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Persistent coughs are a major symptom of respiratory-related diseases. Increasing research attention has been paid to detecting coughs using wearables, especially during the COVID-19 pandemic. Among all types of sensors utilized, microphone…

The interpretation of Chest X-ray is an important diagnostic issue in clinical practice and especially in the resource-limited setting where the shortage of radiologists plays a role in delayed diagnosis and poor patient outcomes. Although…

图像与视频处理 · 电气工程与系统科学 2025-12-11 Ali M. Bahram , Saman Muhammad Omer , Hardi M. Mohammed , Sirwan Abdolwahed Aula

In this paper, an algorithm designed to detect characteristic cough events in audio recordings is presented, significantly reducing the time required for manual counting. Using time-frequency representations and independent subspace…

音频与语音处理 · 电气工程与系统科学 2021-04-15 Paul Leamy , Ted Burke , Dan Barry , David Dorran

Cough-based diagnosis for Respiratory Diseases (RDs) using Artificial Intelligence (AI) has attracted considerable attention, yet many existing studies overlook confounding variables in their predictive models. These variables can distort…

声音 · 计算机科学 2024-01-09 Tabish Saeed , Aneeqa Ijaz , Ismail Sadiq , Haneya N. Qureshi , Ali Rizwan , Ali Imran

We applied deep learning to create an algorithm for breathing phase detection in lung sound recordings, and we compared the breathing phases detected by the algorithm and manually annotated by two experienced lung sound researchers. Our…

计算机视觉与模式识别 · 计算机科学 2019-04-18 Cristina Jácome , Johan Ravn , Einar Holsbø , Juan Carlos Aviles-Solis , Hasse Melbye , Lars Ailo Bongo

Tuberculosis (TB) is a major global health threat, causing millions of deaths annually. Although early diagnosis and treatment can greatly improve the chances of survival, it remains a major challenge, especially in developing countries.…

计算机视觉与模式识别 · 计算机科学 2023-12-06 Yun Liu , Yu-Huan Wu , Shi-Chen Zhang , Li Liu , Min Wu , Ming-Ming Cheng

Chest X-ray (CXR) imaging remains one of the most widely used diagnostic tools for detecting pulmonary diseases such as tuberculosis (TB) and pneumonia. Recent advances in deep learning, particularly Vision Transformers (ViTs), have shown…

计算机视觉与模式识别 · 计算机科学 2025-09-11 Faisal Ahmed

Tuberculosis (TB) is still recognized as one of the leading causes of death worldwide. Recent advances in deep learning (DL) have shown to enhance radiologists' ability to interpret chest X-ray (CXR) images accurately and with fewer errors,…

图像与视频处理 · 电气工程与系统科学 2023-09-06 Daniel Capellán-Martín , Juan J. Gómez-Valverde , David Bermejo-Peláez , María J. Ledesma-Carbayo

Chest X-ray is the most common test among medical imaging modalities. It is applied for detection and differentiation of, among others, lung cancer, tuberculosis, and pneumonia, the last with importance due to the COVID-19 disease.…

图像与视频处理 · 电气工程与系统科学 2020-03-24 Gusztáv Gaál , Balázs Maga , András Lukács

Tuberculosis (TB) remains one of the leading causes of mortality worldwide, particularly in resource-limited countries. Chest X-ray (CXR) imaging serves as an accessible and cost-effective diagnostic tool but requires expert interpretation,…

计算机视觉与模式识别 · 计算机科学 2025-12-15 Marshal Ashif Shawkat , Moidul Hasan , Taufiq Hasan

This paper presents an inception-based deep neural network for detecting lung diseases using respiratory sound input. Recordings of respiratory sound collected from patients are firstly transformed into spectrograms where both spectral and…

声音 · 计算机科学 2020-12-29 Lam Pham , Huy Phan , Ross King , Alfred Mertins , Ian McLoughlin

Although deep learning algorithms have been intensively developed for computer-aided tuberculosis diagnosis (CTD), they mainly depend on carefully annotated datasets, leading to much time and resource consumption. Weakly supervised learning…

计算机视觉与模式识别 · 计算机科学 2022-07-04 Chengwei Pan , Gangming Zhao , Junjie Fang , Baolian Qi , Jiaheng Liu , Chaowei Fang , Dingwen Zhang , Jinpeng Li , Yizhou Yu

Lung segmentation in chest X-rays (CXRs) is an important prerequisite for improving the specificity of diagnoses of cardiopulmonary diseases in a clinical decision support system. Current deep learning models for lung segmentation are…

图像与视频处理 · 电气工程与系统科学 2023-05-26 Sivaramakrishnan Rajaraman , Feng Yang , Ghada Zamzmi , Zhiyun Xue , Sameer Antani

This paper presents an explainable artificial intelligence (XAI)-based framework for the spectral analysis of cough sounds associated with chronic respiratory diseases, with a particular focus on Chronic Obstructive Pulmonary Disease…

Tuberculosis (TB), an infectious disease caused by Mycobacterium tuberculosis, continues to be a major global health threat despite being preventable and curable. This burden is particularly high in low and middle income countries.…

图像与视频处理 · 电气工程与系统科学 2025-01-08 Greeshma K , Vishnukumar S

Tuberculosis persists as a global health crisis, especially in resource-limited populations and remote regions, with more than 10 million individuals newly infected annually. It stands as a stark symbol of inequity in public health.…

图像与视频处理 · 电气工程与系统科学 2025-03-12 Neel Patel , Alexander Wong , Ashkan Ebadi

The evaluation of infectious disease processes on radiologic images is an important and challenging task in medical image analysis. Pulmonary infections can often be best imaged and evaluated through computed tomography (CT) scans, which…

图像与视频处理 · 电气工程与系统科学 2021-09-24 Ashia Lewis , Evanjelin Mahmoodi , Yuyue Zhou , Megan Coffee , Elena Sizikova

Bronchoscopy inspection as a follow-up procedure from the radiological imaging plays a key role in lung disease diagnosis and determining treatment plans for the patients. Doctors needs to make a decision whether to biopsy the patients…

计算机视觉与模式识别 · 计算机科学 2018-02-13 Tao Tan , Zhang Li , Haixia Liu , Ping Liu , Wenfang Tang , Hui Li , Yue Sun , Yusheng Yan , Keyu Li , Tao Xu , Shanshan Wan , Ke Lou , Jun Xu , Huiming Ying , Quchang Ouyang , Yuling Tang , Zheyu Hu , Qiang Li

This study investigates the potential of using smartwatches with built-in microphone sensors for monitoring coughs and detecting various cough types. We conducted a study involving 32 participants and collected 9 hours of audio data in a…

声音 · 计算机科学 2024-04-23 Pranay Jaiswal , Haroon R. Lone

PURPOSE: This study aimed to develop a deep learning-based tool to detect and localize lung nodules with chest radiographs(CXRs). We expected it to enhance the efficiency of interpreting CXRs and reduce the possibilities of delayed…

图像与视频处理 · 电气工程与系统科学 2022-03-14 Yang Tai , Yu-Wen Fang , Fang-Yi Su , Jung-Hsien Chiang