd International Symposium in Applied Bioimaging | Life in a Pixel, pp 52, 16-17 October, 2014.

Articles in Journals
Teresa Araújo, Guilherme Aresta, Eduardo Castro, José Rouco, Paulo Aguiar, Catarina Eloy, António Polónia, and Aurélio Campilho, Classification of Breast Cancer Histology Images Using Convolutional Neural Networks, PLOS ONE, 2017. PlosOne Dataset

Jorge Novo, José Rouco, Noelia Barreira, Marcos Ortega, Manuel G. Penedo and Aurélio Campilho, Wivern: a web-based system enabling computer-aided diagnosis and interdisciplinary expert collaboration for vascular research, Journal of Medical and Biological Engineering, 2017 Springer

Articles in Conference Proceedings
Alessandro Bria, Claudio Marrocco, Adrian Galdran, Aurélio Campilho, Agnese Marchesi, Jan-Jurre Mordang, Nico Karssemeijer, Mario Molinara and Francesco Tortorella, Spatial Enhancement by Dehazing for Detection of Microcalcifications with Convolutional Nets, International Conference on Image Analysis and Processing (ICIAP), pp 288-298, 2017. Springer

Teresa Araújo, Guilherme Aresta, Bernardo Almada-Lobo, Ana Maria Mendonça, and Aurélio Campilho, Improving Convolutional Neural Network Design via Variable Neighborhood Search, ICIAR 2017 – International Conference on Image Analysis and Recognition, LNCS 10317, pp. 371-379, 2017. Springer

Adrian Galdran, Aitor Alvarez-Gila, Inês Meyer, Cristina L. Saratxaga, Teresa Araújo, Estibaliz Garrote, Guilherme Aresta, Pedro Costa, Ana Maria Mendonça and Aurélio Campilho, Data-Driven Color Augmentation Techniques for Deep Skin Image Analysis, arXiv: 1703.03702 [cs.CV], March 2017. arXiv

Articles in Conference Proceedings
Verónica Bolón-Canedo, Beatriz Remeseiro, Amparo Alonso-Betanzos and Aurélio Campilho, Machine learning for medical applications, 24th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning Proceedings, pp 225-234, 2016. ESANN

António Ferreira, Guilherme Silva, André Dias, Alfredo Martins and Aurélio Campilho, Motion descriptor for human gesture recognition in low resolution images, ROBOT’2015 – Second Iberian Robotics Conference, pp 297-308, 2016. Springer

Articles in Journals
Carlos Faria, Jorge Silva and Aurélio Campilho, Rehab@home: a tool for home-based motor function rehabilitation, Disability and Rehabilitation: Assistive Technology, 10(1), pp.67-74, 2015. TFO

Short Papers and Abstracts
Cataria Ferreira, Patrícia Castro, Ana Monteiro, Leonor Martins, Aurélio Campilho, Elsa Azevedo and Jorge Polónia, Better stroke preventive effect of calcium channel blockers is not explained by its effect in macro and microvascular disease markers, International Journal of Stroke , Volume: 10   Special Issue: SI   Supplement: 2   Pages: 99-99   Meeting Abstract: ESOC-1562, APR 2015.

Patrícia Castro, Ana Monteiro, Susana Penas, Catarina Ferreira, Leonor Martins, Aurélio Campilho, Jorge Polónia and Elsa Azevedo, Carotid intima-medial thickness, aortic stiffness and retinal microvascular signs provide evidence for optimal blood pressure target in hypertensive patients, International Journal of Stroke , Volume: 10   Special Issue: SI   Supplement: 2   Pages: 100-101   Meeting Abstract: ESOC-1566, APR 2015.

Ana Monteiro, Patrícia Castro, Susana Penas, Catarina Ferreira, Leonor Martins, Aurélio Campilho, Elsa Azevedo and Jorge Polónia, Relationship between blood pressure control and arterial stiffness, carotid artery and retinal damage in hypertensive patients with and without type 2 diabetes mellitus, International Journal of Stroke , Volume: 10   Special Issue: SI   Supplement: 2   Pages: 233-233   Meeting Abstract: ESOC-1569, APR 2015.

Eduardo Castro, Guilherme Aresta, Teresa Araújo, José Rouco and Aurélio Campilho, Breast Cancer Histology Images Classification using Convolutional Neural Networks, Bioimaging 2015, Grand Challenge in Digital Pathology, pp 18-19, 2015 (short paper).