EmberWatch

2025

A CNN-based wildfire detection system using PyTorch and TensorFlow, deployed via a Flask web application that enables real-time image uploads and automatic fire/no-fire classification with a pipeline designed for satellite and drone imagery integration.

Role Developer
Timeline February 2025
Tech Python · Flask · PyTorch · TensorFlow
  • Developed a CNN-based image classifier using PyTorch and TensorFlow, achieving high-accuracy wildfire detection across real-world datasets.
  • Deployed a Flask-based web application enabling real-time image uploads and automatic fire/no-fire classification.
  • Evaluated the feasibility of integrating satellite and drone imagery, outlining a pipeline for large-scale deployment and real-time alerts.
EmberWatch screenshot