Intelligent and Interactive Systems

User Tools

Site Tools


research:projects

Differences

This shows you the differences between two versions of the page.

Link to this comparison view

Both sides previous revision Previous revision
research:projects [2024/02/19 12:23]
Antonio Rodriguez-Sanchez [Completed Projects (Selection)]
research:projects [2024/02/19 12:24] (current)
Antonio Rodriguez-Sanchez [Completed Projects (Selection)]
Line 46: Line 46:
 </​html>​ </​html>​
  
-**CADS (FFG, [[https://​www.lo-la.info/​cads-update/​|Camera Avalanche Detection System]]) proposes a novel approach to automating avalanche detection via analysis of webcam streams with deep learning models. To assess the viability of this approach, we trained convolutional neural networks on a publicly-released dataset of 4090 mountain photographs and achieved avalanche detection F1 scores of 92.9% per image and 64.0% per avalanche. Notably, our models do not require a digital elevation model, enabling straightforward integration with existing webcams in new geographic regions. The paper concludes with findings from an initial case study conducted in the Austrian Alps and our vision for operational applications of trained models.+**CADS ​** (FFG, [[https://​www.lo-la.info/​cads-update/​|Camera Avalanche Detection System]]) proposes a novel approach to automating avalanche detection via analysis of webcam streams with deep learning models. To assess the viability of this approach, we trained convolutional neural networks on a publicly-released dataset of 4090 mountain photographs and achieved avalanche detection F1 scores of 92.9% per image and 64.0% per avalanche. Notably, our models do not require a digital elevation model, enabling straightforward integration with existing webcams in new geographic regions. The paper concludes with findings from an initial case study conducted in the Austrian Alps and our vision for operational applications of trained models.
  
 <​html>​ <​html>​
research/projects.txt · Last modified: 2024/02/19 12:24 by Antonio Rodriguez-Sanchez