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Lung cancer is the leading cause of cancer-related mortality in adults worldwide. Screening high-risk individuals with annual low-dose CT (LDCT) can support earlier detection and reduce deaths, but widespread implementation may strain the…

Lung cancer remains one of the leading causes of morbidity and mortality worldwide, making early diagnosis critical for improving therapeutic outcomes and patient prognosis. Computer-aided diagnosis systems, which analyze computed…

图像与视频处理 · 电气工程与系统科学 2025-06-23 Guohui Cai , Ying Cai , Zeyu Zhang , Yuanzhouhan Cao , Lin Wu , Daji Ergu , Zhinbin Liao , Yang Zhao

Lung cancer is the leading cause of cancer death and morbidity worldwide. Many studies have shown machine learning models to be effective at detecting lung nodules from chest X-ray images. However, these techniques have yet to be embraced…

图像与视频处理 · 电气工程与系统科学 2021-08-31 Michael J. Horry , Subrata Chakraborty , Biswajeet Pradhan , Manoranjan Paul , Douglas P. S. Gomes , Anwaar Ul-Haq

Prognostication for lung cancer, a leading cause of mortality, remains a complex task, as it needs to quantify the associations of risk factors and health events spanning a patient's entire life. One challenge is that an individual's…

机器学习 · 统计学 2025-08-28 Stephen Salerno , Yi Li

Early diagnosis of lung cancer is a key intervention for the treatment of lung cancer computer aided diagnosis (CAD) can play a crucial role. However, most published CAD methods treat lung cancer diagnosis as a lung nodule classification…

图像与视频处理 · 电气工程与系统科学 2022-10-12 Junhua Chen , Haiyan Zeng , Chong Zhang , Zhenwei Shi , Andre Dekker , Leonard Wee , Inigo Bermejo

Lung cancer is the leading cause of death among different types of cancers. Every year, the lives lost due to lung cancer exceed those lost to pancreatic, breast, and prostate cancer combined. The survival rate for lung cancer patients is…

图像与视频处理 · 电气工程与系统科学 2023-02-17 Saleh Abunajm , Nelly Elsayed , Zag ElSayed , Murat Ozer

Deep learning has shown remarkable results for image analysis and is expected to aid individual treatment decisions in health care. To achieve this, deep learning methods need to be promoted from the level of mere associations to being able…

机器学习 · 计算机科学 2022-05-02 Wouter A. C. van Amsterdam , Marinus J. C. Eijkemans

Objective: Lung cancer is the leading cause of cancer-related death worldwide. Computer-aided diagnosis (CAD) systems have shown significant promise in recent years for facilitating the effective detection and classification of abnormal…

计算机视觉与模式识别 · 计算机科学 2019-01-16 Vignesh Sankar , Devinder Kumar , David A. Clausi , Graham W. Taylor , Alexander Wong

Lung cancer is the leading cause of cancer-related mortality worldwide. Lung cancer screening (LCS) using annual low-dose computed tomography (CT) scanning has been proven to significantly reduce lung cancer mortality by detecting cancerous…

In this proposed work, we identified the significant research issues on lung cancer risk factors. Capturing and defining symptoms at an early stage is one of the most difficult phases for patients. Based on the history of patients records,…

图像与视频处理 · 电气工程与系统科学 2023-04-12 Muhammad Sohaib , Mary Adewunmi

Lung cancer has the highest mortality rate of deadly cancers in the world. Early detection is essential to treatment of lung cancer. However, detection and accurate diagnosis of pulmonary nodules depend heavily on the experiences of…

图像与视频处理 · 电气工程与系统科学 2022-04-12 Chenglong Wang , Yun Liu , Fen Wang , Chengxiu Zhang , Yida Wang , Mei Yuan , Guang Yang

Lung cancer, the second leading cause of cancer-related deaths, is primarily linked to long-term tobacco smoking (85% of cases). Surprisingly, 10-15% of cases occur in non-smokers. In 2020, approximately 2 million people were affected…

计算机视觉与模式识别 · 计算机科学 2026-04-14 Imama Ajmi , Abhishek Das

While deep learning methods are increasingly being applied to tasks such as computer-aided diagnosis, these models are difficult to interpret, do not incorporate prior domain knowledge, and are often considered as a "black-box." The lack of…

计算机视觉与模式识别 · 计算机科学 2018-06-05 Shiwen Shen , Simon X. Han , Denise R. Aberle , Alex A. T. Bui , Willliam Hsu

According to GHO (Global Health Observatory (GHO), the high prevalence of a large variety of diseases such as Ischaemic heart disease, stroke, lung cancer disease and lower respiratory infections have remained the top killers during the…

人工智能 · 计算机科学 2020-09-17 Mayssa Ben Kahla , Dalel Kanzari , Ahmed Maalel

With an estimated 160,000 deaths in 2018, lung cancer is the most common cause of cancer death in the United States. Lung cancer CT screening has been shown to reduce mortality by up to 40% and is now included in US screening guidelines.…

图像与视频处理 · 电气工程与系统科学 2020-07-28 Daniel Korat

Advances in healthcare research have significantly enhanced our understanding of disease mechanisms, diagnostic precision, and therapeutic options. Yet, lung cancer remains one of the leading causes of cancer-related mortality worldwide due…

计算机视觉与模式识别 · 计算机科学 2025-06-06 Sugandha Saxena , S. N. Prasad , Ashwin M Polnaya , Shweta Agarwala

Lung cancer has been one of the most prevalent disease in recent years. According to the research of this field, more than 200,000 cases are identified each year in the US. Uncontrolled multiplication and growth of the lung cells result in…

图像与视频处理 · 电气工程与系统科学 2022-01-04 Hesamoddin Hosseini , Reza Monsefi , Shabnam Shadroo

Lung cancer remains one of the leading causes of cancer-related mortality worldwide. Conventional computed tomography (CT) imaging, while essential for detection and staging, has limitations in distinguishing benign from malignant lesions…

图像与视频处理 · 电气工程与系统科学 2026-04-20 Baramee Sukumal , Aueaphum Aueawatthanaphisut

Automatic pulmonary nodules classification is significant for early diagnosis of lung cancers. Recently, deep learning techniques have enabled remarkable progress in this field. However, these deep models are typically of high computational…

图像与视频处理 · 电气工程与系统科学 2021-01-20 Hanliang Jiang , Fuhao Shen , Fei Gao , Weidong Han

Lung and colon cancers are predominant contributors to cancer mortality. Early and accurate diagnosis is crucial for effective treatment. By utilizing imaging technology in different image detection, learning models have shown promise in…

图像与视频处理 · 电气工程与系统科学 2025-01-28 Diponkor Bala , S M Rakib Ul Karim , Rownak Ara Rasul
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