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The stock assessment model SAM contains a large number of age-dependent parameters that must be manually grouped together to obtain robust inference. This can make the model selection process slow, non-extensive and highly subjective, while…

Applications · Statistics 2025-07-29 Silius M. Vandeskog , Magne Aldrin , Daniel Howell , Edvin Fuglebakk

Reducing traffic fatalities and serious injuries is a top priority of the US Department of Transportation. The computer vision (CV)-based crash anticipation in the near-crash phase is receiving growing attention. The ability to perceive…

Applications · Statistics 2021-09-08 Yu Li , Muhammad Monjurul Karim , Ruwen Qin

The main challenges of age estimation from facial expression videos lie not only in the modeling of the static facial appearance, but also in the capturing of the temporal facial dynamics. Traditional techniques to this problem focus on…

Computer Vision and Pattern Recognition · Computer Science 2019-12-03 Wenjie Pei , Hamdi Dibeklioğlu , Tadas Baltrušaitis , David M. J. Tax

Myelination plays an important role in the neurological development of infant brain and MRI can visualize the myelination extension as T1 high and T2 low signal intensity at white matter. We tried to construct a convolutional neural network…

Trustworthy artificial intelligence (AI) is essential in healthcare, particularly for high-stakes tasks like medical image segmentation. Explainable AI and uncertainty quantification significantly enhance AI reliability by addressing key…

Age estimation is a classic learning problem in computer vision. Many larger and deeper CNNs have been proposed with promising performance, such as AlexNet, VggNet, GoogLeNet and ResNet. However, these models are not practical for the…

Computer Vision and Pattern Recognition · Computer Science 2019-04-12 Chao Zhang , Shuaicheng Liu , Xun Xu , Ce Zhu

Periorbital distances are critical markers for diagnosing and monitoring a range of oculoplastic and craniofacial conditions. Manual measurement, however, is subjective and prone to intergrader variability. Automated methods have been…

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…

Computer Vision and Pattern Recognition · Computer Science 2021-10-26 Zenghao Bao , Zichang Tan , Yu Zhu , Jun Wan , Xibo Ma , Zhen Lei , Guodong Guo

The prediction of age is a challenging task with various practical applications in high-impact fields like the healthcare domain or criminology. Despite the growing number of models and their increasing performance, we still know little…

Machine Learning · Computer Science 2023-03-14 Mikolaj Spytek , Weronika Hryniewska-Guzik , Jaroslaw Zygierewicz , Jacek Rogala , Przemyslaw Biecek

The diagnosis of oral diseases presents a problematic clinical challenge, characterized by a wide spectrum of pathologies with overlapping symptomatology. To address this, we developed Clinical Semantic Intelligence (CSI), a novel…

Artificial Intelligence · Computer Science 2025-07-22 Mohammad Mashayekhi , Sara Ahmadi Majd , Arian AmirAmjadi , Parsa Hosseini

Colorectal cancer (CRC) ranks as the second leading cause of cancer-related deaths and the third most prevalent malignant tumour worldwide. Early detection of CRC remains problematic due to its non-specific and often embarrassing symptoms,…

Machine Learning · Computer Science 2025-04-25 Natalia Sikora , Robert L. Manschke , Alethea M. Tang , Peter Dunstan , Dean A. Harris , Su Yang

Incidental detection and quantification of coronary calcium in CT scans could lead to the early introduction of lifesaving clinical interventions. However, over-reporting could negatively affect patient wellbeing and unnecessarily burden…

Image and Video Processing · Electrical Eng. & Systems 2025-06-05 Olivier Jaubert , Salman Mohammadi , Keith A. Goatman , Shadia S. Mikhael , Conor Bradley , Rebecca Hughes , Richard Good , John H. Hipwell , Sonia Dahdouh

Cone-beam computed tomography (CBCT) is a popular imaging modality in dentistry for diagnosing and planning treatment for a variety of oral diseases with the ability to produce detailed, three-dimensional images of the teeth, jawbones, and…

Image and Video Processing · Electrical Eng. & Systems 2023-06-08 Saba Sarwar , Suraiya Jabin

In pediatric orthodontics, accurate estimation of growth potential is essential for developing effective treatment strategies. Our research aims to predict this potential by identifying the growth peak and analyzing cervical vertebra…

Computer Vision and Pattern Recognition · Computer Science 2025-07-11 Jinhee Kim , Taesung Kim , Taewoo Kim , Dong-Wook Kim , Byungduk Ahn , Yoon-Ji Kim , In-Seok Song , Jaegul Choo

Despite coronary artery calcium scoring being considered a largely solved problem within the realm of medical artificial intelligence, this paper argues that significant improvements can still be made. By shifting the focus from pathology…

Explainable artificial intelligence (AI) techniques are increasingly being explored to provide insights into why AI and machine learning (ML) models provide a certain outcome in various applications. However, there has been limited…

Machine Learning · Computer Science 2023-05-10 Min Hun Lee , Yi Jing Choy

The role of AI-generated synthetic data has recently been expanded to support realistic Monte Carlo simulations. However, guidance is limited on generating data with multilevel structures and designing simulations based on such data. This…

Methodology · Statistics 2026-05-08 Youmi Suk , Chenguang Pan , Weixuan Xiao

Facial analysis permits many investigations some of the most important of which are craniofacial identification, facial recognition, and age and sex estimation. In forensics, photo-anthropometry describes the study of facial growth and…

Computer Vision and Pattern Recognition · Computer Science 2020-09-10 Lucas F. Porto , Laise N. Correia Lima , Ademir Franco , Donald M. Pianto , Carlos Eduardo Machado Palhares , Donald M. Pianto , Flavio de Barros Vidal

Defining vascular age in terms of physiological function has become one focal point of the extensive studies to categorize and track chronological age. Transcranial Doppler (TCD) is a method by which cerebral blood flow velocity is measured…

Artificial Intelligence · Computer Science 2026-05-19 Anni Zhao , Alex Bateh , Tyler Baldridge , Sandra Billinger , Xiao Hu