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Chest X-rays is one of the most commonly available and affordable radiological examinations in clinical practice. While detecting thoracic diseases on chest X-rays is still a challenging task for machine intelligence, due to 1) the highly…

计算机视觉与模式识别 · 计算机科学 2018-07-18 Chaochao Yan , Jiawen Yao , Ruoyu Li , Zheng Xu , Junzhou Huang

In this era of pandemic, the future of healthcare industry has never been more exciting. Artificial intelligence and machine learning (AI & ML) present opportunities to develop solutions that cater for very specific needs within the…

图像与视频处理 · 电气工程与系统科学 2022-11-29 Aravind Sasidharan Pillai

Imaging exams, such as chest radiography, will yield a small set of common findings and a much larger set of uncommon findings. While a trained radiologist can learn the visual presentation of rare conditions by studying a few…

计算机视觉与模式识别 · 计算机科学 2023-04-04 Gregory Holste , Song Wang , Ziyu Jiang , Thomas C. Shen , George Shih , Ronald M. Summers , Yifan Peng , Zhangyang Wang

Instance level detection of thoracic diseases or abnormalities are crucial for automatic diagnosis in chest X-ray images. Most existing works on chest X-rays focus on disease classification and weakly supervised localization. In order to…

图像与视频处理 · 电气工程与系统科学 2020-10-20 Jingyu Liu , Jie Lian , Yizhou Yu

Chest X-rays are the most commonly available and affordable radiological examination for screening thoracic diseases. According to the domain knowledge of screening chest X-rays, the pathological information usually lay on the lung and…

图像与视频处理 · 电气工程与系统科学 2021-05-27 Jiansheng Fang , Yanwu Xu , Yitian Zhao , Yuguang Yan , Junling Liu , Jiang Liu

The chest X-Ray (CXR) is the one of the most common clinical exam used to diagnose thoracic diseases and abnormalities. The volume of CXR scans generated daily in hospitals is huge. Therefore, an automated diagnosis system able to save the…

计算机视觉与模式识别 · 计算机科学 2020-06-19 Shuai Zhang , Xiaoyan Xin , Yang Wang , Yachong Guo , Qiuqiao Hao , Xianfeng Yang , Jun Wang , Jian Zhang , Bing Zhang , Wei Wang

Chest x-rays are the most common radiology studies for diagnosing lung and heart disease. Hence, a system for automated pre-reporting of pathologic findings on chest x-rays would greatly enhance radiologists' productivity. To this end, we…

图像与视频处理 · 电气工程与系统科学 2020-06-15 Adora M. DSouza , Anas Z. Abidin , Axel Wismüller

Fast diagnosis and treatment of pneumothorax, a collapsed or dropped lung, is crucial to avoid fatalities. Pneumothorax is typically detected on a chest X-ray image through visual inspection by experienced radiologists. However, the…

图像与视频处理 · 电气工程与系统科学 2021-02-12 Antonio Sze-To , Abtin Riasatian , Hamid R. Tizhoosh

Chest radiography is one of the most common types of diagnostic radiology exams, which is critical for screening and diagnosis of many different thoracic diseases. Specialized algorithms have been developed to detect several specific…

图像与视频处理 · 电气工程与系统科学 2020-06-15 Hieu H. Pham , Tung T. Le , Dat Q. Tran , Dat T. Ngo , Ha Q. Nguyen

Chest X-rays are one of the most common radiological examinations in daily clinical routines. Reporting thorax diseases using chest X-rays is often an entry-level task for radiologist trainees. Yet, reading a chest X-ray image remains a…

计算机视觉与模式识别 · 计算机科学 2018-01-16 Xiaosong Wang , Yifan Peng , Le Lu , Zhiyong Lu , Ronald M. Summers

Chest radiography is an extremely powerful imaging modality, allowing for a detailed inspection of a patient's thorax, but requiring specialized training for proper interpretation. With the advent of high performance general purpose…

The chest X-rays (CXRs) is one of the views most commonly ordered by radiologists (NHS),which is critical for diagnosis of many different thoracic diseases. Accurately detecting thepresence of multiple diseases from CXRs is still a…

计算机视觉与模式识别 · 计算机科学 2020-05-27 Hieu H. Pham , Tung T. Le , Dat T. Ngo , Dat Q. Tran , Ha Q. Nguyen

The chest X-ray (CXR) is by far the most commonly performed radiological examination for screening and diagnosis of many cardiac and pulmonary diseases. There is an immense world-wide shortage of physicians capable of providing rapid and…

计算机视觉与模式识别 · 计算机科学 2018-06-07 Jonathan Laserson , Christine Dan Lantsman , Michal Cohen-Sfady , Itamar Tamir , Eli Goz , Chen Brestel , Shir Bar , Maya Atar , Eldad Elnekave

The development of successful artificial intelligence models for chest X-ray analysis relies on large, diverse datasets with high-quality annotations. While several databases of chest X-ray images have been released, most include disease…

图像与视频处理 · 电气工程与系统科学 2024-05-21 Nicolás Gaggion , Candelaria Mosquera , Lucas Mansilla , Julia Mariel Saidman , Martina Aineseder , Diego H. Milone , Enzo Ferrante

Many real-world image recognition problems, such as diagnostic medical imaging exams, are "long-tailed" $\unicode{x2013}$ there are a few common findings followed by many more relatively rare conditions. In chest radiography, diagnosis is…

Deep Convolutional Neural Networks have consistently proven to achieve state-of-the-art results on a lot of imaging tasks over the past years' majority of which comprise of high-quality data. However, it is important to work on…

计算机视觉与模式识别 · 计算机科学 2025-04-15 Snigdha Agarwal , Neelam Sinha

Chest X-ray (CXR) is the most common X-ray examination performed in daily clinical practice for the diagnosis of various heart and lung abnormalities. The large amount of data to be read and reported, with 100+ studies per day for a single…

计算机视觉与模式识别 · 计算机科学 2019-05-17 Sebastian Guendel , Florin C. Ghesu , Sasa Grbic , Eli Gibson , Bogdan Georgescu , Andreas Maier , Dorin Comaniciu

Chest X-ray scan is a most often used modality by radiologists to diagnose many chest related diseases in their initial stages. The proposed system aids the radiologists in making decision about the diseases found in the scans more…

图像与视频处理 · 电气工程与系统科学 2020-08-07 Ahmed Rasheed , Muhammad Shahzad Younis , Muhammad Bilal , Maha Rasheed

Chest radiographs are the most common diagnostic exam in emergency rooms and intensive care units today. Recently, a number of researchers have begun working on large chest X-ray datasets to develop deep learning models for recognition of a…

计算机视觉与模式识别 · 计算机科学 2020-11-20 Tanveer Syeda-Mahmood , Ph. D , K. C. L Wong , Ph. D , Joy T. Wu , M. D. , M. P. H , Ashutosh Jadhav , Ph. D , Orest Boyko , M. D. Ph. D

Chest X-ray imaging remains the primary diagnostic tool for pulmonary and cardiac disorders worldwide, yet its accuracy is hampered by radiologist shortages and inter-observer variability. This study presents a systematic comparative…

图像与视频处理 · 电气工程与系统科学 2026-03-18 Ali M. Bahram , Saman Muhammad Omer , Hardi M. Mohammed
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