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Application of Broad Learning System for Image Classification Based on Deep Features
Zhang, Dan1,2; Zuo, Yi1; Chen, Philip C.L.1,3,4; Wang, Chiye2; Li, Teishan1,5
2021
Conference Name5th International Conference on Cognitive Systems and Signal Processing, ICCSIP 2020
Source PublicationCommunications in Computer and Information Science
Volume1397 CCIS
Pages464-471
Conference Date25 December 2020through 27 December 2020
Conference PlaceZhuhai
CountryChina
Abstract

Due to large amount of image data, the accuracy and real-time performance of classification are difficult problems in image classification. On the one hand, the broad learning system (BLS) has achieved good results in the timeliness of classification. On the other hand, deep learning feature extraction effect is good, but its structure is complex and the training time is long. Therefore, based on the above advantages of both methods, this paper proposed BLS based on deep features for image classification. Firstly, a feature extractor is constructed based on the ResNet101 to obtain the deep features of the classification image. Then, the feature nodes and enhancement nodes of BLS are constructed based on the deep features. Through the experiment, our method has two performance on benchmark datasets: high classification accuracy, good real-time.

KeywordBroad Learning Deep Features Image Classification
DOI10.1007/978-981-16-2336-3_44
URLView the original
Language英語English
Scopus ID2-s2.0-85106435085
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Document TypeConference paper
CollectionFaculty of Science and Technology
DEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Affiliation1.Navigation College, Dalian Maritime University, Dalian, 116026, China
2.Innovation and Entrepreneurship Education College, Dalian Minzu University, Dalian, 116600, China
3.Computer Science and Engineering College, South China University of Technology, Guangzhou, 510641, China
4.Department of Computer and Information Science, Faculty of Science and Technology, University of Macau, 99999, Macao
5.School of Automation Engineering, University of Electronic Science and Technology of China, Chengdu, 610054, China
Recommended Citation
GB/T 7714
Zhang, Dan,Zuo, Yi,Chen, Philip C.L.,et al. Application of Broad Learning System for Image Classification Based on Deep Features[C], 2021, 464-471.
APA Zhang, Dan., Zuo, Yi., Chen, Philip C.L.., Wang, Chiye., & Li, Teishan (2021). Application of Broad Learning System for Image Classification Based on Deep Features. Communications in Computer and Information Science, 1397 CCIS, 464-471.
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