Wildfire Identification Based on an Improved Two-Channel Convolutional Neural Network

Wildfire Identification Based on an Improved Two-Channel Convolutional Neural Network

The identification of wildfires is a very complex task due to their different shapes, textures, and colours. Traditional image processing methods need to manually design feature extraction algorithms based on prior knowledge, and because fires at different stages have different characteristics, manu...

Full description

Bibliographic Details
Main Authors:	Ying-Qing Guo, Gang Chen, Yi-Na Wang, Xiu-Mei Zha, Zhao-Dong Xu
Format:	Article
Language:	English
Published:	MDPI AG 2022-08-01
Series:	Forests
Subjects:	fire identification two-channel convolutional neural network transfer learning
Online Access:	https://www.mdpi.com/1999-4907/13/8/1302

Similar Items

Fire video image detection based on convolutional neural network
by: Zhang Jie, et al.
Published: (2019-04-01)

Facial Expression Recognition Using Hierarchical Features With Three-Channel Convolutional Neural Network
by: Ying He, et al.
Published: (2023-01-01)

A Highly Accurate Forest Fire Prediction Model Based on an Improved Dynamic Convolutional Neural Network
by: Shaoxiong Zheng, et al.
Published: (2022-07-01)

Prediction of NOx Emissions from a Coal-Fired Boiler Based on Convolutional Neural Networks with a Channel Attention Mechanism
by: Nan Li, et al.
Published: (2022-12-01)

Convolutional Neural Networks and Feature Fusion for Flow Pattern Identification of the Subsea Jumper
by: Shanying Lin, et al.
Published: (2023-09-01)

Retinal biometric identification using convolutional neural network
by: Rodiah, et al.
Published: (2021-12-01)

Identification of Tomato Leaf Diseases Based on Improved Lightweight Convolutional Neural Networks MobileNetV3
by: ZHOU Qiaoli, et al.
Published: (2022-03-01)

Dual-channel convolutional neural network for power edge image recognition
by: Fangrong Zhou, et al.
Published: (2021-02-01)

Convolutional Neural Networks for Profiled Side-channel Analysis
by: S. R. Hou, et al.
Published: (2019-09-01)

Deep-Sea Debris Identification Using Deep Convolutional Neural Networks
by: Bing Xue, et al.
Published: (2021-01-01)

Human Behavior Recognition Based on Multiscale Convolutional Neural Network
by: Yan Chen
Published: (2023-01-01)

Multi-Defect Identification of Concrete Piles Based on Low Strain Integrity Test and Two-Channel Convolutional Neural Network
by: Chuan-Sheng Wu, et al.
Published: (2023-03-01)

Identification of Reptile Species Using Convolutional Neural Networks (CNN)
by: Olvy Diaz Annesa, et al.
Published: (2020-10-01)

Space Target Material Identification Based on Graph Convolutional Neural Network
by: Na Li, et al.
Published: (2023-04-01)

Identifying optical microscope images of CVD-grown two-dimensional MoS2 by convolutional neural networks and transfer learning
by: Cahit Perkgoz
Published: (2024-02-01)

Surface Damage Identification of Wind Turbine Blade Based on Improved Lightweight Asymmetric Convolutional Neural Network
by: Li Zou, et al.
Published: (2023-05-01)

Multiscale Hybrid Convolutional Deep Neural Networks with Channel Attention
by: Hua Yang, et al.
Published: (2022-08-01)

Overview of Side Channel Analysis Based on Convolutional Neural Network
by: LIU Lin-yun, CHEN Kai-yan, LI Xiong-wei, ZHANG Yang, XIE Fang-fang
Published: (2022-05-01)

Six-layer Optimized Convolutional Neural Network for Lip Language Identification
by: Yifei Qiao, et al.
Published: (2021-08-01)

Maize Diseases Identification Method Based on Multi-Scale Convolutional Global Pooling Neural Network
by: Yanlei Xu, et al.
Published: (2021-01-01)

Kissing Bugs Identification Using Convolutional Neural Network
by: Bassam A. Abdelghani, et al.
Published: (2021-01-01)

Research on Wind Turbine Blade Surface Damage Identification Based on Improved Convolution Neural Network
by: Li Zou, et al.
Published: (2022-09-01)

Hand-drawn sketch recognition with a double-channel convolutional neural network
by: Lei Zhang
Published: (2021-08-01)

Efficient Attention Mechanism for Dynamic Convolution in Lightweight Neural Network
by: Enjie Ding, et al.
Published: (2021-03-01)

Person Identification by Footstep Sound Using Convolutional Neural Networks
by: Stephan Algermissen, et al.
Published: (2021-05-01)

Pedestrian Re-Identification Monitoring System Based on Deep Convolutional Neural Network
by: Wenzheng Qu, et al.
Published: (2020-01-01)

Water Identification from High-Resolution Remote Sensing Images Based on Multidimensional Densely Connected Convolutional Neural Networks
by: Guojie Wang, et al.
Published: (2020-03-01)

Deep Learning Pet Identification Using Face and Body
by: Elham Azizi, et al.
Published: (2023-05-01)

Two-Phase Flow Pattern Identification by Embedding Double Attention Mechanisms into a Convolutional Neural Network
by: Weiliang Qiao, et al.
Published: (2023-04-01)

Accurate Identification Strategy of Coal and Gangue Using Infrared Imaging Technology Combined With Convolutional Neural Network
by: Feng Hu, et al.
Published: (2022-01-01)

Efficient pollen grain classification using pre-trained Convolutional Neural Networks: a comprehensive study
by: Masoud A. Rostami, et al.
Published: (2023-10-01)

Identification of crop diseases using improved convolutional neural networks
by: Long Wang, et al.
Published: (2020-10-01)

Corn plant disease recognition based on migration learning and convolutional neural network
by: Chen Guifen, Zhao Shan, Cao Liying, Fu Siwei, Zhou Jiaxin
Published: (2019-04-01)

Cyclostationary Feature Based Modulation Classification With Convolutional Neural Network in Multipath Fading Channels
by: Liyan Yin, et al.
Published: (2023-01-01)

Image Target Recognition Model of Multi- Channel Structure Convolutional Neural Network Training Automatic Encoder
by: Sen Zhang, et al.
Published: (2020-01-01)

Convolutional Neural Networks for User Identification Based on Motion Sensors Represented as Images
by: Cezara Benegui, et al.
Published: (2020-01-01)

Optimization of Trash Identification on the House Compound Using a Convolutional Neural Network (CNN) and Sensor System
by: Emil Naf’an, et al.
Published: (2023-01-01)

Eggshell biometrics for individual egg identification based on convolutional neural networks
by: Zhonghao Chen, et al.
Published: (2023-04-01)

Coarse-Fine Convolutional Neural Network for Person Re-Identification in Camera Sensor Networks
by: Zhong Zhang, et al.
Published: (2019-01-01)

Asbestos—Cement Roofing Identification Using Remote Sensing and Convolutional Neural Networks (CNNs)
by: Małgorzata Krówczyńska, et al.
Published: (2020-01-01)