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HPWREN fire & smoke imagery · public camera feeds projects

Final-year project topics built with HPWREN fire & smoke imagery · public camera feeds — working builds, abstracts and honest quotation pricing.

Wildfire monitoring illustration: a forest landscape with a smoke plume rising, as flagged by the CNN smoke classifier.
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Wildfire Smoke Detection using CNN

This project builds an early-warning prototype that watches forest camera feeds for smoke plumes. A ResNet or EfficientNet CN...

Python 3.10 · PyTorch · CNN training & inference torchvision · pretrained ResNet & EfficientNet backbones HPWREN fire & smoke imagery · public camera feeds
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