MDF-Net for abnormality detection by fusing X-rays with clinical data

1 code implementation • 26 Feb 2023 • Chihcheng Hsieh, Isabel Blanco Nobre, Sandra Costa Sousa, Chun Ouyang, Margot Brereton, Jacinto C. Nascimento, Joaquim Jorge, Catarina Moreira

In this work, we propose a novel architecture consisting of two fusion methods that enable the model to simultaneously process patients' clinical data (structured data) and chest X-rays (image data).

Anomaly Detection

Integrating Eye-Gaze Data into CXR DL Approaches: A Preliminary study

no code implementations • 6 Feb 2023 • André Luís, Chihcheng Hsieh, Isabel Blanco Nobre, Sandra Costa Sousa, Anderson Maciel, Catarina Moreira, Joaquim Jorge

This paper proposes a novel multimodal DL architecture incorporating medical images and eye-tracking data for abnormality detection in chest x-rays.

Anomaly Detection

Improving X-ray Diagnostics through Eye-Tracking and XR

no code implementations • 3 Mar 2022 • Catarina Moreira, Isabel Blanco Nobre, Sandra Costa Sousa, João Madeiras Pereira, Joaquim Jorge

There is a growing need to assist radiologists in performing X-ray readings and diagnoses fast, comfortably, and effectively.