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1-8 of 8
Keywords: Deep learning
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Journal Articles
Research on multi-label clothing image recognition based on deep learning
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International Journal of Clothing Science and Technology 1–17.
Published: 06 May 2026
... different annotators. Besides, it is particularly difficult to make image annotation for dresses with rich style variations and massive image data. To solve this problem, in this study, an automatic recognition method of multi-label images based on deep learning is proposed. Design/methodology/approach...
Journal Articles
Research on machine learning-based wearable dynamic cycling posture monitoring system
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International Journal of Clothing Science and Technology (2026) 38 (2): 277–291.
Published: 08 December 2025
... machine learning models (support vector machine, decision tree), we developed a novel hybrid deep learning architecture integrating long short-term memory (LSTM) networks with convolutional neural networks (CNN). This configuration enables simultaneous temporal pattern recognition through LSTM layers...
Journal Articles
Development of AI-based garment design process integrating flat sketch and pattern making
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International Journal of Clothing Science and Technology (2026) 38 (1): 119–138.
Published: 17 October 2025
... diverse design variations, making them suitable for evaluating the performance of the proposed process. 01 03 2025 19 08 2025 18 09 2025 © Emerald Publishing Limited 2025 Emerald Publishing Limited Licensed re-use rights only Artificial intelligence Deep learning Flat...
Journal Articles
Cloth-net: improved hybrid adversarial network with dense vision transformer for 2D-3D image classification for accurate cloth recommendation engine
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International Journal of Clothing Science and Technology (2025) 37 (3): 402–442.
Published: 29 January 2025
... recommendation engines by using cutting-edge deep learning methods. Cloth-Net is a powerful method for improving the classification accuracy of 2D and 3D clothing photos. Its core is a hybrid adversarial network coupled with a Vision Transformer architecture (Mir et al., 2020). Cloth-Net’s...
Journal Articles
Clothing image attribute editing based on generative adversarial network, with reference to an upper garment
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International Journal of Clothing Science and Technology (2024) 36 (2): 268–286.
Published: 01 March 2024
... details of the original image. However, this objective, pose two primary challenges that demand resolution: Artificial intelligence design Deep learning GAN Attribute editing Women’s blouse While the AI applications in the field of design are not fully mature yet (Cheng et al...
Journal Articles
Development of fashion recommendation system using collaborative deep learning
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International Journal of Clothing Science and Technology (2022) 34 (5): 732–744.
Published: 27 April 2022
... The newly developed model was able to cope with the cold start problem better than other models. Social implications A hybrid recommendation system has been developed that combines the existing recommendation system with deep learning to effectively recommend fashion products considering the user's...
Journal Articles
Objective evaluation of fabric pilling based on image analysis and deep learning algorithm
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International Journal of Clothing Science and Technology (2021) 33 (4): 495–512.
Published: 24 November 2020
...Qi Xiao; Rui Wang; Hongyu Sun; Limin Wang Purpose The paper aims to build a new objective evaluation method of fabric pilling by combining an integrated image analysis technology with a deep learning algorithm. Design/methodology/approach Series of image analysis techniques were adopted. First...
Journal Articles
Apparel-based deep learning system design for apparel style recommendation
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International Journal of Clothing Science and Technology (2019) 31 (3): 376–389.
Published: 13 March 2019
.... For deep learning, two models are introduced to train the prediction model, one is a convolutional neural network joint with the baseline classifier support vector machine and the other is with a newly proposed classifier later kernel fusion. Findings The results show that the most accurate model...
