Master students

· 3 min read

TL;DR

Below are some project ideas for semester or thesis (memoire) projects, grouped by technical difficulty and disciplinary focus. If you are interested in a specific topic but you are not from the discipline mentioned, reach out to discuss with me anyway.

Overview

I regularly supervise semester or final projects, typically from Master students coming from the Télécom Paris, Institut Polytechnique de PParis schools (incl. Ecole de Ponts), ENS Paris Saclay, including students from the Master Recherche en Design, the Master in Interaction Graphics and Design, Data and AI, and others. If you from another university but you would like be collaborate with me, reach out to discuss more.

Several of those projetcs are part of recent and ongoing resaerch projects. Thus they involve collaboration with other Master and/or PhD students and for high-quality work offer opportunity to contribute to conference- or other publications.

Topics updated for the academic year 2026-2027.

Informatics / Graphics (suitable for IGD, DataAI)

These topics are for students from Computer Science/Graphics & Cognitive Science background. In columnt 2, are the key tools/methods to be used/learned.

TopicKeywords
3D Gaussian Splats of building3DGS, Unity
Develop a new co-design/participatory study in a CAVE virtual environment (see Hyve3D)Hyve3D, Unity
Interface to test how designers use GenAIGenAI, eye-tracking, python/JS/TS
Use of AI/ML to analyse urban aestheticsML, GIS
3D map and navigation interface for Telecom Parisjavascript
Replication and extension of collaborative wayfinding studyUnity/C#, R, stats, cogsci
How human solve travelling salesperson problems in builingsbehavioural study, graphs, stats
Updating an existing VR setup and conducting VR study on collaborative navigationunity/C#, machine learning and stats in R/Python
Use of generative AI for participatory design (cycling, green infrastructure)VR, Hyve3D, Unity
Developping and conducting an online experiment paradigm for the analysis of psychological experience of urban scences. Website to run an online experiment on the psychological perception of citiesML in R/Python, html/JS

Cognitive Science, Ergonomie

TopicKeywords
How human solve travelling salesperson problems in builingsbehavioural study, graphs, stats
The effect of navigational support (GPS, maps) on acquisition of spatial knowledge / navigation in citiesbehavioural research, eye-tracking
Mobility practices of adolescents in Parisqualitative research
Representation of spatial information in participatory design (FR: concertation)qualitative, interviews

Design, (Neuro) Architecture, (Neuro)-Urbanism

The following project themes are suitable for students coming from design fields. They can be adjusted to either semester project (~3 months) or Memoire / Master Thesis (3-6 months +). Depending on the quality of the work, they may lead to conference presentaiton/publication.

TopicKeywords
Representation of spatial information in participatory design (FR: concertation)qualitative, interviews
NeuroarchitectureEEG, html/js, GIS
Embodiment and urban aestheticsexperimental study
Use of generative AI for participatory design (cycling, green infrastructure)coding required
Urban design and cognitive distancesee link
Panos MAVROS
Authors
Maître de Conférences / Associate Professor