14–17 Apr 2026
INAF Astronomical Observatory of Capodimonte (Naples)
Europe/Rome timezone

DeepLandforms: A Deep Learning Computer Vision Toolset Applied to a Prime Use Case for Mapping Planetary Skylights

14 Apr 2026, 18:10
10m
Auditorium Nazionale Ernesto Capocci (INAF Astronomical Observatory of Capodimonte (Naples))

Auditorium Nazionale Ernesto Capocci

INAF Astronomical Observatory of Capodimonte (Naples)

Speaker

Giacomo Nodjoumi (Istituto Nazionale di Astrofisica (INAF))

Description

This work presents DeepLandforms, an open-source toolkit for landform mapping using validated Deep Learning methods. It provides a complete workflow, covering data preparation, model training, and inference, and gives users full control and customization over the entire process. To validate the tool, it was applied to a science case mapping sinkhole-like landforms on Mars, demonstrating its potential for a wide range of future applications.

Presentation materials