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Generative AI is reshaping fashion by enabling virtual looks and avatars making it essential to find real products that best match AI-generated styles. We propose an end-to-end product search system that has been deployed in a real-world,…

信息检索 · 计算机科学 2025-11-04 Pradeep M , Ritesh Pallod , Satyen Abrol , Muthu Raman , Ian Anderson

The data scarcity, label noise, and long-tailed category imbalance remain important and unresolved challenges in many computer vision tasks, such as object detection and instance segmentation, especially on large-vocabulary benchmarks like…

计算机视觉与模式识别 · 计算机科学 2026-04-13 Jing-En Huang , I-Sheng Fang , Tzuhsuan Huang , Yu-Lun Liu , Chih-Yu Wang , Jun-Cheng Chen

Existing approaches for color-concept association typically rely on query-based image referencing, and color extraction from image references. However, these approaches are effective only for common concepts, and are vulnerable to unstable…

人机交互 · 计算机科学 2025-03-06 Yihan Hou , Xingchen Zeng , Yusong Wang , Manling Yang , Xiaojiao Chen , Wei Zeng

Designers rely on visual search to explore and develop ideas in early design stages. However, designers can struggle to identify suitable text queries to initiate a search or to discover images for similarity-based search that can…

人机交互 · 计算机科学 2024-03-05 Kihoon Son , DaEun Choi , Tae Soo Kim , Young-Ho Kim , Juho Kim

We present "Narrative Weaver", a novel framework that addresses a fundamental challenge in generative AI: achieving multi-modal controllable, long-range, and consistent visual content generation. While existing models excel at generating…

计算机视觉与模式识别 · 计算机科学 2026-03-16 Zhengjian Yao , Yongzhi Li , Xinyuan Gao , Quan Chen , Peng Jiang , Yanye Lu

Children develop narrative skills by understanding and actively building connections between elements, image text matching, and consequences. However, it is challenging for children to clearly grasp these multi level links only through…

人机交互 · 计算机科学 2025-12-01 Lyumanshan Ye , Jiandong Jiang , Yuhan Liu , Yihan Ran , Yufan Zhou , Zhao Wang , Yipeng Yu , Pengfei Liu , Danni Chang , Yucheng Jin

Artificial intelligence (AI) is transforming scientific research, with explainable AI methods like concept-based models (CMs) showing promise for new discoveries. However, in molecular science, CMs are less common than black-box models like…

人工智能 · 计算机科学 2024-12-17 Zimin Zhang , Qianli Wu , Botao Xia , Fang Sun , Ziniu Hu , Yizhou Sun , Shichang Zhang

With the continuous advancement of technology, artificial intelligence has significantly impacted various fields, particularly healthcare. Generative models, a key AI technology, have revolutionized medical image generation, data analysis,…

机器学习 · 计算机科学 2024-10-10 Yuan Sun , Jorge Ortiz

Generative Adversarial Networks (GANs) are the driving force behind the state-of-the-art in image generation. Despite their ability to synthesize high-resolution photo-realistic images, generating content with on-demand conditioning of…

计算机视觉与模式识别 · 计算机科学 2021-12-28 Markos Georgopoulos , James Oldfield , Grigorios G Chrysos , Yannis Panagakis

Generative artificial intelligence (GenAI) can rapidly produce large and diverse volumes of content. This lends to it a quality of creativity which can be empowering in the early stages of design. In seeking to understand how creative ways…

人机交互 · 计算机科学 2024-03-20 Gionnieve Lim , Simon T. Perrault

The rapid advancement of Artificial Intelligence Generated Content (AIGC) techniques has unlocked opportunities in generating diverse and compelling advertising images based on referenced product images and textual scene descriptions. This…

图形学 · 计算机科学 2025-08-19 Yiyun Chen , Weikai Yang

Recent breakthroughs in diffusion models, multimodal pretraining, and efficient finetuning have led to an explosion of text-to-image generative models. Given human evaluation is expensive and difficult to scale, automated methods are…

计算机视觉与模式识别 · 计算机科学 2023-10-19 Dhruba Ghosh , Hanna Hajishirzi , Ludwig Schmidt

Generative artificial intelligence (AI) is rapidly transforming medical imaging by enabling capabilities such as data synthesis, image enhancement, modality translation, and spatiotemporal modeling. This review presents a comprehensive and…

图像与视频处理 · 电气工程与系统科学 2025-08-14 Xuanru Zhou , Cheng Li , Shuqiang Wang , Ye Li , Tao Tan , Hairong Zheng , Shanshan Wang

Generative AI has the potential to revolutionize drug discovery. Yet, despite recent advances in deep learning, existing models cannot generate molecules that satisfy all desired physicochemical properties. Herein, we describe IDOLpro, a…

化学物理 · 物理学 2025-04-29 Amit Kadan , Kevin Ryczko , Erika Lloyd , Adrian Roitberg , Takeshi Yamazaki

The designers' tendency to adhere to a specific mental set and heavy emotional investment in their initial ideas often hinder their ability to innovate during the design thinking and ideation process. In the fashion industry, in particular,…

计算机视觉与模式识别 · 计算机科学 2020-07-24 Chenxi Yuan , Mohsen Moghaddam

Generative adversarial networks achieve great performance in photorealistic image synthesis in various domains, including human images. However, they usually employ latent vectors that encode the sampled outputs globally. This does not…

计算机视觉与模式识别 · 计算机科学 2021-03-15 Kripasindhu Sarkar , Lingjie Liu , Vladislav Golyanik , Christian Theobalt

This paper proposes new framework of communication system leveraging promising generation capabilities of multi-modal generative models. Regarding nowadays smart applications, successful communication can be made by conveying the perceptual…

信号处理 · 电气工程与系统科学 2023-09-11 Hyelin Nam , Jihong Park , Jinho Choi , Seong-Lyun Kim

Design inspiration is crucial for establishing the direction of a design as well as evoking feelings and conveying meanings during the conceptual design process. Many practice designers use text-based searches on platforms like Pinterest to…

人机交互 · 计算机科学 2024-07-18 Ye Wang , Nicole B. Damen , Thomas Gale , Voho Seo , Hooman Shayani

Online marketing faces formidable challenges in managing and interpreting immense volumes of data necessary for competitor analysis, content research, and strategic branding. It is impossible to review hundreds to thousands of transient…

计算机与社会 · 计算机科学 2024-12-11 Aleksandr Farseev , Qi Yang , Marlo Ongpin , Ilia Gossoudarev , Yu-Yi Chu-Farseeva , Sergey Nikolenko

Generative AI (GenAI) is transforming creative fields shaping our culture and our heritage. We focus on widespread interactions between clients and (creative) specialists highlighting a change in interaction patterns leading to a shift from…

人工智能 · 计算机科学 2025-12-05 Johannes Schneider , Kilic Sinem , Daniel Stockhammer