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Journal of Cognitive Human-Computer Interaction

ISSN
Online: 2771-1463 Print: 2771-1471
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Continuous publication

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Open access journal. All articles are freely available online with no APC.

Journal of Cognitive Human-Computer Interaction
Full Length Article

Volume 6Issue 1PP: 32-38 • 2023

Object Detection Using Deep Learning

S. Vimala 1* ,
Vibu Krishnan S. 2 ,
Mathan Raj Kumar 2 ,
Ashok Kumar 2 ,
M. Janakiraman 2
1Associate Professor, Panimalar Engineering College, India
2U.G Student, Panimalar Engineering College, India
* Corresponding Author.
Received: January 21, 2023 Revised: March 20, 2023 Accepted: July 09, 2023

Abstract

Object recognition is an important task in computer vision that involves identifying the objects such as digital images or videos. This research paper provides a comprehensive review of the different techniques and applications of object recognition. The paper first discusses the basic concepts of object recognition, including feature extraction and matching, classification, and detection. Next, the paper reviews the different techniques for object recognition, such as template matching, PCA-based recognition, and deep learning-based recognition. The paper then presents an overview of the different applications of object recognition, including image and video classification, object tracking, face recognition, and autonomous driving. Finally, the paper ends with a discussion of the difficulties and likely new paths for object recognition.

Keywords

Deep learning Object detection Neural Network

References

[1]    Zhong-Qiu Zhao i,Peng Zheng,Shou-tao Xu,Xindong Wu,”Object Detection with Deep

a.      Learning”, IEEE transaction on neural network and learning system,in 2019.

[2]    Gande Akhila,Hemachandran K,Juan R Jaramillo. "Indian Premier League Using Different

a.      Aspects of Machine Learning Algorithms." Journal of Cognitive Human-Computer Interaction, Vol. 1, No. 1, 2021 ,PP. 01-07.

[3]    Youzi Xiao, Zhiqiang Tian,Jiachen Yu, Yinshu Zhang, Shuai Liu, Shaoyi Du & Xuguang Lan “A review of object detection based on deep learning”,SpringerLink in 2020.

[4]    Mrs.K.Kiruthika,Ms.S.Gayathri,Ms.R.Hemalatha,Ms.P.Menaga. "Design and Development of Mobile Healthcare Application for “Ayurvedic” based Clinical Documents." Journal of Cognitive Human-Computer Interaction, Vol. 1, No. 1, 2021 ,PP. 18-27.

[5]    Biponjot Kaur, Sarbjeet Singh,”Object Detection using Deep Learning”,ACM Journal in 2022.

[6]    Pietikäinen,”Deep Learning for Generic Object Detection”,SpringerLink in 2019.

[7]    Sushma Jaiswal,Tarun Jaiswal,”Deep Learning Approaches for Object Detection”, Universal Wiser Publisher in 2020.

[8]    Hwang, C. L.; Yoon, K. “Multiple attribute decision making, a state of the art survey,” New York: Springer-Verlag, 1981.

[9]    Vijay K. "Collaborating The Textual Reviews Of The Merchandise and Foretelling The Rating Supported Social Sentiment." Journal of Cognitive Human-Computer Interaction, Vol. 1, No. 2, 2021 ,PP. 63 - 72.

[10] Ajay, D.; Amali, S.; Sirumalar, L.N.; Santhoshkumar, S. “Tw Fuzzy TOPSIS technique and its

[11] Application for ranking of channels,” International Journal of Pure and Applied Mathematics Vol.115 (9),239-247, 2017

[12] Zavadskas, E.K.; Antucheviciene, J.; Razavi Hajiagha, S.H.; Hashemi, S.S. “Extension of weighted aggregated sum product assessment with interval-valued intuitionistic fuzzy numbers (WASPAS-IVIF),”Applied Soft Computing, Vol. 24, pp.1013-1021, 2014.

[13] M.Sumithra,B.Buvaneswari,S.Ahilesharan,T.Fenix Raja Singh,J. Harish. "Online Vehicle Rental System." Journal of Cognitive Human-Computer Interaction, Vol. 2, No. 1, 2022 ,PP. 34-39.

[14] Manoj. K. N ,R. Adhithya. S ,A. H. Calvin ,Heaven. R. A ,K.S. Suriya. "Smart Parking System with IoT." Journal of Cognitive Human-Computer Interaction, Vol. 3, No. 2, 2022 ,PP. 08-15.

[15] Sonia Jenifer Rayen. "Survey On Smart Cane For Visually Impaired Using IOT." Journal of Cognitive Human-Computer Interaction, Vol. 1, No. 2, 2021 ,PP. 81 - 85.

[16] Mohamed Elsharkawy,Ahmed N. Al Masri. A Novel Image Encryption with Deep Learning Model for Secure Content based Image Retrieval. Journal of Journal of Cybersecurity and Information Management, (2019); 0 ( 2 ): 54-64.

[17] Mohammad Hammoudeh,Saeed M. Aljaberi, Modeling of Deep Learning based Intrusion Detection System in Internet of Things Environment, Journal of Journal of Cybersecurity and Information Management, Vol. 8 , No. 1 , (2021) : 17-25 (Doi   :  https://doi.org/10.54216/JCIM.080102)

[18] M. Ashok Kumar,M.Sumithra,B.Buvaneswari,R. Selvalingeshwaran. "Online Cafeteria E." Journal of Cognitive Human-Computer Interaction, Vol. 4, No. 1, 2022 ,PP. 21-28.

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Vimala, S., S., Vibu Krishnan, Kumar, Mathan Raj, Kumar, Ashok, Janakiraman, M.. "Object Detection Using Deep Learning." Journal of Cognitive Human-Computer Interaction, vol. Volume 6, no. Issue 1, 2023, pp. 32-38. DOI: https://doi.org/10.54216/JCHCI.060103
Vimala, S., S., V., Kumar, M., Kumar, A., Janakiraman, M. (2023). Object Detection Using Deep Learning. Journal of Cognitive Human-Computer Interaction, Volume 6(Issue 1), 32-38. DOI: https://doi.org/10.54216/JCHCI.060103
Vimala, S., S., Vibu Krishnan, Kumar, Mathan Raj, Kumar, Ashok, Janakiraman, M.. "Object Detection Using Deep Learning." Journal of Cognitive Human-Computer Interaction Volume 6, no. Issue 1 (2023): 32-38. DOI: https://doi.org/10.54216/JCHCI.060103
Vimala, S., S., V., Kumar, M., Kumar, A., Janakiraman, M. (2023) 'Object Detection Using Deep Learning', Journal of Cognitive Human-Computer Interaction, Volume 6(Issue 1), pp. 32-38. DOI: https://doi.org/10.54216/JCHCI.060103
Vimala S, S. V, Kumar M, Kumar A, Janakiraman M. Object Detection Using Deep Learning. Journal of Cognitive Human-Computer Interaction. 2023;Volume 6(Issue 1):32-38. DOI: https://doi.org/10.54216/JCHCI.060103
S. Vimala, V. S., M. Kumar, A. Kumar, M. Janakiraman, "Object Detection Using Deep Learning," Journal of Cognitive Human-Computer Interaction, vol. Volume 6, no. Issue 1, pp. 32-38, 2023. DOI: https://doi.org/10.54216/JCHCI.060103
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