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Chronic pain is a multi-dimensional experience, and pain intensity plays an important part, impacting the patients emotional balance, psychology, and behaviour. Standard self-reporting tools, such as the Visual Analogue Scale for pain, fail…

Assessing chronic pain behavior in mice is critical for preclinical studies. However, existing methods mostly rely on manual labeling of behavioral features, and humans lack a clear understanding of which behaviors best represent chronic…

计算机视觉与模式识别 · 计算机科学 2025-08-08 Yu-Hsi Chen , Wei-Hsin Chen , Chien-Yao Wang , Hong-Yuan Mark Liao , James C. Liao , Chien-Chang Chen

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…

人工智能 · 计算机科学 2025-05-13 Stefanos Gkikas

This paper presents a deep learning-based wound classification tool that can assist medical personnel in non-wound care specialization to classify five key wound conditions, namely deep wound, infected wound, arterial wound, venous wound,…

计算机视觉与模式识别 · 计算机科学 2023-03-30 Po-Hsuan Huang , Yi-Hsiang Pan , Ying-Sheng Luo , Yi-Fan Chen , Yu-Cheng Lo , Trista Pei-Chun Chen , Cherng-Kang Perng

Chronic pain is recognized as a major health problem, with impacts not only at the economic, but also at the social, and individual levels. Being a private and subjective experience, it is impossible to externally and impartially…

计算与语言 · 计算机科学 2023-07-20 Diogo A. P. Nunes , Joana Ferreira Gomes , Fani Neto , David Martins de Matos

In this paper, machine learning models are used to predict outcomes for patients with persistent post-concussion syndrome (PCS). Patients had sustained a concussion at an average of two to three months before the study. By utilizing…

定量方法 · 定量生物学 2021-08-06 Minhong Kim

This paper presents the first investigation into the use of fully automated deep learning framework for assessing neonatal postoperative pain. It specifically investigates the use of Bilinear Convolutional Neural Network (B-CNN) to extract…

计算机视觉与模式识别 · 计算机科学 2021-08-04 Md Sirajus Salekin , Ghada Zamzmi , Dmitry Goldgof , Rangachar Kasturi , Thao Ho , Yu Sun

Assessing pain in patients unable to speak (also called non-verbal patients) is extremely complicated and often is done by clinical judgement. However, this method is not reliable since patients vital signs can fluctuate significantly due…

机器学习 · 计算机科学 2020-12-29 Raul Fernandez Rojas , Julio Romero , Jehu Lopez-Aparicio , Keng-Liang Ou

Traditional methods for assessing illness severity and predicting in-hospital mortality among critically ill patients require time-consuming, error-prone calculations using static variable thresholds. These methods do not capitalize on the…

Chronic pain is a pervasive disorder which is often very disabling and is associated with comorbidities such as depression and anxiety. Neuropathic Pain (NP) is a common sub-type which is often caused due to nerve damage and has a known…

Pain is a serious worldwide health problem that affects a vast proportion of the population. For efficient pain management and treatment, accurate classification and evaluation of pain severity are necessary. However, this can be…

机器学习 · 计算机科学 2023-12-19 Zhenyuan Lu , Burcu Ozek , Sagar Kamarthi

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…

计算机视觉与模式识别 · 计算机科学 2017-01-18 Joy Egede , Michel Valstar , Brais Martinez

Healing process assessment of the Achilles tendon is usually a complex procedure that relies on a combination of biomechanical and medical imaging tests. As a result, diagnostics remains a tedious and long-lasting task. Recently, a novel…

Chronic pain is a global health challenge affecting millions of individuals, making it essential for physicians to have reliable and objective methods to measure the functional impact of clinical treatments. Traditionally used methods, like…

机器学习 · 计算机科学 2026-03-23 Yuanheng Mao , Lillian Yang , Stephen Yang , Ethan Shao , Zihan Li

Pain in sickle cell disease (SCD) is often associated with increased morbidity, mortality, and high healthcare costs. The standard method for predicting the absence, presence, and intensity of pain has long been self-report. However,…

计算机与社会 · 计算机科学 2025-11-21 Swati Padhee , Amanuel Alambo , Tanvi Banerjee , Arvind Subramaniam , Daniel M. Abrams , Gary K. Nave , Nirmish Shah

Tissue assessment for chronic wounds is the basis of wound grading and selection of treatment approaches. While several image processing approaches have been proposed for automatic wound tissue analysis, there has been a shortcoming in…

计算机视觉与模式识别 · 计算机科学 2018-03-01 Hossein Nejati , Hamed Alizadeh Ghazijahani , Milad Abdollahzadeh , Tooba Malekzadeh , Ngai-Man Cheung , Kheng Hock Lee , Lian Leng Low

The technical capacity to monitor patients with a mobile device has drastically expanded, but data produced from this approach are often difficult to interpret. We present a solution to produce a meaningful representation of patient status…

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…

计算机视觉与模式识别 · 计算机科学 2020-06-23 Matthew Lee , Lyndon Kennedy , Andreas Girgensohn , Lynn Wilcox , John Song En Lee , Chin Wen Tan , Ban Leong Sng

Machine learning (ML) models trained on subjective self-report scores struggle to objectively classify pain accurately due to the significant variance between real-time pain experiences and recorded scores afterwards. This study developed…

机器学习 · 计算机科学 2023-08-03 Boluwatife E. Faremi , Jonathon Stavres , Nuno Oliveira , Zhaoxian Zhou , Andrew H. Sung

Chronic pain is a widespread and debilitating condition that affects millions of individuals worldwide. Recent research has unveiled a connection between chronic pain and epigenetic processes, shedding light on the complex interplay between…

定量方法 · 定量生物学 2023-09-28 Flora Fan
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