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Fashion is a fast-changing industry where designs are refreshed at large scale every season. Moreover, it faces huge challenge of unsold inventory as not all designs appeal to customers. This puts designers under significant pressure.…

Computer Vision and Pattern Recognition · Computer Science 2020-07-13 Alpana Dubey , Nitish Bhardwaj , Kumar Abhinav , Suma Mani Kuriakose , Sakshi Jain , Veenu Arora

The fusion of AI and fashion design has emerged as a promising research area. However, the lack of extensive, interrelated data on clothing and try-on stages has hindered the full potential of AI in this domain. Addressing this, we present…

Computer Vision and Pattern Recognition · Computer Science 2024-03-19 Jia Yu , Lichao Zhang , Zijie Chen , Fayu Pan , MiaoMiao Wen , Yuming Yan , Fangsheng Weng , Shuai Zhang , Lili Pan , Zhenzhong Lan

Aligning large language models (LLMs) behaviour with human intent is critical for future AI. An important yet often overlooked aspect of this alignment is the perceptual alignment. Perceptual modalities like touch are more multifaceted and…

Computation and Language · Computer Science 2026-04-29 Shu Zhong , Elia Gatti , Youngjun Cho , Marianna Obrist

The fashion industry is on the verge of an unprecedented change. The implementation of machine learning, computer vision, and artificial intelligence (AI) in fashion applications is opening lots of new opportunities for this industry. This…

Computer Vision and Pattern Recognition · Computer Science 2021-11-03 Seyed Omid Mohammadi , Ahmad Kalhor

Generative AI evolves the execution of complex workflows in industry, where the large multimodal model empowers fashion design in the garment industry. Current generation AI models magically transform brainstorming into fancy designs…

Computer Vision and Pattern Recognition · Computer Science 2025-09-12 Hui Li , Yi You , Qiqi Chen , Bingfeng Zhang , George Q. Huang

Analyzing fashion trends is essential in the fashion industry. Current fashion forecasting firms, such as WGSN, utilize the visual information from around the world to analyze and predict fashion trends. However, analyzing fashion trends is…

Computer Vision and Pattern Recognition · Computer Science 2020-05-05 Mengyun Shi , Van Dyk Lewis

Fashion-focused artificial intelligence has rapidly advanced in recent years, driven by deep learning and its deployment in recommender systems, detection, retrieval, and analytics. Yet several consumer-facing domains remain comparatively…

Computer Vision and Pattern Recognition · Computer Science 2026-03-20 Laila Khalid , Wei Gong

Fashion content generation is an emerging area at the intersection of artificial intelligence and creative design, with applications ranging from virtual try-on to culturally diverse design prototyping. Existing methods often struggle with…

Computation and Language · Computer Science 2025-01-28 Spencer Ramsey , Amina Grant , Jeffrey Lee

Large Language Models (LLMs) have seen rapid advancements in recent years, with models like ChatGPT and DeepSeek, showcasing their remarkable capabilities across diverse domains. While substantial research has been conducted on LLMs in…

Machine Learning · Computer Science 2026-03-31 Licheng Zhang , Bach Le , Naveed Akhtar , Siew-Kei Lam , Tuan Ngo

The rise of Machine Learning (ML) is gradually digitalizing and reshaping the fashion industry. Recent years have witnessed a number of fashion AI applications, for example, virtual try-ons. Textile material identification and…

Digital Libraries · Computer Science 2023-01-18 Shu Zhong , Miriam Ribul , Youngjun Cho , Marianna Obrist

Big Language Models (LLMs) are changing the way businesses use software, the way people live their lives and the way industries work. Companies like Google, High-Flyer, Anthropic, OpenAI and Meta are making better LLMs. So, it's crucial to…

Artificial Intelligence · Computer Science 2025-10-28 Urja Kohli , Aditi Singh , Arun Sharma

Large Language Models (LLMs) are transforming AI across industries, but their development and deployment remain complex. This survey reviews 16 key challenges in building and using LLMs and examines how these challenges are addressed by two…

Computation and Language · Computer Science 2025-09-01 Shubham Sharma , Sneha Tuli , Narendra Badam

Despite the rapid evolution and increasing efficacy of language and vision generative models, there remains a lack of comprehensive datasets that bridge the gap between personalized fashion needs and AI-driven design, limiting the potential…

Computer Vision and Pattern Recognition · Computer Science 2024-09-16 Georgia Argyrou , Angeliki Dimitriou , Maria Lymperaiou , Giorgos Filandrianos , Giorgos Stamou

As organizations increasingly rely on AI systems for decision support in sustainability contexts, it becomes critical to understand the inherent biases and perspectives embedded in Large Language Models (LLMs). This study systematically…

Computers and Society · Computer Science 2026-01-06 Annika Bush , Meltem Aksoy , Markus Pauly , Greta Ontrup

In this independent report fAshIon after fashion, we examine the development of fAshIon (artificial intelligence (AI) in fashion) and explore its potentiality to become a major disruptor of the fashion industry in the near future. To do…

Computers and Society · Computer Science 2021-05-10 Xingxing Zou , Waikeung Wong

The utilization of Large Language Models (LLMs) for the construction of AI systems has garnered significant attention across diverse fields. The extension of LLMs to the domain of fashion holds substantial commercial potential but also…

Computer Vision and Pattern Recognition · Computer Science 2023-07-26 Zheng Chong , Xujie Zhang , Fuwei Zhao , Zhenyu Xie , Xiaodan Liang

The fashion retail business is centered around the capacity to comprehend products. Product attribution helps in comprehending products depending on the business process. Quality attribution improves the customer experience as they navigate…

Computer Vision and Pattern Recognition · Computer Science 2025-07-31 Shubham Shukla , Kunal Sonalkar

As generative artificial intelligence advances, Large Language Models (LLMs) are being explored for automated graphical user interface (GUI) design. This study investigates the usability and adaptability of LLM-generated interfaces by…

Human-Computer Interaction · Computer Science 2026-02-02 Bartosz Sawicki , Tomasz Les , Dariusz Parzych , Aleksandra Wycisk-Ficek , Pawel Trebacz , Pawel Zawadzki

Large Language Models (LLMs) are increasingly utilized in AI-driven educational instruction and assessment, particularly within mathematics education. The capability of LLMs to generate accurate answers and detailed solutions for math…

Artificial Intelligence · Computer Science 2025-08-15 Liang Zhang , Edith Aurora Graf

The rapid evolution of the fashion industry increasingly intersects with technological advancements, particularly through the integration of generative AI. This study introduces a novel generative pipeline designed to transform the fashion…

Computer Vision and Pattern Recognition · Computer Science 2024-04-30 Abhishek Kumar Singh , Ioannis Patras
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