Master of Science in Engineering MISPA – Mathematical Imaging & Spatial Pattern Analysis

Understand, model, and analyze real-world images using advanced mathematics

The Master of Science in Engineering MISPA is a program of excellence within the national Master of Science in Engineering Optics, Image, Vision, Multimedia (OIVM). It is jointly accredited by four major higher education and research institutions: Jean Monnet University Saint-Étienne, École des Mines de Saint-Étienne, Institut d’Optique Graduate School, and École Centrale de Lyon.
This one-year program, taught in English, trains experts capable of processing, analyzing, and interpreting complex images using advanced tools from mathematics, computer science, and geometric modeling.

Entry Level: M2 (1 year)

Exit Level: Bac +5 / Master’s Degree

60 ECTS

Location: Saint-Étienne Campus

Language: English

Program Objectives

The Master of Science in Engineering MISPA aims to train high-level specialists capable of:

Modeling complex visual phenomena using advanced mathematical tools.
Developing algorithms for image analysis, processing, and reconstruction.
Understanding and analyzing the geometry of shapes, patterns, and structures present in visual data.
Mastering computational tools to design and implement innovative methods.
Conducting research projects in academic or industrial environments.
Addressing applied issues: industrial vision, health, geosciences, AI, robotics, environment, etc.
Communicating scientific results in English and writing reports or publications.

The ultimate goal: to train engineer-researchers capable of navigating between mathematics, algorithms, and real-world applications.

Strengths of the Master of Science in Engineering MISPA

An excellent scientific level: courses taught by recognized researchers in image, vision, geometry, and AI.
A unique program in France: intersection of advanced mathematics, image processing, and geometric modeling.
Strong research focus: privileged access to partner laboratories, ideal preparation for a PhD.
An international environment: courses entirely in English, mixed cohorts, international collaborations.
A springboard for innovation: highly sought-after skills in AI, medical imaging, industrial vision, computational geometry.

Skills Developed

Upon completion of the program, graduates will master:

advanced image modeling and processing;
mathematical and statistical analysis of complex structures;
geometric modeling for pattern recognition;
scientific programming and computational tools;
conducting applied or fundamental research projects;
scientific writing and technical communication in English.

The Vision of the Master of Science in Engineering Program Director

Mathematics at the Service of Imaging

“The Master of Science in Engineering MISPA is designed to train the next generation of experts in extracting meaning from complex visual data. We emphasize the mathematical and computational foundations necessary to develop cutting-edge algorithms in image processing and pattern analysis. By mastering these tools, our graduates excel in academic research or in the R&D centers of major industrial partners, whether in biometrics, medical imaging, or material characterization.”

Yann Gavet, Mines Saint-Étienne

Why choose MISPA?

To join a rare and demanding program with a strong mathematical component.
To acquire sought-after expertise in rapidly expanding fields:
- medical imaging,
- AI and computer vision,
- robotics,
- geosciences and spatial analysis,
- multimedia and Industry 4.0.
To join a leading academic network and benefit from PhD opportunities in France or internationally.
To train in a scientific, international, and interdisciplinary environment.