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Product attribute-value identification (PAVI) has been studied to link products on e-commerce sites with their attribute values (e.g., <Material, Cotton>) using product text as clues. Technical demands from real-world e-commerce platforms…

Computation and Language · Computer Science 2023-06-12 Keiji Shinzato , Naoki Yoshinaga , Yandi Xia , Wei-Te Chen

Due to the significant advances in large-scale text-to-image generation by diffusion model (DM), controllable human image generation has been attracting much attention recently. Existing works, such as Controlnet [36], T2I-adapter [20] and…

Computer Vision and Pattern Recognition · Computer Science 2024-05-17 Binghui Chen , Chongyang Zhong , Wangmeng Xiang , Yifeng Geng , Xuansong Xie

With the advancement of neural generative capabilities, the art community has actively embraced GenAI (generative artificial intelligence) for creating painterly content. Large text-to-image models can quickly generate aesthetically…

Artificial Intelligence · Computer Science 2024-02-12 Aven-Le Zhou , Yu-Ao Wang , Wei Wu , Kang Zhang

Assessing the quality of artificial intelligence-generated images (AIGIs) plays a crucial role in their application in real-world scenarios. However, traditional image quality assessment (IQA) algorithms primarily focus on low-level visual…

Computer Vision and Pattern Recognition · Computer Science 2024-12-23 Yu Tian , Yixuan Li , Baoliang Chen , Hanwei Zhu , Shiqi Wang , Sam Kwong

Generative Artificial Intelligence (AI) is a cutting-edge technology capable of producing text, images, and various media content leveraging generative models and user prompts. Between 2022 and 2023, generative AI surged in popularity with…

Artificial Intelligence · Computer Science 2023-10-27 Nouar AlDahoul , Joseph Hong , Matteo Varvello , Yasir Zaki

Pre-search query recommendation, widely known as HintQ on Taobao's homepage, plays a vital role in intent capture and demand discovery, yet traditional methods suffer from shallow semantics, poor cold-start performance and low serendipity…

Information Retrieval · Computer Science 2026-03-23 Jingcao Xu , Jianyun Zou , Renkai Yang , Zili Geng , Qiang Liu , Haihong Tang

With the significant advancements in artificial intelligence (AI) technologies and powerful computational capabilities, generative AI (GAI) has become a pivotal digital content generation technique for offering superior digital services.…

Networking and Internet Architecture · Computer Science 2023-09-06 Jiacheng Wang , Hongyang Du , Dusit Niyato , Jiawen Kang , Zehui Xiong , Deepu Rajan , Shiwen Mao , Xuemin , Shen

Compared to classical machine learning (ML) models, generative models offer a new usage paradigm where (i) a single model can be used for many different tasks out-of-the-box; (ii) users interact with this model over a series of natural…

Computer Science and Game Theory · Computer Science 2024-11-06 Rafid Mahmood

The rapid progress of generative AI technology has sparked significant copyright concerns, leading to numerous lawsuits filed against AI developers. Notably, generative AI's capacity for generating images of copyrighted characters has been…

Machine Learning · Computer Science 2025-04-01 Hiroaki Chiba-Okabe , Weijie J. Su

In this paper, we introduce an innovative application of artificial intelligence in the realm of interior design through the integration of Stable Diffusion and Dreambooth models. This paper explores the potential of these advanced…

Human-Computer Interaction · Computer Science 2024-05-30 Kaiwen Zhou , Tianyu Wang

Current AI-Generated Image (AIGI) detection approaches predominantly rely on binary classification to distinguish real from synthetic images, often lacking interpretable or convincing evidence to substantiate their decisions. This…

Computer Vision and Pattern Recognition · Computer Science 2026-01-28 Yao Xiao , Weiyan Chen , Jiahao Chen , Zijie Cao , Weijian Deng , Binbin Yang , Ziyi Dong , Xiangyang Ji , Wei Ke , Pengxu Wei , Liang Lin

A social computational design method is established, aiming at taking advantages of the fast-developing artificial intelligence technologies for intelligent product design. Supported with multi-agent system, shape grammar, Generative…

Artificial Intelligence · Computer Science 2022-02-23 Maolin Yang , Pingyu Jiang

Artificial Intelligence (AI)-driven material design has been attracting great attentions as a groundbreaking technology across a wide spectrum of industries. Molecular design is particularly important owing to its broad application domains…

The rapid development of artificial intelligence (AI) has fundamentally transformed creative work practices in the design industry. Existing studies have identified both opportunities and challenges for creative practitioners in their…

Human-Computer Interaction · Computer Science 2025-09-30 Nami Ogawa , Yuki Okafuji , Yuji Hatada , Jun Baba

In the realm of fashion design, sketches serve as the canvas for expressing an artist's distinctive drawing style and creative vision, capturing intricate details like stroke variations and texture nuances. The advent of sketch-to-image…

Computer Vision and Pattern Recognition · Computer Science 2024-08-15 Jianan Jiang , Xinglin Li , Weiren Yu , Di Wu

Our goal is to build general representation (embedding) for each user and each product item across Alibaba's businesses, including Taobao and Tmall which are among the world's biggest e-commerce websites. The representation of users and…

Artificial Intelligence · Computer Science 2022-07-05 Chao Yang , Ru He , Fangquan Lin , Suoyuan Song , Jingqiao Zhang , Cheng Yang

Thinking of technology as a design material is appealing. It encourages designers to explore the material's properties to understand its capabilities and limitations, a prerequisite to generative design thinking. However, as a material, AI…

Human-Computer Interaction · Computer Science 2021-05-07 Hariharan Subramonyam , Colleen Seifert , Eytan Adar

Conventional picture-book production imposes substantial physical and temporal demands on creators, often constraining opportunities for high-level artistic exploration. While generative AI can drastically accelerate image generation,…

Human-Computer Interaction · Computer Science 2026-04-07 Cosei Kawa

Recently, Product Question Answering (PQA) on E-Commerce platforms has attracted increasing attention as it can act as an intelligent online shopping assistant and improve the customer shopping experience. Its key function, automatic answer…

Computation and Language · Computer Science 2021-12-28 Yang Deng , Yaliang Li , Wenxuan Zhang , Bolin Ding , Wai Lam

Diversity in image generation is essential to ensure fair representations and support creativity in ideation. Hence, many text-to-image models have implemented diversification mechanisms. Yet, after a few iterations of generation, a lack of…

Human-Computer Interaction · Computer Science 2025-06-25 M. Michelessa , J. Ng , C. Hurter , B. Y. Lim
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