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Face aging is the task aiming to translate the faces in input images to designated ages. To simplify the problem, previous methods have limited themselves only able to produce discrete age groups, each of which consists of ten years.…

计算机视觉与模式识别 · 计算机科学 2021-03-01 Seogkyu Jeon , Pilhyeon Lee , Kibeom Hong , Hyeran Byun

In this paper, we propose a novel algorithm for matching faces with temporal variations caused due to age progression. The proposed generative adversarial network algorithm is a unified framework that combines facial age estimation and…

计算机视觉与模式识别 · 计算机科学 2020-11-12 Daksha Yadav , Naman Kohli , Mayank Vatsa , Richa Singh , Afzel Noore

Fine-grained semantic segmentation of a person's face and head, including facial parts and head components, has progressed a great deal in recent years. However, it remains a challenging task, whereby considering ambiguous occlusions and…

计算机视觉与模式识别 · 计算机科学 2023-05-31 Lei Li , Tianfang Zhang , Zhongfeng Kang , Xikun Jiang

Age estimation technology is a part of facial recognition and has been applied to identity authentication. This technology achieves the development and application of a juvenile anti-addiction system by authenticating users in the game.…

计算机视觉与模式识别 · 计算机科学 2023-10-13 Miaomiao Yang , Changwei Yao , Shijin Yan

Face aging is of great importance for cross-age recognition and entertainment-related applications. Recently, conditional generative adversarial networks (cGANs) have achieved impressive results for face aging. Existing cGANs-based methods…

计算机视觉与模式识别 · 计算机科学 2020-09-08 Haiping Zhu , Zhizhong Huang , Hongming Shan , Junping Zhang

Brain age estimation based on magnetic resonance imaging (MRI) is an active research area in early diagnosis of some neurodegenerative diseases (e.g. Alzheimer, Parkinson, Huntington, etc.) for elderly people or brain underdevelopment for…

图像与视频处理 · 电气工程与系统科学 2021-08-04 Ruizhe Li , Matteo Bastiani , Dorothee Auer , Christian Wagner , Xin Chen

We present a novel framework to generate images of different age while preserving identity information, which is known as face aging. Different from most recent popular face aging networks utilizing Generative Adversarial Networks(GANs)…

计算机视觉与模式识别 · 计算机科学 2019-09-12 Zipeng Wang , Zhaoxiang Liu , Jianfeng Huang , Shiguo Lian , Yimin Lin

There are many facts affecting human face recognition, such as pose, occlusion, illumination, age, etc. First and foremost are large pose and occlusion problems, which can even result in more than 10% performance degradation. Pose-invariant…

计算机视觉与模式识别 · 计算机科学 2019-02-27 Qingyan Duan , Lei Zhang

Face aging is to render a given face to predict its future appearance, which plays an important role in the information forensics and security field as the appearance of the face typically varies with age. Although impressive results have…

计算机视觉与模式识别 · 计算机科学 2021-01-27 Zhizhong Huang , Shouzhen Chen , Junping Zhang , Hongming Shan

Certain facial parts are salient (unique) in appearance, which substantially contribute to the holistic recognition of a subject. Occlusion of these salient parts deteriorates the performance of face recognition algorithms. In this paper,…

计算机视觉与模式识别 · 计算机科学 2020-02-21 Samik Banerjee , Sukhendu Das

It has been recently shown that Generative Adversarial Networks (GANs) can produce synthetic images of exceptional visual fidelity. In this work, we propose the GAN-based method for automatic face aging. Contrary to previous works employing…

计算机视觉与模式识别 · 计算机科学 2017-05-31 Grigory Antipov , Moez Baccouche , Jean-Luc Dugelay

Generally, facial age variations affect gender classification accuracy significantly, because facial shape and skin texture change as they grow old. This requires re-examination on the gender classification system to consider facial age…

计算机视觉与模式识别 · 计算机科学 2018-09-10 Jun Beom Kho

Face-based age estimation has attracted enormous attention due to wide applications to public security surveillance, human-computer interaction, etc. With vigorous development of deep learning, age estimation based on deep neural network…

计算机视觉与模式识别 · 计算机科学 2022-05-23 Zhicheng Cao , Kaituo Zhang , Liaojun Pang , Heng Zhao

Face occlusions, covering either the majority or discriminative parts of the face, can break facial perception and produce a drastic loss of information. Biometric systems such as recent deep face recognition models are not immune to…

计算机视觉与模式识别 · 计算机科学 2019-06-10 Joe Mathai , Iacopo Masi , Wael AbdAlmageed

The two underlying requirements of face age progression, i.e. aging accuracy and identity permanence, are not well studied in the literature. In this paper, we present a novel generative adversarial network based approach. It separately…

计算机视觉与模式识别 · 计算机科学 2019-01-11 Hongyu Yang , Di Huang , Yunhong Wang , Anil K. Jain

The advancements in computer vision and image processing techniques have led to emergence of new application in the domain of visual surveillance, targeted advertisement, content-based searching, and human-computer interaction etc. Out of…

计算机视觉与模式识别 · 计算机科学 2024-03-21 Aakash Singh , Vivek Kumar Singh

The two underlying requirements of face age progression, i.e. aging accuracy and identity permanence, are not well studied in the literature. This paper presents a novel generative adversarial network based approach to address the issues in…

计算机视觉与模式识别 · 计算机科学 2019-01-23 Hongyu Yang , Di Huang , Yunhong Wang , Anil K. Jain

Despite the recent success of convolutional neural networks for computer vision applications, unconstrained face recognition remains a challenge. In this work, we make two contributions to the field. Firstly, we consider the problem of face…

计算机视觉与模式识别 · 计算机科学 2018-06-12 Daniel Sáez Trigueros , Li Meng , Margaret Hartnett

Age progression and regression refers to aesthetically render-ing a given face image to present effects of face aging and rejuvenation, respectively. Although numerous studies have been conducted in this topic, there are two major problems:…

计算机视觉与模式识别 · 计算机科学 2019-10-08 Qi Li , Yunfan Liu , Zhenan Sun

Face synthesis, including face aging, in particular, has been one of the major topics that witnessed a substantial improvement in image fidelity by using generative adversarial networks (GANs). Most existing face aging approaches divide the…

计算机视觉与模式识别 · 计算机科学 2021-05-04 Zeqi Li , Ruowei Jiang , Parham Aarabi
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