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Article in International Scientific Journal

Towards Machine Learning-Aided Lung Cancer Clinical Routines: Approaches and Open Challenges

Silva, F (Author) (Other); Pereira, T (Author) (Other); Neves, I (Author) (Other); Morgado, J (Author) (Other); Freitas, C (Author) (Other); Malafaia, M (Author) (Other); Sousa, J (Author) (Other); Fonseca, J (Author) (Other); Negrao, E (Author) (Other); de Lima, BF (Author) (Other); da Silva, MC (Author) (Other); António Madureira (Author) (FMUP); Ramos, I (Author) (Other); Costa, JL (Author) (Other); Hespanhol V (Author) (FMUP); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2022

Sharing Biomedical Data: Strengthening AI Development in Healthcare

Pereira, T (Author) (Other); Morgado, J (Author) (Other); Silva, F (Author) (Other); Pelter, MM (Author) (Other); Dias, VR (Author) (Other); Barros, R (Author) (Other); Freitas, C (Author) (Other); Negrao, E (Author) (Other); de Lima, BF (Author) (Other); da Silva, MC (Author) (Other); António Madureira (Author) (FMUP); Ramos, I (Author) (Other); Hespanhol V (Author) (FMUP); Costa, JL (Author) (Other); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2021

Semi-Supervised Approach for EGFR Mutation Prediction on CT Images

Pinheiro, C (Author) (Other); Silva, F (Author) (Other); Pereira, T (Author) (Other); Oliveira, HP (Author) (FCUP)

2022

Robustness Analysis of Deep Learning-Based Lung Cancer Classification Using Explainable Methods

Malafaia, M (Author) (Other); Silva, F (Author) (Other); Neves, I (Author) (Other); Pereira, T (Author) (Other); Oliveira, HP (Author) (FCUP)

2022

Pre-Training Autoencoder for Lung Nodule Malignancy Assessment Using CT Images

Silva, F (Author) (Other); Pereira, T (Author) (Other); Frade, J (Author) (Other); Mendes, J (Author) (Other); Freitas, C (Author) (Other); Hespanhol V (Author) (FMUP); Luis Costa, JL (Author) (Other); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2020

Machine learning-based approaches for cancer prediction using microbiome data

Freitas, P (Author) (Other); Silva, F (Author) (Other); Sousa, JV (Author) (Other); henrique, rmf (Author) (ICBAS); Figueiredo C (Author) (FMUP); Pereira, T (Author) (Other); Oliveira, HP (Author) (FCUP)

2023

Machine Learning and Feature Selection Methods for EGFR Mutation Status Prediction in Lung Cancer

Morgado, J (Author) (Other); Pereira, T (Author) (Other); Silva, F (Author) (Other); Freitas, C (Author) (Other); Negrao, E (Author) (Other); de Lima, BF (Author) (Other); da Silva, MC (Author) (Other); António Madureira (Author) (FMUP); Ramos, I (Author) (Other); Hespanhol V (Author) (FMUP); Costa, JL (Author) (Other); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2021

Lung Segmentation in CT Images: A Residual U-Net Approach on a Cross-Cohort Dataset

Sousa, J (Author) (Other); Pereira, T (Author) (Other); Silva, F (Author) (Other); Silva, MC (Author) (Other); Vilares, AT (Author) (Other); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2022

EGFR Assessment in Lung Cancer CT Images: Analysis of Local and Holistic Regions of Interest Using Deep Unsupervised Transfer Learning

Silva, F (Author) (Other); Pereira, T (Author) (Other); Morgado, J (Author) (Other); Frade, J (Author) (Other); Mendes, J (Author) (Other); Freitas, C (Author) (Other); Negrao, E (Author) (Other); De Lima, BF (Author) (Other); Da Silva, MC (Author) (Other); Madureira, AJ (Author) (Other); Ramos, I (Author) (Other); Hespanhol, V (Author) (Other); Costa, JL (Author) (Other); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2021

Comprehensive Perspective for Lung Cancer Characterisation Based on AI Solutions Using CT Images

Pereira, T (Author) (Other); Freitas, C (Author) (Other); Costa, JL (Author) (Other); Morgado, J (Author) (Other); Silva, F (Author) (Other); Negrao, E (Author) (Other); de Lima, BF (Author) (Other); da Silva, MC (Author) (Other); António Madureira (Author) (FMUP); Ramos, I (Author) (Other); Hespanhol V (Author) (FMUP); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2021

Article in International Conference Proceedings Book

Unsupervised Approach for Malignancy Assessment of Lung Nodules in Computed Tomography Scans Using Radiomic Features

Teixeira, M (Author) (Other); Pereira, T (Author) (Other); Silva, F (Author) (Other); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2022

The Impact of Interstitial Diseases Patterns on Lung CT Segmentation

Silva, F (Author) (Other); Pereira, T (Author) (Other); Morgado, J (Author) (Other); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2021

Synthesizing 3D Lung CT scans with Generative Adversarial Networks

Ferreira, A (Author) (Other); Pereira, T (Author) (Other); Silva, F (Author) (Other); Vilares, AT (Author) (Other); Silva, MC (Author) (Other); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2022

Stacking Approach for Lung Cancer EGFR Mutation Status Prediction from CT Scans

Ventura, A (Author) (Other); Pereira, T (Author) (Other); Silva, F (Author) (Other); Freitas, C (Author) (Other); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2021

Radiological Medical Imaging Annotation and Visualization Tool

Teiga, I (Author) (Other); Sousa, JV (Author) (Other); Silva, F (Author) (Other); Pereira, T (Author) (Other); Oliveira, HP (Author) (FCUP)

2024

Patch-based CNN Models for Bone Marrow Edema Detection Using MRI

Gomes, A (Author) (Other); Pereira, T (Author) (Other); Silva, F (Author) (Other); Franco, P (Author) (Other); Carvalho, DC (Author) (Other); Dias, SC (Author) (Other); Oliveira, HP (Author) (FCUP)

2023

On the way for the best imaging features from CT images to predict <i>EGFR</i> Mutation Status in Lung Cancer

Silva, P (Author) (Other); Pereira, T (Author) (Other); Teixeira, M (Author) (Other); Silva, F (Author) (Other); Oliveira, HP (Author) (FCUP)

2022

Ensemble Strategies for EGFR Mutation Status Prediction in Lung Cancer

Malafaia, M (Author) (Other); Pereira, T (Author) (Other); Silva, F (Author) (Other); Morgado, J (Author) (Other); Cunha, A (Author) (Other); Oliveira, HP (Author) (FCUP)

2021

A Random Forest-based Classifier for <i>MYCN</i> Status Prediction in Neuroblastoma using CT Images

Pereira, T (Author) (Other); Silva, F (Author) (Other); Claro, P (Author) (Other); Carvalho, DC (Author) (Other); Dias, SC (Author) (Other); Torrao, H (Author) (Other); Oliveira, HP (Author) (FCUP)

2022

A Machine Learning Approach for Predicting Microsatellite Instability using RNA-seq

Simões, M (Author) (Other); Pereira, T (Author) (Other); Silva, F (Author) (Other); Machado, JMF (Author) (Other); Oliveira, HP (Author) (FCUP)

2023

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