Deep Neural Networks in Computer Aided Diagnosis - Example Applications

9 março 2018, 16:00 • Bruno Emanuel Da Graça Martins

• Details on Convolutional Neural Networks (CNNs)
• Applications Related to Bio-Medical Image Analysis
• Other Applications
• Time series analysis
• Combined analysis of images and clinical text
• Open Challenges

Deep Learning for Processing Medical Images

9 março 2018, 14:30 • Bruno Emanuel Da Graça Martins

• Fundamental Concepts on Deep Learning
  
• Architectures for Processing Medical Images (e.g., U-Net)
• Task Specificities
• Classification
• Segmentation
• Registration and Detection
• Other: Retrieval, Enhancement, etc.
• Challenges

No Class - IST Bioengineering Week

8 março 2018, 14:30 • Bruno Emanuel Da Graça Martins

• IST Bioengineering Week
  
• Students attended the planned activities for the event 

Standards in Health IT / Health Information Systems in Portugal

2 março 2018, 16:00 • Mário Gaspar da Silva

Standards in Health IT

1. Importance of standards in health informatics 
2. The process for creating consensus standards: standards organisations 
3. Clinical observation data standard: LOINC
4. EHR standards: EN 13606 and the OpenEHR
5. Data interchange standards: DICOM and HL7
6. Factors influencing the creation of standards  

Biomedical Knowledge Representation

2 março 2018, 14:30 • Mário Gaspar da Silva

Biomedical Knowledge Representation 

• The knowledge pyramid
• Motivation: modelling the Virtual Physiome of the Human
• The Semantic Web Stack
• Syntacttic vs. Semantic Interoperability
• Biomedical ontologies