Recommender System for Apparel Products Based on Image Recognition Using Convolutional Neural Networks
In e-commerce and fashion, personalized recommendations are used to enhance user experience and engagement. In this study, an apparel recognition and recommender system (ARRS) using convolutional neural networks (CNNs) was employed to analyze apparel images, extract features, and provide accurate re...
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| Format: | Article |
| Language: | English |
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MDPI AG
2025-03-01
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| Series: | Engineering Proceedings |
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| Online Access: | https://www.mdpi.com/2673-4591/89/1/38 |
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| author | Chin-Chih Chang Chi-Hung Wei Yen-Hsiang Wang Chyuan-Huei Thomas Yang Sean Hsiao |
| author_facet | Chin-Chih Chang Chi-Hung Wei Yen-Hsiang Wang Chyuan-Huei Thomas Yang Sean Hsiao |
| author_sort | Chin-Chih Chang |
| collection | DOAJ |
| description | In e-commerce and fashion, personalized recommendations are used to enhance user experience and engagement. In this study, an apparel recognition and recommender system (ARRS) using convolutional neural networks (CNNs) was employed to analyze apparel images, extract features, and provide accurate recognition and recommendations. By learning patterns and features of clothes, the system enables robust recognition and personalized suggestions. The effectiveness of ARRS in recognizing apparel and generating relevant recommendations was validated. The system enhances user satisfaction and engagement on fashion e-commerce platforms. |
| format | Article |
| id | doaj-art-e90ea27a671f413f9e90a45765e1bc19 |
| institution | Kabale University |
| issn | 2673-4591 |
| language | English |
| publishDate | 2025-03-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Engineering Proceedings |
| spelling | doaj-art-e90ea27a671f413f9e90a45765e1bc192025-08-20T03:24:39ZengMDPI AGEngineering Proceedings2673-45912025-03-018913810.3390/engproc2025089038Recommender System for Apparel Products Based on Image Recognition Using Convolutional Neural NetworksChin-Chih Chang0Chi-Hung Wei1Yen-Hsiang Wang2Chyuan-Huei Thomas Yang3Sean Hsiao4Department of Computer Science and Information Engineering, Chung Hua University, Hsinchu 30012, TaiwanPh.D. Program in Engineering Science, Chung Hua University, Hsinchu 30012, TaiwanDepartment of Computer Science and Information Engineering, Chung Hua University, Hsinchu 30012, TaiwanSchool of Information Engineering, Shandong Vocational and Technical University of International Studies, Rizhao 276826, ChinaDepartment of Computer Science and Information Engineering, Ming Chuan University, Taoyuan 48710, TaiwanIn e-commerce and fashion, personalized recommendations are used to enhance user experience and engagement. In this study, an apparel recognition and recommender system (ARRS) using convolutional neural networks (CNNs) was employed to analyze apparel images, extract features, and provide accurate recognition and recommendations. By learning patterns and features of clothes, the system enables robust recognition and personalized suggestions. The effectiveness of ARRS in recognizing apparel and generating relevant recommendations was validated. The system enhances user satisfaction and engagement on fashion e-commerce platforms.https://www.mdpi.com/2673-4591/89/1/38convolutional neural networkimage recognitionrecommender system |
| spellingShingle | Chin-Chih Chang Chi-Hung Wei Yen-Hsiang Wang Chyuan-Huei Thomas Yang Sean Hsiao Recommender System for Apparel Products Based on Image Recognition Using Convolutional Neural Networks Engineering Proceedings convolutional neural network image recognition recommender system |
| title | Recommender System for Apparel Products Based on Image Recognition Using Convolutional Neural Networks |
| title_full | Recommender System for Apparel Products Based on Image Recognition Using Convolutional Neural Networks |
| title_fullStr | Recommender System for Apparel Products Based on Image Recognition Using Convolutional Neural Networks |
| title_full_unstemmed | Recommender System for Apparel Products Based on Image Recognition Using Convolutional Neural Networks |
| title_short | Recommender System for Apparel Products Based on Image Recognition Using Convolutional Neural Networks |
| title_sort | recommender system for apparel products based on image recognition using convolutional neural networks |
| topic | convolutional neural network image recognition recommender system |
| url | https://www.mdpi.com/2673-4591/89/1/38 |
| work_keys_str_mv | AT chinchihchang recommendersystemforapparelproductsbasedonimagerecognitionusingconvolutionalneuralnetworks AT chihungwei recommendersystemforapparelproductsbasedonimagerecognitionusingconvolutionalneuralnetworks AT yenhsiangwang recommendersystemforapparelproductsbasedonimagerecognitionusingconvolutionalneuralnetworks AT chyuanhueithomasyang recommendersystemforapparelproductsbasedonimagerecognitionusingconvolutionalneuralnetworks AT seanhsiao recommendersystemforapparelproductsbasedonimagerecognitionusingconvolutionalneuralnetworks |