Enriching the Multi-Object Detection using Convolutional Neural Network in Macro-Image

P. Kuppusamy, Che Lun Hung

研究成果: Conference contribution同行評審

4 引文 斯高帕斯(Scopus)

摘要

An object recognition and localization is a primary issue that is harder than a classification of an image even with precise object location and their annotations available at the time of training. The feature is identified for localizing the objects and classification identifies the classes from recognized object regions. This research work is proposed the two approaches i. Support Vector Machine (SVM) is optimized using the Firefly Algorithm (FA), and Scale Invariant Feature Transform (SIFT) descriptors, ii. Convolutional Neural Network (CNN) with Adam (Adaptive Moment) optimizer. In first method, FA has been used in the searching of optimal parameters through the simulation of the social behavior of the fireflies using the bioluminescent i.e. emission of light intensity. This FA is trained the Lagrangian multiplier and smoothness parameters in the SVM continuously. The second research work Adam based CNN has recognized the objects in multi-object images. The hash directory is proposed to store the highest scored bounding boxes to speed up the process. The experiments have been evaluated with binary as well as multi-object images. The proposed model has been trained and validated using VOC2012 dataset. It consists the kind of general macro photography images for object identification. The Average Precision (AP) is computed, and comparison shows that CNN performs better than FA-SVM method.

原文English
主出版物標題2021 International Conference on Computer Communication and Informatics, ICCCI 2021
發行者Institute of Electrical and Electronics Engineers Inc.
頁數5
ISBN(電子)9781728158754
DOIs
出版狀態Published - 27 1月 2021
事件2021 International Conference on Computer Communication and Informatics, ICCCI 2021 - Coimbatore, India
持續時間: 27 1月 202129 1月 2021

出版系列

名字2021 International Conference on Computer Communication and Informatics, ICCCI 2021

Conference

Conference2021 International Conference on Computer Communication and Informatics, ICCCI 2021
國家/地區India
城市Coimbatore
期間27/01/2129/01/21

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