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In this paper, we address the problem of apparent age estimation. Different from estimating the real age of individuals, in which each face image has a single age label, in this problem, face images have multiple age labels, corresponding…

计算机视觉与模式识别 · 计算机科学 2016-06-10 Refik Can Malli , Mehmet Aygun , Hazim Kemal Ekenel

Swift response to the detection of endangered minors is an ongoing concern for law enforcement. Many child-focused investigations hinge on digital evidence discovery and analysis. Automated age estimation techniques are needed to aid in…

计算机视觉与模式识别 · 计算机科学 2020-12-03 Felix Anda , Brett A. Becker , David Lillis , Nhien-An Le-Khac , Mark Scanlon

This work introduces a novel deep-learning approach for estimating age from a single facial image by refining an initial age estimate. The refinement leverages a reference face database of individuals with similar ages and appearances. We…

计算机视觉与模式识别 · 计算机科学 2025-02-10 Ran Sandhaus , Yosi Keller

Automatic age estimation is widely used for age verification, where input images often vary considerably in resolution. This study evaluates the effect of image resolution on age estimation accuracy using DeepFace and InsightFace. A total…

计算机视觉与模式识别 · 计算机科学 2025-11-19 Shiyar Jamo

This paper is a part of a student project in Machine Learning at the Norwegian University of Science and Technology. In this paper, a deep convolutional neural network with five convolutional layers and three fully-connected layers is…

计算机视觉与模式识别 · 计算机科学 2021-05-17 Adrian Kjærran , Christian Bakke Vennerød , Erling Stray Bugge

Predicting if a person is an adult or a minor has several applications such as inspecting underage driving, preventing purchase of alcohol and tobacco by minors, and granting restricted access. The challenging nature of this problem arises…

计算机视觉与模式识别 · 计算机科学 2018-03-21 Maneet Singh , Shruti Nagpal , Mayank Vatsa , Richa Singh

Facial age estimation is an important yet very challenging problem in computer vision. To improve the performance of facial age estimation, we first formulate a simple standard baseline and build a much strong one by collecting the tricks…

计算机视觉与模式识别 · 计算机科学 2021-10-26 Zenghao Bao , Zichang Tan , Yu Zhu , Jun Wan , Xibo Ma , Zhen Lei , Guodong Guo

Facial Expression Recognition (FER) systems based on deep learning have achieved impressive performance in recent years. However, these models often exhibit demographic biases, particularly with respect to age, which can compromise their…

计算机视觉与模式识别 · 计算机科学 2025-07-11 F. Xavier Gaya-Morey , Julia Sanchez-Perez , Cristina Manresa-Yee , Jose M. Buades-Rubio

The human face contains important and understandable information such as personal identity, gender, age, and ethnicity. In recent years, a person's age has been studied as one of the important features of the face. The age estimation system…

计算机视觉与模式识别 · 计算机科学 2023-05-02 Mahtab Taheri , Mahdi Taheri , Amirhossein Hadjahmadi

Numerous studies have established that estimated brain age, as derived from statistical models trained on healthy populations, constitutes a valuable biomarker that is predictive of cognitive decline and various neurological diseases. In…

计算机视觉与模式识别 · 计算机科学 2019-07-02 Xinyang Feng , Zachary C. Lipton , Jie Yang , Scott A. Small , Frank A. Provenzano

The precise age estimation of child sexual abuse and exploitation (CSAE) victims is one of the most significant digital forensic challenges. Investigators often need to determine the age of victims by looking at images and interpreting the…

计算机视觉与模式识别 · 计算机科学 2022-01-11 Thomas Grubl , Harjinder Singh Lallie

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

This paper presents a novel deep learning-based approach for simultaneous age and gender classification from facial images, designed to enhance the effectiveness of targeted advertising campaigns. We propose a custom Convolutional Neural…

计算机视觉与模式识别 · 计算机科学 2025-07-25 Muhammad Imran Zaman , Nisar Ahmed

Predictive modeling using structural magnetic resonance imaging (MRI) data is a prominent approach to study brain-aging. Machine learning algorithms and feature extraction methods have been employed to improve predictions and explore…

机器学习 · 计算机科学 2025-01-20 Georgios Antonopoulos , Shammi More , Simon B. Eickhoff , Federico Raimondo , Kaustubh R. Patil

Dental age is one of the most reliable methods to identify an individual's age. By using dental panoramic radiography (DPR) images, physicians and pathologists in forensic sciences try to establish the chronological age of individuals with…

图像与视频处理 · 电气工程与系统科学 2023-10-31 Isa Atas , Cuneyt Ozdemir , Musa Atas , Yahya Dogan

Facial age estimation plays a critical role in content moderation, age verification, and deepfake detection. However, no prior benchmark has systematically compared modern vision-language models (VLMs) with specialized age estimation…

计算机视觉与模式识别 · 计算机科学 2026-02-12 Simiao Ren , Xingyu Shen , Ankit Raj , Albert Dai , Caroline , Zhang , Yuan Xu , Zexi Chen , Siqi Wu , Chen Gong , Yuxin Zhang

Age estimation is a difficult task which requires the automatic detection and interpretation of facial features. Recently, Convolutional Neural Networks (CNNs) have made remarkable improvement on learning age patterns from benchmark…

分布式、并行与集群计算 · 计算机科学 2018-05-23 Zhenzhen Hui , Peng Sun , Yonggang Wen

Facial age estimation has achieved considerable success under controlled conditions. However, in unconstrained real-world scenarios, which are often referred to as 'in the wild', age estimation remains challenging, especially when faces are…

计算机视觉与模式识别 · 计算机科学 2026-01-21 Waqar Tanveer , Laura Fernández-Robles , Eduardo Fidalgo , Víctor González-Castro , Enrique Alegre

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

Bone age assessment (BAA) is a standard method for determining the age difference between skeletal and chronological age. Manual processes are complicated and necessitate the expertise of experts. This is where deep learning comes into…

图像与视频处理 · 电气工程与系统科学 2022-07-22 Aravinda Raman , Sameena Pathan , Tanweer Ali
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