N. Chandrika

Hybrid Multi-Model Deep Learning for Forest Fire Prediction and Real-Time Detection: FireGuard AI

The proposed Hybrid Multi-Fire Model unifies a fine-tuned ResNet50 for real-time fire and smoke detection from webcam images and a BiLSTM network for district-level fire-risk prediction using weather and land-condition data from 2015–2025.