Avalanche Detection: A Comprehensive Survey of SAR Imaging and Machine Learning Approaches

Shubhangi Vairagar, Priya Metri, Chetana Shravage, Akshay Kudalkar, S. Rahul Srinivas, Ayush Kale, Mukul Salvi

2025

Abstract

Avalanches create immense risks regarding life, infrastructure, and eco-systems in snowy lands. The requirements of the high accuracy and efficiency in avalanche detection and monitoring are highly raised. New horizons appeared in avalanche detection, utilizing both ML techniques and SAR technologies, with advanced imagery analysis. This paper represents a more detailed survey on avalanche-detection systems, applying various ML methods, combined with SAR data. It categorizes, analyzes, and discusses key methodologies supervised, unsupervised, and deep learning models - including their strengths, limitations, and applications.

Paper Citation

in Harvard Style

Vairagar S., Metri P., Shravage C., Kudalkar A., Srinivas S., Kale A. and Salvi M. (2025). Avalanche Detection: A Comprehensive Survey of SAR Imaging and Machine Learning Approaches. In Proceedings of the 3rd International Conference on Futuristic Technology - Volume 3: INCOFT; ISBN 978-989-758-763-4, SciTePress, pages 310-320. DOI: 10.5220/0013615100004664

in Bibtex Style

@conference{incoft25,
author={Shubhangi Vairagar and Priya Metri and Chetana Shravage and Akshay Kudalkar and S. Rahul Srinivas and Ayush Kale and Mukul Salvi},
title={Avalanche Detection: A Comprehensive Survey of SAR Imaging and Machine Learning Approaches},
booktitle={Proceedings of the 3rd International Conference on Futuristic Technology - Volume 3: INCOFT},
year={2025},
pages={310-320},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013615100004664},
isbn={978-989-758-763-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 3rd International Conference on Futuristic Technology - Volume 3: INCOFT
TI - Avalanche Detection: A Comprehensive Survey of SAR Imaging and Machine Learning Approaches
SN - 978-989-758-763-4
AU - Vairagar S.
AU - Metri P.
AU - Shravage C.
AU - Kudalkar A.
AU - Srinivas S.
AU - Kale A.
AU - Salvi M.
PY - 2025
SP - 310
EP - 320
DO - 10.5220/0013615100004664
PB - SciTePress