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Generation of images containing multiple humans, performing complex actions, while preserving their facial identities, is a significant challenge. A major factor contributing to this is the lack of a dedicated benchmark. To address this, we…

Computer Vision and Pattern Recognition · Computer Science 2026-01-23 Shubhankar Borse , Seokeon Choi , Sunghyun Park , Jeongho Kim , Shreya Kadambi , Risheek Garrepalli , Sungrack Yun , Munawar Hayat , Fatih Porikli

Incorporating human feedback has been shown to be crucial to align text generated by large language models to human preferences. We hypothesize that state-of-the-art instructional image editing models, where outputs are generated based on…

Computer Vision and Pattern Recognition · Computer Science 2024-03-28 Shu Zhang , Xinyi Yang , Yihao Feng , Can Qin , Chia-Chih Chen , Ning Yu , Zeyuan Chen , Huan Wang , Silvio Savarese , Stefano Ermon , Caiming Xiong , Ran Xu

Human image editing includes tasks like changing a person's pose, their clothing, or editing the image according to a text prompt. However, prior work often tackles these tasks separately, overlooking the benefit of mutual reinforcement…

Computer Vision and Pattern Recognition · Computer Science 2024-04-02 Nannan Li , Qing Liu , Krishna Kumar Singh , Yilin Wang , Jianming Zhang , Bryan A. Plummer , Zhe Lin

The Aesthetics Assessment of Children's Paintings (AACP) is an important branch of the image aesthetics assessment (IAA), playing a significant role in children's education. This task presents unique challenges, such as limited available…

Computer Vision and Pattern Recognition · Computer Science 2024-03-13 Shiqi Jiang , Ning Li , Chen Shi , Liping Guo , Changbo Wang , Chenhui Li

The rise of customized diffusion models has spurred a boom in personalized visual content creation, but also poses risks of malicious misuse, severely threatening personal privacy and copyright protection. Some studies show that the…

Computer Vision and Pattern Recognition · Computer Science 2025-04-24 Songping Wang , Yueming Lyu , Shiqi Liu , Ning Li , Tong Tong , Hao Sun , Caifeng Shan

Recently, it has been recognized that large language models demonstrate high performance on various intellectual tasks. However, few studies have investigated alignment with humans in behaviors that involve sensibility, such as aesthetic…

Artificial Intelligence · Computer Science 2024-03-07 Yoshia Abe , Tatsuya Daikoku , Yasuo Kuniyoshi

This study introduces HQ-Edit, a high-quality instruction-based image editing dataset with around 200,000 edits. Unlike prior approaches relying on attribute guidance or human feedback on building datasets, we devise a scalable data…

Computer Vision and Pattern Recognition · Computer Science 2024-04-16 Mude Hui , Siwei Yang , Bingchen Zhao , Yichun Shi , Heng Wang , Peng Wang , Yuyin Zhou , Cihang Xie

Image aesthetics assessment (IAA) is attracting wide interest with the prevalence of social media. The problem is challenging due to its subjective and ambiguous nature. Instead of directly extracting aesthetic features solely from the…

Computer Vision and Pattern Recognition · Computer Science 2024-05-03 Zhiwei Xiong , Yunfan Zhang , Zhiqi Shen , Peiran Ren , Han Yu

AI agents have been developed for complex real-world tasks from coding to customer service. But AI agent evaluations suffer from many challenges that undermine our understanding of how well agents really work. We introduce the Holistic…

Multimodal large language models (MLLMs) are now routinely deployed for visual understanding, generation, and curation. A substantial fraction of these applications require an explicit aesthetic judgment. Most existing solutions reduce this…

Video aesthetic assessment, a vital area in multimedia computing, integrates computer vision with human cognition. Its progress is limited by the lack of standardized datasets and robust models, as the temporal dynamics of video and…

Computer Vision and Pattern Recognition · Computer Science 2025-11-14 Qianqian Qiao , DanDan Zheng , Yihang Bo , Bao Peng , Heng Huang , Longteng Jiang , Huaye Wang , Jingdong Chen , Jun Zhou , Xin Jin

Recent advances in instruction-guided image editing underscore the need for effective automated evaluation. While Vision-Language Models (VLMs) have been explored as judges, open-source models struggle with alignment, and proprietary models…

Computer Vision and Pattern Recognition · Computer Science 2025-07-29 Sherry X. Chen , Yi Wei , Luowei Zhou , Suren Kumar

Human insertion aims to naturally place specific individuals into a target background. Although existing image editing models may have such ability, they often produce failure cases, including inappropriate human pose in new background,…

Computer Vision and Pattern Recognition · Computer Science 2026-05-11 Jie Li , Shulian Zhang , Yangyang Gao , Wenbo Li , Yulun Zhang , Yong Guo , Jian Chen

With the development of eXtended Reality (XR), photo capturing and display technology based on head-mounted displays (HMDs) have experienced significant advancements and gained considerable attention. Egocentric spatial images and videos…

Computer Vision and Pattern Recognition · Computer Science 2025-02-24 Xilei Zhu , Liu Yang , Huiyu Duan , Xiongkuo Min , Guangtao Zhai , Patrick Le Callet

We present Experiment Automation Agents (EAA), a vision-language-model-driven agentic system designed to automate complex experimental microscopy workflows. EAA integrates multimodal reasoning, tool-augmented action, and optional long-term…

Artificial Intelligence · Computer Science 2026-02-18 Ming Du , Yanqi Luo , Srutarshi Banerjee , Michael Wojcik , Jelena Popovic , Mathew J. Cherukara

This study presents a robust framework that leverages advanced imaging techniques and machine learning for feature extraction and classification of key human attributes-namely skin tone, hair color, iris color, and vein-based undertones.…

Computer Vision and Pattern Recognition · Computer Science 2025-05-22 Rama Alyoubi , Taif Alharbi , Albatul Alghamdi , Yara Alshehri , Elham Alghamdi

Nowadays, a huge number of images are available. However, retrieving a required image for an ordinary user is a challenging task in computer vision systems. During the past two decades, many types of research have been introduced to improve…

Multimedia · Computer Science 2020-01-30 Amir Vatani , Milad Taleby Ahvanooey , Mostafa Rahimi

Human beings often assess the aesthetic quality of an image coupled with the identification of the image's semantic content. This paper addresses the correlation issue between automatic aesthetic quality assessment and semantic recognition.…

Computer Vision and Pattern Recognition · Computer Science 2017-04-05 Yueying Kao , Ran He , Kaiqi Huang

Human-centered AI (HCAI) is a design philosophy that advocates prioritizing humans in designing, developing, and deploying intelligent systems, aiming to maximize the benefits of AI to humans and avoid potential adverse impacts. While HCAI…

Artificial Intelligence · Computer Science 2023-11-15 Wei Xu , Zaifeng Gao

The emergence of generative AI, large language models (LLMs), and foundation models is fundamentally reshaping computer science, and visualization and visual analytics are no exception. We present a systematic framework for understanding…

Human-Computer Interaction · Computer Science 2025-11-18 Niklas Elmqvist , Clemens Nylandsted Klokmose
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