Lung CAD


This system allows for the detection of pulmonary nodes, particularly of the subtle or sub-solid types, the caracterization of interstitial diseases and for the creation of consultation and interrogation medical image systems, resorting to visual data contained in pulmonary pathology images.

Projects

LNDetector

Publications

Articles in Journals
Guilherme Aresta, Colin Jacobs, Teresa Araújo, António Cunha, Isabel Ramos, Bram van Ginneken, Aurélio Campilho, iW-Net: an automatic and minimalistic interactive lung nodule segmentation deep network, Scientific Reports, volume 9, article number: 11591. DOI: 10.1038/s41598-019-48004-8. SciReport
Elham Shakibapour, António Cunha, Guilherme Aresta, Ana Maria Mendonça, AurélioCampilho, An unsupervised metaheuristic search approach for segmentation and volume measurement of pulmonary nodules in lung CT scans, Expert Systems with Applications, Volume 119, 2019, Pages 415-428. Elsevier
Articles in Conference Proceedings
João Pedrosa, Guilherme Aresta, João Rebelo, Eduardo Negrão, Isabel Ramos, António Cunha, and Aurélio Campilho, LNDetector: a flexible gaze characterization collaborative platform for pulmonary nodule screening, Medicon, Coimbra, Portugal, 26-28 September 2019. DOI: 10.1007/978-3-030-31635-8_40. Springer.
Marlene Machado, Carlos Ferreira, João Pedrosa, Eduardo Negrão, João Rebelo, Patrícia Leitão, André S. Carvalho, Márcio C. Rodrigues, Isabel Ramos, António Cunha and Aurélio Campilho, Automatic Lung Reference Model, Medicon, Coimbra, Portugal, 26-28 September 2019. DOI: 10.1007/978-3-030-31635-8_122. Springer.
Joana Rocha, António Cunha, Ana Maria Mendonça,Segmentation of Pulmonary Nodules in CT Images using the Sliding Band Filter, Medicon, Coimbra, Portugal, 26-28 September 2019. DOI: 10.1007/978-3-030-31635-8_42. Springer.
Joana Rocha, António Cunha, Ana Maria Mendonça,Comparison of conventional and deep learning based methods for pulmonary nodule Segmentation in CT Images, EPIA, Vila Real, Portugal, 3-6 September 2019. DOI: 10.1007/978-3-030-30241-2_31. Springer
Catarina Dias, Gil Pinheiro, António Cunha and Hélder P. Oliveira, Radiogenomics: Lung Cancer-Related Genes Mutation Status Prediction, 9th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA), Madrid, Spain, July 1-4, 2019. DOI: 10.1007/978-3-030-31321-0_29. Springer.
Patrick Sousa, Adrian Galdran, Pedro Costa, Aurélio Campilho, Learning to segment the lung volume from CT scans based on semi-automatic ground-truth, IEEE International Symposium on Biomedical Imaging (ISBI), Venice, Italy, 8-11 April 2019. DOI: 10.1109/ISBI.2019.8759309. IEEE
Carlos A. Ferreira, Guilherme Aresta, António Cunha, Ana Maria Mendonça, Aurélio Campilho, Wide Residual Network for Lung-RADS^TM Screening Referral, 6th IEEE Portuguese Meeting on Bioengineering (ENBENG 2019), February 2019. DOI: 10.1109/ENBENG.2019.8692560. IEEE
Articles in Conference Proceedings
Carlos A. Ferreira, António Cunha, Ana Maria Mendonça, Aurélio Campilho, Convolutional Neural Network Architectures for Texture Classification of Pulmonary Nodules, 23rd Iberoamerican Congress on Pattern Recognition (CIARP), 2018 Springer
Marlene Machado, Guilherme Aresta, Patrícia Leitão, André Silva Carvalho, Márcio Rodrigues, Isabel Ramos, António Cunha, Aurélio Campilho, Radiologists' Gaze Characterization During Lung Nodule Search in Thoracic CT, 2018 International Conference on Graphics and Interaction (ICGI), Lisbon, Portugal, 2018, pp. 1-7. IEEE
Guilherme Aresta, Teresa Araújo, Colin Jacobs, Bram van Ginneken, António Cunha, Isabel Ramos, Aurélio Campilho, Towards an Automatic Lung Cancer Screening System in Low Dose Computed Tomography, First International Workshop on Thoracic Image Analysis, 2018 Springer
Filipe T. Ferreira, Patrick Sousa, Adrian Galdran, Marta R. Sousa and Aurelio Campilho, End-to-End Supervised Lung Lobe Segmentation, 2018 International Joint Conference on Neural Networks (IJCNN), 2018 IEEE
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 Springer
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