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The paper proposes a novel hybrid discovery Radiomics framework that simultaneously integrates temporal and spatial features extracted from non-thin chest Computed Tomography (CT) slices to predict Lung Adenocarcinoma (LUAC) malignancy with…

图像与视频处理 · 电气工程与系统科学 2022-10-28 Sadaf Khademi , Shahin Heidarian , Parnian Afshar , Farnoosh Naderkhani , Anastasia Oikonomou , Konstantinos Plataniotis , Arash Mohammadi

Lung cancer, particularly in its advanced stages, remains a leading cause of death globally. Though early detection via low-dose computed tomography (CT) is promising, the identification of high-risk factors crucial for surgical mode…

图像与视频处理 · 电气工程与系统科学 2023-08-29 Xiaotong Fu , Xiangyu Meng , Jing Zhou , Ying Ji

Lung cancer has the highest rate of cancer-caused deaths, and early-stage diagnosis could increase the survival rate. Lung nodules are common indicators of lung cancer, making their detection crucial. Various lung nodule detection models…

图像与视频处理 · 电气工程与系统科学 2025-03-04 Saeed Shakuri , Alireza Rezvanian

Lung cancer is an extremely lethal disease primarily due to its late-stage diagnosis and significant mortality rate, making it the major cause of cancer-related demises globally. Machine Learning (ML) and Convolution Neural network (CNN)…

图像与视频处理 · 电气工程与系统科学 2025-01-03 Asha V , Bhavanishankar K

Lung cancer (LC) ranks among the most frequently diagnosed cancers and is one of the most common causes of death for men and women worldwide. Computed Tomography (CT) images are the most preferred diagnosis method because of their low cost…

图像与视频处理 · 电气工程与系统科学 2025-08-11 Mobarak Abumohsen , Enrique Costa-Montenegro , Silvia García-Méndez , Amani Yousef Owda , Majdi Owda

Due to silence in early stages, lung cancer has been one of the most leading causes of mortality in cancer patients world-wide. Moreover, major symptoms of lung cancer are hard to differentiate with other respiratory disease symptoms such…

计算机视觉与模式识别 · 计算机科学 2026-01-27 Daeyoung Kim

Lung cancer continues to be the predominant cause of cancer-related mortality globally. This review analyzes various approaches, including advanced image processing methods, focusing on their efficacy in interpreting CT scans, chest…

The most deadly and life-threatening disease in the world is lung cancer. Though early diagnosis and accurate treatment are necessary for lowering the lung cancer mortality rate. A computerized tomography (CT) scan-based image is one of the…

图像与视频处理 · 电气工程与系统科学 2023-04-12 Muntasir Mamun , Md Ishtyaq Mahmud , Mahabuba Meherin , Ahmed Abdelgawad

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

Early detection of lung nodules with computed tomography (CT) is critical for the longer survival of lung cancer patients and better quality of life. Computer-aided detection/diagnosis (CAD) is proven valuable as a second or concurrent…

计算机视觉与模式识别 · 计算机科学 2022-10-19 Chuang Niu , Ge Wang

Lung cancer is responsible for 21% of cancer deaths in the UK and five-year survival rates are heavily influenced by the stage the cancer was identified at. Recent studies have demonstrated the capability of AI methods for accurate and…

计算机视觉与模式识别 · 计算机科学 2023-11-28 Benjamin Keel , Aaron Quyn , David Jayne , Samuel D. Relton

Lung cancer is the leading cause of cancer-related deaths in the past several years. A major challenge in lung cancer screening is the detection of lung nodules from computed tomography (CT) scans. State-of-the-art approaches in automated…

计算机视觉与模式识别 · 计算机科学 2018-10-05 Aryan Mobiny , Hien Van Nguyen

Lung cancer remains one of the most common and deadliest forms of cancer worldwide. The likelihood of successful treatment depends strongly on the stage at which the disease is diagnosed. Therefore, early detection of lung cancer represents…

图像与视频处理 · 电气工程与系统科学 2026-02-16 Volodymyr Sydorskyi

The early detection and nuanced subtype classification of non-small cell lung cancer (NSCLC), a predominant cause of cancer mortality worldwide, is a critical and complex issue. In this paper, we introduce an innovative integration of…

图像与视频处理 · 电气工程与系统科学 2024-10-08 Salma Hassan , Hamad Al Hammadi , Ibrahim Mohammed , Muhammad Haris Khan

This paper discusses the role of Transfer Learning (TL) and transformers in cancer detection based on image analysis. With the enormous evolution of cancer patients, the identification of cancer cells in a patient's body has emerged as a…

图像与视频处理 · 电气工程与系统科学 2023-11-17 Amine Bechar , Youssef Elmir , Rafik Medjoudj , Yassine Himeur , Abbes Amira

In the medical field, accurate diagnosis of lung cancer is crucial for treatment. Traditional manual analysis methods have significant limitations in terms of accuracy and efficiency. To address this issue, this paper proposes a deep…

图像与视频处理 · 电气工程与系统科学 2025-01-10 Ziyang Gao , Yong Tian , Shih-Chi Lin , Junghua Lin

Computed tomography (CT) examinations are commonly used to predict lung nodule malignancy in patients, which are shown to improve noninvasive early diagnosis of lung cancer. It remains challenging for computational approaches to achieve…

计算机视觉与模式识别 · 计算机科学 2018-02-07 Jason Causey , Junyu Zhang , Shiqian Ma , Bo Jiang , Jake Qualls , David G. Politte , Fred Prior , Shuzhong Zhang , Xiuzhen Huang

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 is the leading cause of patient mortality in the world. Early diagnosis of malignant pulmonary nodules in CT images can have a significant impact on reducing disease mortality and morbidity. In this work, we propose LMLCC-Net, a…

图像与视频处理 · 电气工程与系统科学 2025-11-27 Tasnia Binte Mamun , Adhora Madhuri , Nusaiba Sobir , Taufiq Hasan

Lung cancer is highly lethal, emphasizing the critical need for early detection. However, identifying lung nodules poses significant challenges for radiologists, who rely heavily on their expertise for accurate diagnosis. To address this…

图像与视频处理 · 电气工程与系统科学 2023-10-17 Hossein Jafari , Karim Faez , Hamidreza Amindavar
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