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In recent years, large "in the wild" face datasets have been released in an attempt to facilitate progress in tasks such as face detection, face recognition, and other tasks. Most of these datasets are acquired from webpages with automatic…

计算机视觉与模式识别 · 计算机科学 2020-03-25 Viktor Varkarakis , Peter Corcoran

Occlusions often occur in face images in the wild, troubling face-related tasks such as landmark detection, 3D reconstruction, and face recognition. It is beneficial to extract face regions from unconstrained face images accurately.…

计算机视觉与模式识别 · 计算机科学 2022-01-24 Xiangnan Yin , Liming Chen

Images taken from the Internet have been used alongside Deep Learning for many different tasks such as: smile detection, ethnicity, hair style, hair colour, gender and age prediction. After witnessing these usages, we were wondering what…

计算机视觉与模式识别 · 计算机科学 2018-12-20 Rashidedin Jahandideh , Alireza Tavakoli Targhi , Maryam Tahmasbi

The scarcity of comprehensive datasets in surveillance, identification, image retrieval systems, and healthcare poses a significant challenge for researchers in exploring new methodologies and advancing knowledge in these respective fields.…

计算机视觉与模式识别 · 计算机科学 2024-07-08 Pronay Debnath , Usafa Akther Rifa , Busra Kamal Rafa , Ali Haider Talukder Akib , Md. Aminur Rahman

The concept of beauty has been debated by philosophers and psychologists for centuries, but most definitions are subjective and metaphysical, and deficit in accuracy, generality, and scalability. In this paper, we present a novel study on…

计算机视觉与模式识别 · 计算机科学 2019-04-18 Xudong Liu , Tao Li , Hao Peng , Iris Chuoying Ouyang , Taehwan Kim , Ruizhe Wang

Large-scale facial datasets like CelebA are widely used in computer vision, yet the cultural biases embedded in their labels remain underexplored. Fairness research has distinguished representational from allocational harms, but audits of…

计算机与社会 · 计算机科学 2026-05-18 Sieun Park , Yuanmo He

Current image description generation models do not transfer well to the task of describing human faces. To encourage the development of more human-focused descriptions, we developed a new data set of facial descriptions based on the CelebA…

计算机视觉与模式识别 · 计算机科学 2022-05-26 Marc Tanti , Shaun Abdilla , Adrian Muscat , Claudia Borg , Reuben A. Farrugia , Albert Gatt

We present a novel Animation CelebHeads dataset (AnimeCeleb) to address an animation head reenactment. Different from previous animation head datasets, we utilize 3D animation models as the controllable image samplers, which can provide a…

人工智能 · 计算机科学 2022-07-22 Kangyeol Kim , Sunghyun Park , Jaeseong Lee , Sunghyo Chung , Junsoo Lee , Jaegul Choo

Large-scale datasets have played indispensable roles in the recent success of face generation/editing and significantly facilitated the advances of emerging research fields. However, the academic community still lacks a video dataset with…

计算机视觉与模式识别 · 计算机科学 2022-07-26 Hao Zhu , Wayne Wu , Wentao Zhu , Liming Jiang , Siwei Tang , Li Zhang , Ziwei Liu , Chen Change Loy

The hair and beauty industry is a fast-growing industry. This led to the development of various applications, such as virtual hair dyeing or hairstyle transfer, to satisfy the customer's needs. Although several hairstyle datasets are…

计算机视觉与模式识别 · 计算机科学 2021-10-12 Taewoo Kim , Chaeyeon Chung , Sunghyun Park , Gyojung Gu , Keonmin Nam , Wonzo Choe , Jaesung Lee , Jaegul Choo

Hair plays a significant role in personal identity and appearance, making it an essential component of high-quality, photorealistic avatars. Existing approaches either focus on modeling the facial region only or rely on personalized models,…

计算机视觉与模式识别 · 计算机科学 2023-12-15 Ziyan Wang , Giljoo Nam , Aljaz Bozic , Chen Cao , Jason Saragih , Michael Zollhoefer , Jessica Hodgins

As facial interaction systems are prevalently deployed, security and reliability of these systems become a critical issue, with substantial research efforts devoted. Among them, face anti-spoofing emerges as an important area, whose…

计算机视觉与模式识别 · 计算机科学 2020-08-04 Yuanhan Zhang , Zhenfei Yin , Yidong Li , Guojun Yin , Junjie Yan , Jing Shao , Ziwei Liu

AI systems rely on extensive training on large datasets to address various tasks. However, image-based systems, particularly those used for demographic attribute prediction, face significant challenges. Many current face image datasets…

计算机视觉与模式识别 · 计算机科学 2024-04-30 Georgia Baltsou , Ioannis Sarridis , Christos Koutlis , Symeon Papadopoulos

We demonstrate an approach to face attribute detection that retains or improves attribute detection accuracy across gender and race subgroups by learning demographic information prior to learning the attribute detection task. The system,…

计算机视觉与模式识别 · 计算机科学 2018-07-18 Hee Jung Ryu , Hartwig Adam , Margaret Mitchell

Appearance of a face can be greatly altered by growing a beard and mustache. The facial hairstyles in a pair of images can cause marked changes to the impostor distribution and the genuine distribution. Also, different distributions of…

计算机视觉与模式识别 · 计算机科学 2024-05-31 Kagan Ozturk , Haiyu Wu , Kevin W. Bowyer

Despite remarkable success in unpaired image-to-image translation, existing systems still require a large amount of labeled images. This is a bottleneck for their real-world applications; in practice, a model trained on labeled CelebA…

计算机视觉与模式识别 · 计算机科学 2019-12-09 Hyojin Bahng , Sunghyo Chung , Seungjoo Yoo , Jaegul Choo

Large-scale image databases such as ImageNet have significantly advanced image classification and other visual recognition tasks. However much of these datasets are constructed only for single-label and coarse object-level classification.…

计算机视觉与模式识别 · 计算机科学 2019-06-17 Sheng Guo , Weilin Huang , Xiao Zhang , Prasanna Srikhanta , Yin Cui , Yuan Li , Matthew R. Scott , Hartwig Adam , Serge Belongie

A significant limiting factor in training fair classifiers relates to the presence of dataset bias. In particular, face datasets are typically biased in terms of attributes such as gender, age, and race. If not mitigated, bias leads to…

计算机视觉与模式识别 · 计算机科学 2020-06-09 Markos Georgopoulos , James Oldfield , Mihalis A. Nicolaou , Yannis Panagakis , Maja Pantic

We consider the task of predicting various traits of a person given an image of their face. We estimate both objective traits, such as gender, ethnicity and hair-color; as well as subjective traits, such as the emotion a person expresses or…

计算机视觉与模式识别 · 计算机科学 2016-05-31 Yoad Lewenberg , Yoram Bachrach , Sukrit Shankar , Antonio Criminisi

The growing scale of face recognition datasets empowers us to train strong convolutional networks for face recognition. While a variety of architectures and loss functions have been devised, we still have a limited understanding of the…

计算机视觉与模式识别 · 计算机科学 2018-08-01 Fei Wang , Liren Chen , Cheng Li , Shiyao Huang , Yanjie Chen , Chen Qian , Chen Change Loy
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