Covariance matrix-based fire and flame detection method in video

YH Habiboğlu, O Günay, AE Çetin - Machine Vision and Applications, 2012 - Springer
This paper proposes a video-based fire detection system which uses color, spatial and
temporal information. The system divides the video into spatio-temporal blocks and uses …

Smoke detection in video using wavelets and support vector machines

J Gubbi, S Marusic, M Palaniswami - Fire Safety Journal, 2009 - Elsevier
Early warning systems are critical in providing emergency response in the event of
unexpected hazards. Cheap cameras and improvements in memory and computing power …

A fast accumulative motion orientation model based on integral image for video smoke detection

F Yuan - Pattern Recognition Letters, 2008 - Elsevier
Video smoke detection has many advantages over traditional methods, such as fast
response, non-contact, and so on. But most of video smoke detection systems usually have …

Video-based smoke detection with histogram sequence of LBP and LBPV pyramids

F Yuan - Fire safety journal, 2011 - Elsevier
Video surveillance systems are widely applied in a variety of fields. Hence, video-based
smoke detection is regarded as an effective and inexpensive way for fire detection in an …

A double map** framework for extraction of shape-invariant features based on multi-scale partitions with AdaBoost for video smoke detection

F Yuan - Pattern Recognition, 2012 - Elsevier
Traditional methods for video smoke detection can easily achieve very low training errors
but their generalization performances are not good due to arbitrary shapes of smoke, intra …

Convolutional neural networks based on multi-scale additive merging layers for visual smoke recognition

F Yuan, L Zhang, B Wan, X **a, J Shi - Machine Vision and Applications, 2019 - Springer
Traditional smoke recognition methods are mainly based on handcrafted features. However,
it is difficult to design handcrafted features that are robust and discriminative for smoke …

Real‐time image smoke detection using staircase searching‐based dual threshold AdaBoost and dynamic analysis

F Yuan, Z Fang, S Wu, Y Yang, Y Fang - IET Image Processing, 2015 - Wiley Online Library
It is very challenging to accurately detect smoke from images because of large variances of
smoke colour, textures, shapes and occlusions. To improve performance, the authors …

Dynamic texture based smoke detection using Surfacelet transform and HMT model

W Ye, J Zhao, S Wang, Y Wang, D Zhang, Z Yuan - Fire Safety Journal, 2015 - Elsevier
To detect smoke regions from video clips, a novel dynamic texture descriptor is proposed
with Surfacelet transform and hidden Markov tree (HTM) model. The image sequence is …

SVM based forest fire detection using static and dynamic features

J Zhao, Z Zhang, S Han, C Qu, Z Yuan… - Computer Science and …, 2011 - doiserbia.nb.rs
A novel approach is proposed in this paper for automatic forest fire detection from video.
Based on 3D point cloud of the collected sample fire pixels, Gaussian mixture model is built …

An effective four-stage smoke-detection algorithm using video images for early fire-alarm systems

TX Tung, JM Kim - Fire Safety Journal, 2011 - Elsevier
This paper proposes an effective, four-stage smoke-detection algorithm using video images.
In the first stage, an approximate median method is used to segment moving regions in a …