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Accurate pain assessment in patients with limited ability to communicate, such as older adults with severe dementia, represents a critical healthcare challenge. Robust automated systems of pain behavior detection may facilitate such…

Computer Vision and Pattern Recognition · Computer Science 2026-05-05 Babak Taati , Muhammad Muzammil , Yasamin Zarghami , Abhishek Moturu , Amirhossein Kazerouni , Hailey Reimer , Alex Mihailidis , Thomas Hadjistavropoulos

Recognizing pain in video is crucial for improving patient-computer interaction systems, yet traditional data collection in this domain raises significant ethical and logistical challenges. This study introduces a novel approach that…

Computer Vision and Pattern Recognition · Computer Science 2024-09-26 Jonas Nasimzada , Jens Kleesiek , Ken Herrmann , Alina Roitberg , Constantin Seibold

Background: Pain assessment in individuals with neurological conditions, especially those with limited self-report ability and altered facial expressions, presents challenges. Existing measures, relying on direct observation by caregivers,…

Computer Vision and Pattern Recognition · Computer Science 2024-01-23 Álvaro Sabater-Gárriz , F. Xavier Gaya-Morey , José María Buades-Rubio , Cristina Manresa Yee , Pedro Montoya , Inmaculada Riquelme

Pain is a multifaceted phenomenon that affects a substantial portion of the population. Reliable and consistent evaluation supports individuals experiencing pain and enables the development of effective and advanced management strategies.…

Artificial Intelligence · Computer Science 2025-09-17 Stefanos Gkikas , Ioannis Kyprakis , Manolis Tsiknakis

Accurate pain expression synthesis is essential for improving clinical training and human-robot interaction. Current Robotic Patient Simulators (RPSs) lack realistic pain facial expressions, limiting their effectiveness in medical training.…

Computer Vision and Pattern Recognition · Computer Science 2025-08-12 Quang Tien Dam , Tri Tung Nguyen Nguyen , Yuki Endo , Dinh Tuan Tran , Joo-Ho Lee

Automatic pain intensity assessment has a high value in disease diagnosis applications. Inspired by the fact that many diseases and brain disorders can interrupt normal facial expression formation, we aim to develop a computational model…

Computer Vision and Pattern Recognition · Computer Science 2018-06-19 Mohammad Tavakolian , Abdenour Hadid

While facial attribute manipulation of 2D images via Generative Adversarial Networks (GANs) has become common in computer vision and graphics due to its many practical uses, research on 3D attribute manipulation is relatively undeveloped.…

Computer Vision and Pattern Recognition · Computer Science 2020-12-14 Wonwoong Cho , Inyeop Lee , David Inouye

Recent advances in deep learning methods have increased the performance of face detection and recognition systems. The accuracy of these models relies on the range of variation provided in the training data. Creating a dataset that…

Computer Vision and Pattern Recognition · Computer Science 2020-06-23 Shubhajit Basak , Hossein Javidnia , Faisal Khan , Rachel McDonnell , Michael Schukat

From the original abstract: This thesis initially aims to study the pain assessment process from a clinical-theoretical perspective while exploring and examining existing automatic approaches. Building on this foundation, the primary…

Artificial Intelligence · Computer Science 2025-05-13 Stefanos Gkikas

Although pain is frequent in old age, older adults are often undertreated for pain. This is especially the case for long-term care residents with moderate to severe dementia who cannot report their pain because of cognitive impairments that…

Computer Vision and Pattern Recognition · Computer Science 2021-01-12 Siavash Rezaei , Abhishek Moturu , Shun Zhao , Kenneth M. Prkachin , Thomas Hadjistavropoulos , Babak Taati

Pain is a complex condition that affects a large portion of the population. Accurate and consistent evaluation is essential for individuals experiencing pain and supports the development of effective and advanced management strategies.…

Artificial Intelligence · Computer Science 2025-09-17 Stefanos Gkikas , Ioannis Kyprakis , Manolis Tsiknakis

Development of artificial intelligence (AI) techniques in medical imaging requires access to large-scale and diverse datasets for training and evaluation. In dermatology, obtaining such datasets remains challenging due to significant…

Computer Vision and Pattern Recognition · Computer Science 2024-08-02 Andrea Kim , Niloufar Saharkhiz , Elena Sizikova , Miguel Lago , Berkman Sahiner , Jana Delfino , Aldo Badano

Pain assessment is essential in developing optimal pain management protocols to alleviate suffering and prevent functional decline in patients. Consequently, reliable and accurate automatic pain assessment systems are essential for…

Computer Vision and Pattern Recognition · Computer Science 2025-05-12 Stefanos Gkikas , Manolis Tsiknakis

Accurate 3D face reconstruction from 2D images is an enabling technology with applications in healthcare, security, and creative industries. However, current state-of-the-art methods either rely on supervised training with very limited 3D…

Computer Vision and Pattern Recognition · Computer Science 2023-11-09 Will Rowan , Patrik Huber , Nick Pears , Andrew Keeling

Wound management poses a significant challenge, particularly for bedridden patients and the elderly. Accurate diagnostic and healing monitoring can significantly benefit from modern image analysis, providing accurate and precise…

Automatic pain intensity estimation plays a pivotal role in healthcare and medical fields. While many methods have been developed to gauge human pain using behavioral or physiological indicators, facial expressions have emerged as a…

Computer Vision and Pattern Recognition · Computer Science 2023-12-13 Issam Serraoui , Eric Granger , Abdenour Hadid , Abdelmalik Taleb-Ahmed

There has been a rapidly growing interest in Automatic Symptom Detection (ASD) and Automatic Diagnosis (AD) systems in the machine learning research literature, aiming to assist doctors in telemedicine services. These systems are designed…

Computation and Language · Computer Science 2022-10-14 Arsene Fansi Tchango , Rishab Goel , Zhi Wen , Julien Martel , Joumana Ghosn

The EmoPain 2020 Challenge is the first international competition aimed at creating a uniform platform for the comparison of machine learning and multimedia processing methods of automatic chronic pain assessment from human expressive…

Computer Vision and Pattern Recognition · Computer Science 2020-03-10 Joy O. Egede , Siyang Song , Temitayo A. Olugbade , Chongyang Wang , Amanda Williams , Hongying Meng , Min Aung , Nicholas D. Lane , Michel Valstar , Nadia Bianchi-Berthouze

The ability to detect manipulated visual content is becoming increasingly important in many application fields, given the rapid advances in image synthesis methods. Of particular concern is the possibility of modifying the content of…

Image and Video Processing · Electrical Eng. & Systems 2024-02-02 Giada Zingarini , Davide Cozzolino , Riccardo Corvi , Giovanni Poggi , Luisa Verdoliva

Human head detection, keypoint estimation, and 3D head model fitting are essential tasks with many applications. However, traditional real-world datasets often suffer from bias, privacy, and ethical concerns, and they have been recorded in…

Computer Vision and Pattern Recognition · Computer Science 2024-12-06 Orest Kupyn , Eugene Khvedchenia , Christian Rupprecht
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