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Computer vision systems have been deployed in various applications involving biometrics like human faces. These systems can identify social media users, search for missing persons, and verify identity of individuals. While computer vision…

计算机视觉与模式识别 · 计算机科学 2024-07-31 Guruprasad V Ramesh , Harrison Rosenberg , Ashish Hooda , Shimaa Ahmed Kassem Fawaz

Over the past years, image generation and manipulation have achieved remarkable progress due to the rapid development of generative AI based on deep learning. Recent studies have devoted significant efforts to address the problem of face…

计算机视觉与模式识别 · 计算机科学 2024-02-15 Yuhang Lu , Touradj Ebrahimi

3D generation is experiencing rapid advancements, while the development of 3D evaluation has not kept pace. How to keep automatic evaluation equitably aligned with human perception has become a well-recognized challenge. Recent advances in…

计算机视觉与模式识别 · 计算机科学 2025-07-29 Yuhan Zhang , Mengchen Zhang , Tong Wu , Tengfei Wang , Gordon Wetzstein , Dahua Lin , Ziwei Liu

Video generation has advanced rapidly, with recent methods producing increasingly convincing animated results. However, existing benchmarks-largely designed for realistic videos-struggle to evaluate animation-style generation with its…

计算机视觉与模式识别 · 计算机科学 2026-04-17 Leyi Wu , Pengjun Fang , Kai Sun , Yazhou Xing , Yinwei Wu , Songsong Wang , Ziqi Huang , Dan Zhou , Yingqing He , Ying-Cong Chen , Qifeng Chen

We introduce ImageGem, a dataset for studying generative models that understand fine-grained individual preferences. We posit that a key challenge hindering the development of such a generative model is the lack of in-the-wild and…

计算机视觉与模式识别 · 计算机科学 2025-10-22 Yuanhe Guo , Linxi Xie , Zhuoran Chen , Kangrui Yu , Ryan Po , Guandao Yang , Gordon Wetztein , Hongyi Wen

Human-centric generative models are becoming increasingly popular, giving rise to various innovative tools and applications, such as talking face videos conditioned on text or audio prompts. The core of these capabilities lies in powerful…

计算机视觉与模式识别 · 计算机科学 2025-07-15 Donglin Di , He Feng , Wenzhang Sun , Yongjia Ma , Hao Li , Wei Chen , Lei Fan , Tonghua Su , Xun Yang

Video generation has witnessed significant advancements, yet evaluating these models remains a challenge. A comprehensive evaluation benchmark for video generation is indispensable for two reasons: 1) Existing metrics do not fully align…

Affective Image Manipulation (AIM) aims to evoke specific emotions through targeted editing. Current image editing benchmarks primarily focus on object-level modifications in general scenarios, lacking the fine-grained granularity to…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Shi Chen , Xuecheng Wu , Heli Sun , Yunyun Shi , Xinyi Yin , Fengjian Xue , Jinheng Xie , Dingkang Yang , Hao Wang , Junxiao Xue , Liang He

Facial beauty prediction (FBP) aims to develop a machine that automatically makes facial attractiveness assessment. In the past those results were highly correlated with human ratings, therefore also with their bias in annotating. As…

计算机视觉与模式识别 · 计算机科学 2021-11-10 Michael Danner , Thomas Weber , Leping Peng , Tobias Gerlach , Xueping Su , Matthias Rätsch

Recent advancement in personalized image generation have unveiled the intriguing capability of pre-trained text-to-image models on learning identity information from a collection of portrait images. However, existing solutions are…

The rapid advancement in AI-generated video synthesis has led to a growth demand for standardized and effective evaluation metrics. Existing metrics lack a unified framework for systematically categorizing methodologies, limiting a holistic…

计算机视觉与模式识别 · 计算机科学 2025-03-19 Xinhao Xiang , Xiao Liu , Zizhong Li , Zhuosheng Liu , Jiawei Zhang

In recent advances of deep generative models, face reenactment -manipulating and controlling human face, including their head movement-has drawn much attention for its wide range of applicability. Despite its strong expressiveness, it is…

计算机视觉与模式识别 · 计算机科学 2022-02-23 Takuya Yashima , Takuya Narihira , Tamaki Kojima

The rise of personalized generative models raises a central question: how should we evaluate identity preservation? Given a reference image (e.g., one's pet), we expect the generated image to retain precise details attached to the subject's…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Connor Kilrain , David Carlyn , Julia Chae , Sara Beery , Wei-Lun Chao , Jianyang Gu

Video generation assessment is essential for ensuring that generative models produce visually realistic, high-quality videos while aligning with human expectations. Current video generation benchmarks fall into two main categories:…

计算机视觉与模式识别 · 计算机科学 2025-04-30 Hui Han , Siyuan Li , Jiaqi Chen , Yiwen Yuan , Yuling Wu , Chak Tou Leong , Hanwen Du , Junchen Fu , Youhua Li , Jie Zhang , Chi Zhang , Li-jia Li , Yongxin Ni

Recent advances in AI has made automated analysis of complex media content at scale possible while generating actionable insights regarding character representation along such dimensions as gender and age. Past works focused on quantifying…

人机交互 · 计算机科学 2025-08-28 Evdoxia Taka , Debadyuti Bhattacharya , Joanne Garde-Hansen , Sanjay Sharma , Tanaya Guha

Physical AI aims to develop models that can perceive and predict real-world dynamics; yet, the extent to which current multi-modal large language models and video generative models support these abilities is insufficiently understood. We…

计算机视觉与模式识别 · 计算机科学 2025-12-02 Fengzhe Zhou , Jiannan Huang , Jialuo Li , Deva Ramanan , Humphrey Shi

Text-driven video editing has recently experienced rapid development. Despite this, evaluating edited videos remains a considerable challenge. Current metrics tend to fail to align with human perceptions, and effective quantitative metrics…

计算机视觉与模式识别 · 计算机科学 2024-12-19 Shangkun Sun , Xiaoyu Liang , Songlin Fan , Wenxu Gao , Wei Gao

Recent advancements in audio-video joint generation models have demonstrated impressive capabilities in content creation. However, generating high-fidelity human-centric videos in complex, real-world physical scenes remains a significant…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Lei Zhu , Xing Cai , Yingjie Chen , Yiheng Li , Binxin Yang , Hao Liu , Jie Chen , Chen Li , Jing LYu

AI models are increasingly prevalent in high-stakes environments, necessitating thorough assessment of their capabilities and risks. Benchmarks are popular for measuring these attributes and for comparing model performance, tracking…

人工智能 · 计算机科学 2024-11-21 Anka Reuel , Amelia Hardy , Chandler Smith , Max Lamparth , Malcolm Hardy , Mykel J. Kochenderfer

EXplainable Artificial Intelligence (XAI) approaches are widely applied for identifying fairness issues in Artificial Intelligence (AI) systems. However, in the context of facial analysis, existing XAI approaches, such as pixel attribution…

计算机视觉与模式识别 · 计算机科学 2024-12-11 Ioannis Sarridis , Christos Koutlis , Symeon Papadopoulos , Christos Diou