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Related papers: Automatic Estimation of Self-Reported Pain by Inte…

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We propose an automatic method to estimate self-reported pain based on facial landmarks extracted from videos. For each video sequence, we decompose the face into four different regions and the pain intensity is measured by modeling the…

Computer Vision and Pattern Recognition · Computer Science 2022-09-20 Benjamin Szczapa , Mohamed Daoudi , Stefano Berretti , Pietro Pala , Alberto Del Bimbo , Zakia Hammal

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

Automatic pain intensity estimation possesses a significant position in healthcare and medical field. Traditional static methods prefer to extract features from frames separately in a video, which would result in unstable changes and peaks…

Computer Vision and Pattern Recognition · Computer Science 2016-05-04 Jing Zhou , Xiaopeng Hong , Fei Su , Guoying Zhao

Pain is a personal, subjective experience that is commonly evaluated through visual analog scales (VAS). While this is often convenient and useful, automatic pain detection systems can reduce pain score acquisition efforts in large-scale…

Computer Vision and Pattern Recognition · Computer Science 2017-06-27 Daniel Lopez Martinez , Ognjen Rudovic , Rosalind Picard

Previous research on automatic pain estimation from facial expressions has focused primarily on "one-size-fits-all" metrics (such as PSPI). In this work, we focus on directly estimating each individual's self-reported visual-analog scale…

Computer Vision and Pattern Recognition · Computer Science 2017-08-17 Dianbo Liu , Fengjiao Peng , Andrew Shea , Ognjen , Rudovic , Rosalind Picard

Managing post-surgical pain is critical for successful surgical outcomes. One of the challenges of pain management is accurately assessing the pain level of patients. Self-reported numeric pain ratings are limited because they are…

Computer Vision and Pattern Recognition · Computer Science 2020-06-23 Matthew Lee , Lyndon Kennedy , Andreas Girgensohn , Lynn Wilcox , John Song En Lee , Chin Wen Tan , Ban Leong Sng

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

Limited labeled data are available for the research of estimating facial expression intensities. For instance, the ability to train deep networks for automated pain assessment is limited by small datasets with labels of patient-reported…

Computer Vision and Pattern Recognition · Computer Science 2017-06-02 Feng Wang , Xiang Xiang , Chang Liu , Trac D. Tran , Austin Reiter , Gregory D. Hager , Harry Quon , Jian Cheng , Alan L. Yuille

Although psychological research indicates that bodily expressions convey important affective information, to date research in emotion recognition focused mainly on facial expression or voice analysis. In this paper we propose an approach to…

Human-Computer Interaction · Computer Science 2014-02-21 Stefano Piana , Alessandra Staglianò , Francesca Odone , Alessandro Verri , Antonio Camurri

Pain management and severity detection are crucial for effective treatment, yet traditional self-reporting methods are subjective and may be unsuitable for non-verbal individuals (people with limited speaking skills). To address this…

Computer Vision and Pattern Recognition · Computer Science 2025-02-27 Aafaf Ridouan , Amine Bohi , Youssef Mourchid

Accurate pain assessment is crucial in healthcare for effective diagnosis and treatment; however, traditional methods relying on self-reporting are inadequate for populations unable to communicate their pain. Cutting-edge AI is promising…

Computer Vision and Pattern Recognition · Computer Science 2024-10-16 Minh-Duc Nguyen , Hyung-Jeong Yang , Soo-Hyung Kim , Ji-Eun Shin , Seung-Won Kim

Emotion recognition is attracting great interest for its potential application in a multitude of real-life situations. Much of the Computer Vision research in this field has focused on relating emotions to facial expressions, with…

Computer Vision and Pattern Recognition · Computer Science 2017-07-25 Mohamed Daoudi , Stefano Berretti , Pietro Pala , Yvonne Delevoye , Alberto Del Bimbo

Dog owners are typically capable of recognizing behavioral cues that reveal subjective states of their dogs, such as pain. But automatic recognition of the pain state is very challenging. This paper proposes a novel video-based, two-stream…

Computer Vision and Pattern Recognition · Computer Science 2022-11-29 Hongyi Zhu , Yasemin Salgırlı , Pınar Can , Durmuş Atılgan , Albert Ali Salah

Patient pain can be detected highly reliably from facial expressions using a set of facial muscle-based action units (AUs) defined by the Facial Action Coding System (FACS). A key characteristic of facial expression of pain is the…

Machine Learning · Computer Science 2018-02-21 Zhanli Chen , Rashid Ansari , Diana J. Wilkie

Automatic pain assessment plays a critical role for advancing healthcare and optimizing pain management strategies. This study has been submitted to the First Multimodal Sensing Grand Challenge for Next-Gen Pain Assessment (AI4PAIN). The…

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

Pain assessment through observational pain scales is necessary for special categories of patients such as neonates, patients with dementia, critically ill patients, etc. The recently introduced Prkachin-Solomon score allows pain assessment…

Computer Vision and Pattern Recognition · Computer Science 2015-03-27 Corneliu Florea , Laura Florea , Raluca Boia , Alessandra Bandrabur , Constantin Vertan

Automatic continuous time, continuous value assessment of a patient's pain from face video is highly sought after by the medical profession. Despite the recent advances in deep learning that attain impressive results in many domains, pain…

Computer Vision and Pattern Recognition · Computer Science 2017-01-18 Joy Egede , Michel Valstar , Brais Martinez

We present a method that automatically evaluates emotional response from spontaneous facial activity recorded by a depth camera. The automatic evaluation of emotional response, or affect, is a fascinating challenge with many applications,…

Human-Computer Interaction · Computer Science 2017-01-20 Daniel Hadar

Pain is a manifold condition that impacts a significant percentage of the population. Accurate and reliable pain evaluation for the people suffering is crucial to developing effective and advanced pain management protocols. Automatic pain…

Computer Vision and Pattern Recognition · Computer Science 2025-10-10 Stefanos Gkikas , Raul Fernandez Rojas , Manolis Tsiknakis

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
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