Applications of Image Recognition Using Deep Learning and Its Challenges

被引:0
作者
Yamasaki, Kosei [1 ]
Tanaka, Masaharu [2 ]
机构
[1] Nagasaki Inst Appl Sci, Grad Sch Engn, Nagasaki, Japan
[2] Nagasaki Inst Appl Sci, Inst Innovat Sci & Technol, Nagasaki, Japan
来源
2024 13TH INTERNATIONAL CONFERENCE ON RENEWABLE ENERGY RESEARCH AND APPLICATIONS, ICRERA 2024 | 2024年
关键词
image recognition; deep learning; convolutional neural network; application;
D O I
10.1109/ICRERA62673.2024.10815397
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this paper, we provide an overview of image recognition using deep learning and introduce its applications. Then, challenges in application and how to deal with them are discussed from a practical point of view. As a case study, image recognition of medical images and cloud images are examined as examples. Based on the similarity between medical images and cloud images, the paper examines the possibility of applying the method that has been successfully used for medical images to cloud images.
引用
收藏
页码:1740 / 1745
页数:6
相关论文
共 20 条
[1]   Smart Agriculture Applications Using Deep Learning Technologies: A Survey [J].
Altalak, Maha ;
Uddin, Mohammad Ammad ;
Alajmi, Amal ;
Rizg, Alwaseemah .
APPLIED SCIENCES-BASEL, 2022, 12 (12)
[2]  
Amara J., 2017, DATENBANKSYSTEME FIR, P79
[3]  
Azad R., 2024, IEEE Trans. Pattern Anal. Mach. Intell.
[4]   Convolutional Neural Networks for Texture Feature Extraction. Applications to Leaf Disease Classification in Precision Agriculture [J].
Barburiceanu, Stefania ;
Meza, Serban ;
Orza, Bogdan ;
Malutan, Raul ;
Terebes, Romulus .
IEEE ACCESS, 2021, 9 :160085-160103
[5]   Computer vision and machine learning for medical image analysis: recent advances, challenges, and way forward [J].
Elyan, Eyad ;
Vuttipittayamongkol, Pattaramon ;
Johnston, Pamela ;
Martin, Kyle ;
Mcpherson, Kyle ;
Moreno-Garcia, Carlos Francisco ;
Jayne, Chrisina ;
Sarker, Md. Mostafa Kamal .
ARTIFICIAL INTELLIGENCE SURGERY, 2022, 2 (01)
[6]   Deep Residual Learning for Image Recognition [J].
He, Kaiming ;
Zhang, Xiangyu ;
Ren, Shaoqing ;
Sun, Jian .
2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, :770-778
[7]   A Study on CNN Transfer Learning for Image Classification [J].
Hussain, Mahbub ;
Bird, Jordan J. ;
Faria, Diego R. .
ADVANCES IN COMPUTATIONAL INTELLIGENCE SYSTEMS (UKCI), 2019, 840 :191-202
[8]   A Review of Deep Transfer Learning and Recent Advancements [J].
Iman, Mohammadreza ;
Arabnia, Hamid Reza ;
Rasheed, Khaled .
TECHNOLOGIES, 2023, 11 (02)
[9]  
kaggle, Lung Mask Image Dataset
[10]   ImageNet Classification with Deep Convolutional Neural Networks [J].
Krizhevsky, Alex ;
Sutskever, Ilya ;
Hinton, Geoffrey E. .
COMMUNICATIONS OF THE ACM, 2017, 60 (06) :84-90