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)

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)

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)

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

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)

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

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

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

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

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)

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

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

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

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

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)

Neural network channel estimator for time‐variant frequency‐selective fading channels
by: Vinicius Piro Barragam, et al.
Published: (2023-11-01)

Convolutional Neural Networks for the Identification of African Lions from Individual Vocalizations
by: Martino Trapanotto, et al.
Published: (2022-04-01)

Convolutional Neural Networks for Challenges in Automated Nuclide Identification
by: Anthony N. Turner, et al.
Published: (2021-08-01)

Convolutional Neural Network Identification of Stall Flow Patterns in Pump–Turbine Runners
by: Junjie Wu, et al.
Published: (2022-08-01)

Convolutional Neural Networks for Off-Line Writer Identification Based on Simple Graphemes
by: Marco Mora, et al.
Published: (2020-11-01)

Convolutional Neural Network for Individual Identification Using Phase Space Reconstruction of Electrocardiogram
by: Hsiao-Lung Chan, et al.
Published: (2023-03-01)

An automatic identification system for citrus greening disease (Huanglongbing) using a YOLO convolutional neural network
by: Rong-Zhou Qiu, et al.
Published: (2022-12-01)

A Conversion of Signal to Image Method for Two-Dimension Convolutional Neural Networks Implementation in Power Quality Disturbances Identification
by: Sunneng Sandino Berutu, et al.
Published: (2022-12-01)

FPGA Implementation for Odor Identification with Depthwise Separable Convolutional Neural Network
by: Zhuofeng Mo, et al.
Published: (2021-01-01)

Improvement and Assessment of Convolutional Neural Network for Tree Species Identification Based on Bark Characteristics
by: Zhelin Cui, et al.
Published: (2023-06-01)

Feature identification in complex fluid flows by convolutional neural networks
by: Shizheng Wen, et al.
Published: (2023-11-01)

An efficient and reliable OFDM channel state estimator using deep learning convolutional neural networks
by: Hassan A. Hassan, et al.
Published: (2023-11-01)

Attention-Based Convolutional Neural Network for Ingredients Identification
by: Shi Chen, et al.
Published: (2023-02-01)