I-ISIA-005 – Computer Vision and Artificial Intelligence

Activity content

Image processing, image acquisition.
Low-level processing, filtering, transformations.
Image segmentation and registration.
Image coding and neural network learning.

Professor* and lecturers

• Prof. Bernard Gosselin*
• Dr. Matei Mancas

I-ISIA-021 – Introduction to Digital Intelligence

Activity content

Digital information coding
Information analysis (clustering, principal componenent analysis)
Classification (Bayes theory, Gaussian Mixture Models)
Dynamic systems (dynamic time warping, Hidden Markov Models)
Introduction to Artificial Neural Networks and Deep Learning

Professor* and lecturers

• Prof. Bernard Gosselin*
• Antoine Maiorca

I-ISIA-104 – Audio Processing

Activity content

Speech processing

• Speech analysis and coding
• Speech synthesis
• Speech Recognition

Audio processing

• MP3
• Audio signal analysis
• Music signal analysis
• Music identification
• Deep learning methods for audio signals

Professor* and lecturers

• Prof. Thierry Dutoit*
• Dr. Loïc Reboursière

I-ISIA-106 – Visual Processing and Smart Spaces

Activity content

Image understanding and video processing Smart Spaces: Attention Analysis, Motion Capture, Interractions
Teaching modalities may be adjusted according to the teaching context imposed by health measures.

Professor* and lecturers

• Prof. Bernard Gosselin*
• Dr. Sohaib Laraba
• Dr. Matei Mancas

I-ISIA-013 – Medical Image Processing

Activity content

Image processing (low-level processing, image understanding).
Medical image analysis (image acquisition, modalities & features)

Professor* and lecturers

• Prof. Bernard Gosselin*
• Dr. Matei Mancas

I-ISIA-030 – Signal Processing

Activity content

Linear time-invariant digital systems.
Frequency analysis of digital signals and systems.
Shannon theorem and sampling theory; discrete (and Fast) Fourier Transform; digital filters (including elements of digital filter synthesis) and simple digital system in Python.

Professor* and lecturers

• Prof. Thierry Dutoit*
• Dr. Nathan Hubens
• Dr. Luca La Fisca
• Hugo Bohy
• Antoine Maiorca

I-ISIA-107 – Biomedical Signal Processing

Activity content

Biomedical signals (origins, bioelectrical phenomena, acquisition and sensors, amplifiers, filters).
Biomedical signal processing techniques (filtering and artefact elimination, event detection, feature extraction).
Introduction to brain signals; BIOPAC tools, Python, Labview.

ISIA Professor

• Prof. Thierry Dutoit

I-ISIA-201 – Artificial Intelligence Seminar

Activity content

12 hours of seminars that will enable students to see AI in action in a variety of fields.

ISIA Professor

• Prof. Thierry Dutoit

I-ISIA-001 – Circuit Theory

Activity content

Kirchhoff model, elements and real circuits, Mesh method and Node method.
Equivalent circuits, time analysis of linear circuits, frequency analysis and quadripole theory.
Specification, approximation and synthesis of active filters and practical application in Python for the analysis of analogue circuits.

Professor* and lecturers

• Prof. Thierry Dutoit*
• Hugo Bohy
• Antoine Maiorca
• Vincent Stragier

I-ISIA-020 – Systèmes logiques

Activity content

Generalities including BOOLE algebra; simplification methods;
Basic components;
Analysis and synthesis (combinatorial, synchronous and asynchronous sequential systems);
Grafcet.
Coding and protection of information for transmission (protective codes and error detectors).

Professor* and lecturers

• Prof. Bernard Gosselin*
• Antoine Maiorca

I-ISIA-100 – Systèmes à événements discrets

Activity content

Temporal and discrete event systems, examples of discrete event systems (DES): automated manufacturing, traffic, queues.
DES models, basic concepts in discrete-event simulation, Monte-Carlo simulation, input modelling and output analysis, model construction and applications, study of alternative system configurations.
Basic concepts of multi-agent models (ABM).
Grafcet and process design.

ISIA Professor

• Prof. Bernard Gosselin