Gujjar, D.H.S. 2025. Real-Time Video-Based Fire Detection Using Deep Learning Techniques: A Study of YOLO and CNN Architectures. International Journal of Scientific Research and Modern Technology. 4, 7 (Jul. 2025), 32–39. DOI:https://doi.org/10.38124/ijsrmt.v4i7.650.