An outdoor fire recognition algorithm for small unbalanced samples

An outdoor fire recognition algorithm for small unbalanced samples

Deep learning (DL) is a hot topic in the machine vision. A large number of data sets are necessary for efficient image recognition. Otherwise the overfitting will easily occur. However, most actual samples are limited and unbalanced. To diminish the negative impact of small unbalanced samples on ima...

Full description

Bibliographic Details
Main Authors:	Xiaoru Song, Song Gao, Xing Liu, Chaobo Chen
Format:	Article
Language:	English
Published:	Elsevier 2021-06-01
Series:	Alexandria Engineering Journal
Subjects:	Small unbalanced samples Convolutional neural network (CNN) Fire image recognition Generative Adversarial Network Transfer learning
Online Access:	http://www.sciencedirect.com/science/article/pii/S1110016821000314

Similar Items

Aircraft Type Recognition in Remote Sensing Images Based on Feature Learning with Conditional Generative Adversarial Networks
by: Yuhang Zhang, et al.
Published: (2018-07-01)

A Novel Attention Cooperative Framework for Automatic Modulation Recognition
by: Shiyao Chen, et al.
Published: (2020-01-01)

Application of Generative Adversarial Network in Super-Resolution Image Reconstruction
by: WANG Xinyun, LI Dan
Published: (2020-04-01)

Single-Sample Face Recognition Based on Shared Generative Adversarial Network
by: Ding, Y., et al.
Published: (2022)

Facial Emotion Recognition Using Transfer Learning in the Deep CNN
by: M. A. H. Akhand, et al.
Published: (2021-04-01)

GAN-Based Image Augmentation for Finger-Vein Biometric Recognition
by: Jianfeng Zhang, et al.
Published: (2019-01-01)

Defect Enhancement Generative Adversarial Network for Enlarging Data Set of Microcrack Defect
by: Song Lin, et al.
Published: (2019-01-01)

Target Recognition of SAR Image Based on CN-GAN and CNN in Complex Environment
by: Cong Mao, et al.
Published: (2021-01-01)

A Novel Neural Network Method for Face Recognition With a Single Sample Per Person
by: Mohamed Abdelmaksoud, et al.
Published: (2020-01-01)

Tackling Small Data Challenges in Visual Fire Detection: A Deep Convolutional Generative Adversarial Network Approach
by: Zhaoyi Xu, et al.
Published: (2021-01-01)

Up and Down Residual Blocks for Convolutional Generative Adversarial Networks
by: Yueyue Wang, et al.
Published: (2021-01-01)

See Clearly in the Distance: Representation Learning GAN for Low Resolution Object Recognition
by: Yue Xi, et al.
Published: (2020-01-01)

Fault Diagnosis Method for Rolling Mill Multi Row Bearings Based on AMVMD-MC1DCNN under Unbalanced Dataset
by: Chen Zhao, et al.
Published: (2021-08-01)

Human face recognition based on convolutional neural network and augmented dataset
by: Peng Lu, et al.
Published: (2021-05-01)

Predicting Large Domain Multi-Physics Fire Behavior Using Artificial Neural Networks
by: Hodges, Jonathan Lee
Published: (2018)

DL-CRC: Deep Learning-Based Chest Radiograph Classification for COVID-19 Detection: A Novel Approach
by: Sadman Sakib, et al.
Published: (2020-01-01)

Review of New Face Occlusion Inpainting Technology Research
by: LIU Ying, ZHANG Yixuan, SHE Jianchu, WANG Fuping, LIM Kengpang
Published: (2021-10-01)

Using Conditional Generative Adversarial 3-D Convolutional Neural Network for Precise Radar Extrapolation
by: Cong Wang, et al.
Published: (2021-01-01)

SAR Target Recognition Based on Cross-Domain and Cross-Task Transfer Learning
by: Ke Wang, et al.
Published: (2019-01-01)

Recent Advances in Deep Learning Techniques for Face Recognition
by: Md. Tahmid Hasan Fuad, et al.
Published: (2021-01-01)

TAI-SARNET: Deep Transferred Atrous-Inception CNN for Small Samples SAR ATR
by: Zilu Ying, et al.
Published: (2020-03-01)

Method for Image Adversarial Samples Generating Based on GAN
by: WANG Shuyan, JIN Hang, SUN Jiaze
Published: (2021-04-01)

Image-Dehazing Method Based on the Fusion Coding of Contours and Colors
by: Mingming Tan, et al.
Published: (2019-01-01)

Feature Enhancement Based on CycleGAN for Nighttime Vehicle Detection
by: Xiaotao Shao, et al.
Published: (2021-01-01)

A Novel Grayscale Image Steganography Scheme Based on Chaos Encryption and Generative Adversarial Networks
by: Qi Li, et al.
Published: (2020-01-01)

Neural Style Transfer: A Critical Review
by: Akhil Singh, et al.
Published: (2021-01-01)

An Investigation of Deep Learning Models for EEG-Based Emotion Recognition
by: Yaqing Zhang, et al.
Published: (2020-12-01)

Face Recognition with Preprocessing and Neural Networks
by: Habrman, David
Published: (2016)

Robust Semisupervised Generative Adversarial Networks for Speech Emotion Recognition via Distribution Smoothness
by: Huan Zhao, et al.
Published: (2020-01-01)

Recognition system of convolution neural network based on FPGA acceleration
by: Lin Zhiwen, et al.
Published: (2020-02-01)

Multi-Pose Facial Expression Recognition Based on Generative Adversarial Network
by: Dejian Li, et al.
Published: (2019-01-01)

A Generative Adversarial Network-Based Intelligent Fault Diagnosis Method for Rotating Machinery Under Small Sample Size Conditions
by: Yu Ding, et al.
Published: (2019-01-01)

Single Image Super-Resolution Reconstruction Method for Generative Adversarial Network
by: PENG Yanfei, GAO Yi, DU Tingting, SANG Yu, ZI Lingling
Published: (2020-09-01)

Development of Fashion Product Retrieval and Recommendations Model Based on Deep Learning
by: Jaechoon Jo, et al.
Published: (2020-03-01)

Transferring Ensemble Representations Using Deep Convolutional Neural Networks for Small-Scale Image Classification
by: Shuyin Xia, et al.
Published: (2019-01-01)

Optimal Placement and Sizing of Distributed Generations in Unbalanced Distribution Networks Considering Load Models and Uncertainties
by: F. Amini, et al.
Published: (2017-03-01)

Evaluation of Data Augmentation Techniques for Facial Expression Recognition Systems
by: Simone Porcu, et al.
Published: (2020-11-01)

Action Recognition in Videos Using Pre-Trained 2D Convolutional Neural Networks
by: Jun-Hwa Kim, et al.
Published: (2020-01-01)

Deep Learning Based Channel Estimation for MIMO Systems With Received SNR Feedback
by: Jae-Mo Kang, et al.
Published: (2020-01-01)

Lightweight End-to-End Speech Enhancement Generative Adversarial Network Using Sinc Convolutions
by: Lujun Li, et al.
Published: (2021-08-01)