Real-time fire detection based on deep convolutional long-recurrent networks and optical flow method

C Hu, P Tang, WD **, ZW He… - 2018 37th Chinese control …, 2018 - ieeexplore.ieee.org
A new fire monitoring method was proposed in this paper, which proposed a Neural Network
of Deep Convolutional Long-Recurrent Networks (DCLRN), and combining DCLRN network …

ResNet-50 based fire and smoke images classification

H Jabnouni, I Arfaoui, MA Cherni… - … for Signal and …, 2022 - ieeexplore.ieee.org
Fires are becoming a greater threat to people's lives, property, and the environment. Image
technologies, as compared to traditional fire detection approaches, hold a lot of promise for …

Video smoke detection for surveillance cameras based on deep learning in indoor environment

VT Nguyen, CH Quach, MT Pham - 2020 4th International …, 2020 - ieeexplore.ieee.org
An early fire detection in indoor environment is essential for people's safety. During the past
few years, many approaches using image processing and computer vision techniques were …

Indoor video flame detection based on lightweight convolutional neural network

Z Yang, L Bu, T Wang, P Yuan, O **eng - Pattern Recognition and Image …, 2020 - Springer
At present, all CNN-based fire detection algorithms identify fire by means of a single frame
image, all of which demonstrate low accuracy under strong interferences or complex …

Examination of bottle caps guided with image processing and deep neural networks

M Nandhini, MM Rabik, Y Suresh - AIP Conference Proceedings, 2023 - pubs.aip.org
In recent times, several fields that exist in engineering have been heavily dominated through
the integration of artificial intelligence, however machine vision systems are simultaneously …