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Fashion-specific attributes interpretation via dual Gaussian visual-semantic embedding. arXiv:2210.17417. 2022. doi:10.48550\/arXiv.2210.17417.","DOI":"10.1109\/CVPRW59228.2023.00353"},{"key":"ref40","series-title":"2022 International Conference on Electrical, Computer and Energy Technologies (ICECET)","first-page":"1","article-title":"Natural language processing for fashion trends detection","author":"Sleiman","year":"2022 Jul 20\u201322"},{"key":"ref41","series-title":"2019 18th IEEE International Conference on Machine Learning and Applications (ICMLA)","first-page":"162","article-title":"Entity set expansion for detecting fashion trends","author":"Sarkar","year":"2019 Dec 16\u201319"},{"key":"ref42","series-title":"Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations; 2020 Nov 16\u201320; Online","first-page":"9","article-title":"BERTweet: a pre-trained language model for English Tweets","author":"Nguyen"},{"key":"ref43","unstructured":"Liu Y, Ott M, Goyal N, Du J, Joshi M, Chen D, et al. RoBERTa: a robustly optimized BERT pretraining approach. arXiv:1907.11692. 2019."},{"key":"ref44","series-title":"Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP); 2014 Oct 25\u201329; Doha, Qatar","first-page":"1532","article-title":"Glove: global vectors for word representation","author":"Pennington"},{"key":"ref45","first-page":"1","article-title":"Attention is all you need","volume":"30","author":"Vaswani","year":"2017","journal-title":"Adv Neural Inf Process Syst"},{"key":"ref46","doi-asserted-by":"crossref","first-page":"1735","DOI":"10.1162\/neco.1997.9.8.1735","article-title":"Long short-term memory","volume":"9","author":"Hochreiter","year":"1997","journal-title":"Neural Comput"},{"key":"ref47","unstructured":"Chung J, Gulcehre C, Cho K, Bengio Y. Empirical evaluation of gated recurrent neural networks on sequence modeling. arXiv:1412.3555. 2014. doi:10.48550\/arXiv.1412.3555."}],"container-title":["Computers, Materials & Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/cdn.techscience.cn\/files\/cmc\/2025\/TSP_CMC-84-3\/TSP_CMC_66050\/TSP_CMC_66050.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,23]],"date-time":"2026-04-23T05:45:22Z","timestamp":1776923122000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v84n3\/63178"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":47,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2025]]},"published-print":{"date-parts":[[2025]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2025.066050","relation":{},"ISSN":["1546-2226"],"issn-type":[{"value":"1546-2226","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"2025-03-28","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-06-21","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-07-30","order":2,"name":"published","label":"Published Online","group":{"name":"publication_history","label":"Publication History"}}]}}