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Bao Nam Do
Projects
AI & Machine Learning · ResearchVerified2025

PCCC-YOLO — Real-time Fire & Smoke Detection

AI that watches for fire in the places most likely to burn.

PCCC-YOLO detecting fire and smoke in real time

Technology

Python · YOLOv8 (Ultralytics) · OpenCV · PyTorch · Google Colab (T4)

The Problem

Vietnam's fast-growing mini-apartments and rented rooms have a high fire risk but rarely any smart monitoring. I wanted early warning that needs no expensive physical sensors — just the cameras people already have.

What I Built

An end-to-end pipeline — data collection, training YOLOv8s on a custom 131,945-image dataset (fire + smoke), and real-time detection on webcam/CCTV via OpenCV — packaged to deploy in a single command.

Technology

PPython
YYOLOv8 (Ultralytics)
OOpenCV
PPyTorch
GGoogle Colab (T4)

Last updated: 2026-08-12