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Parkinson's disease (PD) is the most widespread movement condition and the second most common neurodegenerative disorder, following Alzheimer's. Movement symptoms and imaging techniques are the most popular ways to diagnose this disease.…

Sound · Computer Science 2024-10-28 Paria Ghaheri , Ahmadreza Shateri , Hamid Nasiri

Diabetes is a prevalent chronic condition that compromises the health of millions of people worldwide. Minimally invasive methods are needed to prevent and control diabetes but most devices for measuring glucose levels are invasive and not…

Bone health studies are crucial in medical practice for the early detection and treatment of Osteopenia and Osteoporosis. Clinicians usually make a diagnosis based on densitometry (DEXA scans) and patient history. The applications of AI in…

Computer Vision and Pattern Recognition · Computer Science 2025-10-10 Alvaro Lopez Pellicer , Andre Mariucci , Plamen Angelov , Marwan Bukhari , Jemma G. Kerns

Depression, a prevalent and complex mental health issue affecting millions worldwide, presents significant challenges for detection and monitoring. While facial expressions have shown promise in laboratory settings for identifying…

Human-Computer Interaction · Computer Science 2024-06-26 Rahul Islam , Sang Won Bae

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

Parkinsons disease, the fastest growing neurodegenerative disorder globally, has seen a 50 percent increase in cases within just two years. As speech, memory, and motor symptoms worsen over time, early diagnosis is crucial for preserving…

Quantitative Methods · Quantitative Biology 2024-12-02 Diya Vatsavai , Anya Iyer , Ashwin A. Nair

Parkinson's disease (PD) has been found to affect 1 out of every 1000 people, being more inclined towards the population above 60 years. Leveraging wearable-systems to find accurate biomarkers for diagnosis has become the need of the hour,…

Machine Learning · Computer Science 2023-04-20 Poojaa C , John Sahaya Rani Alex

Chest x-ray imaging is widely used for the diagnosis of pneumothorax and there has been significant interest in developing automated methods to assist in image interpretation. We present an image classification pipeline which detects…

Image and Video Processing · Electrical Eng. & Systems 2020-11-17 Benedikt Graf , Arkadiusz Sitek , Amin Katouzian , Yen-Fu Lu , Arun Krishnan , Justin Rafael , Kirstin Small , Yiting Xie

We introduce a new, challenging benchmark and a dataset, FungiTastic, based on fungal records continuously collected over a twenty-year span. The dataset is labelled and curated by experts and consists of about 350k multimodal observations…

Computer Vision and Pattern Recognition · Computer Science 2025-04-28 Lukas Picek , Klara Janouskova , Vojtech Cermak , Jiri Matas

Early outbreak detection is a key aspect in the containment of infectious diseases, as it enables the identification and isolation of infected individuals before the disease can spread to a larger population. Instead of detecting unexpected…

Machine Learning · Computer Science 2021-10-19 Michael Rapp , Moritz Kulessa , Eneldo Loza Mencía , Johannes Fürnkranz

Recent advancements in mixed-modal generative have opened new avenues for developing unified biomedical assistants capable of analyzing biomedical images, answering complex questions about them, and generating multimodal patient reports.…

Artificial Intelligence · Computer Science 2025-04-24 Hritik Bansal , Daniel Israel , Siyan Zhao , Shufan Li , Tung Nguyen , Aditya Grover

Large Multimodal Models (LMMs) have shown promise in vision-language tasks but struggle with high-resolution input and detailed scene understanding. Addressing these challenges, we introduce Monkey to enhance LMM capabilities. Firstly,…

Computer Vision and Pattern Recognition · Computer Science 2024-08-27 Zhang Li , Biao Yang , Qiang Liu , Zhiyin Ma , Shuo Zhang , Jingxu Yang , Yabo Sun , Yuliang Liu , Xiang Bai

This paper presents Sim-Suction, a robust object-aware suction grasp policy for mobile manipulation platforms with dynamic camera viewpoints, designed to pick up unknown objects from cluttered environments. Suction grasp policies typically…

Robotics · Computer Science 2023-11-29 Juncheng Li , David J. Cappelleri

Anomaly detection in large populations is a challenging but highly relevant problem. The problem is essentially a multi-hypothesis problem, with a hypothesis for every division of the systems into normal and anomal systems. The number of…

Machine Learning · Computer Science 2013-09-24 Henrik Ohlsson , Tianshi Chen , Sina Khoshfetrat Pakazad , Lennart Ljung , S. Shankar Sastry

Lyme disease is a rapidly growing illness that remains poorly understood within the medical community. Critical questions about when and why patients respond to treatment or stay ill, what kinds of treatments are effective, and even how to…

Computers and Society · Computer Science 2020-09-22 Joshua Vendrow , Jamie Haddock , Deanna Needell , Lorraine Johnson

Parkinson's Disease (PD) is a slowly evolving neuro-logical disease that affects about 1% of the population above 60 years old, causing symptoms that are subtle at first, but whose intensity increases as the disease progresses. Automated…

Mental disorders such as depression and suicidal ideation are hazardous, affecting more than 300 million people over the world. However, on social media, mental disorder symptoms can be observed, and automated approaches are increasingly…

Information Retrieval · Computer Science 2023-01-26 Ramin Safa , S. A. Edalatpanah , Ali Sorourkhah

Many people with some form of hearing loss consider lipreading as their primary mode of day-to-day communication. However, finding resources to learn or improve one's lipreading skills can be challenging. This is further exacerbated in the…

Computer Vision and Pattern Recognition · Computer Science 2022-10-07 Aditya Agarwal , Bipasha Sen , Rudrabha Mukhopadhyay , Vinay Namboodiri , C. V Jawahar

Phenomics is an emerging branch of modern biology that uses high throughput phenotyping tools to capture multiple environmental and phenotypic traits, often at massive spatial and temporal scales. The resulting high dimensional data…

Quantitative Methods · Quantitative Biology 2019-06-06 Methun Kamruzzaman , Ananth Kalyanaraman , Bala Krishnamoorthy , Stefan Hey , Patrick Schnable

Speech-based digital biomarkers represent a scalable, non-invasive frontier for the early identification of Mild Cognitive Impairment (MCI). However, the development of robust diagnostic models remains impeded by acute clinical data…

Computation and Language · Computer Science 2026-02-10 Rui Feng , Zhiyao Luo , Liuyu Wu , Wei Wang , Yuting Song , Yong Liu , Kok Pin Ng , Jianqing Li , Xingyao Wang