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Histomorphology is crucial in cancer diagnosis. However, existing whole slide image (WSI) classification methods struggle to effectively incorporate histomorphology information, limiting their ability to capture key pathological features.…

Computer Vision and Pattern Recognition · Computer Science 2025-12-01 Baizhi Wang , Rui Yan , Wenxin Ma , Xu Zhang , Yuhao Wang , Xiaolong Li , Yunjie Gu , Zihang Jiang , S. Kevin Zhou

Histopathology imaging is crucial for the diagnosis and treatment of skin diseases. For this reason, computer-assisted approaches have gained popularity and shown promising results in tasks such as segmentation and classification of skin…

Computer Vision and Pattern Recognition · Computer Science 2024-10-28 Luis Carlos Rivera Monroy , Leonhard Rist , Martin Eberhardt , Christian Ostalecki , Andreas Baur , Julio Vera , Katharina Breininger , Andreas Maier

Empirical evaluation of breast tissue biopsies for mitotic nuclei detection is considered an important prognostic biomarker in tumor grading and cancer progression. However, automated mitotic nuclei detection poses several challenges…

Computer Vision and Pattern Recognition · Computer Science 2020-03-20 Anabia Sohail , Muhammad Ahsan Mukhtar , Asifullah Khan , Muhammad Mohsin Zafar , Aneela Zameer , Saranjam Khan

Breast cancer remains a leading cause of cancer-related deaths among women worldwide, with mammography screening as the most effective method for the early detection. Ensuring proper positioning in mammography is critical, as poor…

Image and Video Processing · Electrical Eng. & Systems 2024-07-16 Toygar Tanyel , Nurper Denizoglu , Mustafa Ege Seker , Deniz Alis , Esma Cerekci , Ercan Karaarslan , Erkin Aribal , Ilkay Oksuz

Breast cancer is one of the most common cancers among women worldwide, with early detection significantly increasing survival rates. Ultrasound imaging is a critical diagnostic tool that aids in early detection by providing real-time…

Image and Video Processing · Electrical Eng. & Systems 2023-05-23 Mingzhe Hu , Yuheng Li , Xiaofeng Yang

Accurate identification of breast cancer types plays a critical role in guiding treatment decisions and improving patient outcomes. This paper presents an artificial intelligence enabled tool designed to aid in the identification of breast…

Image and Video Processing · Electrical Eng. & Systems 2025-05-28 Neil Chaudhary , Zaynah Dhunny

Breast cancer is the most common invasive cancer in women, and the second main cause of death. Breast cancer screening is an efficient method to detect indeterminate breast lesions early. The common approaches of screening for women are…

Image and Video Processing · Electrical Eng. & Systems 2021-01-26 Yuliana Jiménez Gaona , María José Rodriguez-Alvarez , Hector Espinó Morató , Darwin Castillo Malla , Vasudevan Lakshminarayanan

Breast cancer is considered the most critical and frequently diagnosed cancer in women worldwide, leading to an increase in cancer-related mortality. Early and accurate detection is crucial as it can help mitigate possible threats while…

Breast cancer is one of the leading causes of mortality in women. Early detection and treatment are imperative for improving survival rates, which have steadily increased in recent years as a result of more sophisticated…

Computer Vision and Pattern Recognition · Computer Science 2018-02-27 Sulaiman Vesal , Nishant Ravikumar , AmirAbbas Davari , Stephan Ellmann , Andreas Maier

Increased levels of tumor infiltrating lymphocytes (TILs) in cancer tissue indicate favourable outcomes in many types of cancer. Manual quantification of immune cells is inaccurate and time consuming for pathologists. Our aim is to leverage…

Breast cancer is still the second top cause of cancer deaths worldwide and this emphasizes the importance of necessary steps for early detection. Traditional diagnostic methods, such as mammography, ultrasound, and thermography, which have…

Cancer is the second leading cause of death in the world. Diagnosing cancer early on can save many lives. Pathologists have to look at tissue microarray (TMA) images manually to identify tumors, which can be time-consuming, inconsistent and…

Machine Learning · Computer Science 2024-09-04 Iris Yan

Invasive ductal carcinoma (IDC), which is also sometimes known as the infiltrating ductal carcinoma, is the most regular form of breast cancer. It accounts for about 80% of all breast cancers. According to the American Cancer Society, more…

Image and Video Processing · Electrical Eng. & Systems 2019-11-12 Chandra Churh Chatterjee , Gopal Krishna

Malignant melanoma is a common skin cancer that is mostly curable before metastasis -when growths spawn in organs away from the original site. Melanoma is the most dangerous type of skin cancer if left untreated due to the high risk of…

Image and Video Processing · Electrical Eng. & Systems 2021-09-23 Vidushi Meel , Asritha Bodepudi

Lung adenocarcinoma is a morphologically heterogeneous disease, characterized by five primary histologic growth patterns. The quantity of these patterns can be related to tumor behavior and has a significant impact on patient prognosis. In…

Image and Video Processing · Electrical Eng. & Systems 2024-05-17 Arwa Al-Rubaian , Gozde N. Gunesli , Wajd A. Althakfi , Ayesha Azam , Nasir Rajpoot , Shan E Ahmed Raza

Acute Myeloid Leukemia (AML) is one of the most aggressive types of hematological neoplasm. To support the specialists' decision about the appropriate therapy, patients with AML receive a prognostic of outcomes according to their…

Machine Learning · Computer Science 2024-05-30 Jade M. Almeida , Giovanna A. Castro , João A. Machado-Neto , Tiago A. Almeida

Deep neural networks have introduced significant advancements in the field of machine learning-based analysis of digital pathology images including prostate tissue images. With the help of transfer learning, classification and segmentation…

In histopathology, intelligent diagnosis of Whole Slide Images (WSIs) is essential for automating and objectifying diagnoses, reducing the workload of pathologists. However, diagnostic models often face the challenge of forgetting…

Computer Vision and Pattern Recognition · Computer Science 2025-03-26 Weixi Zheng , Aoling Huang , Jingping Yuan , Haoyu Zhao , Zhou Zhao , Yongchao Xu , Thierry Géraud

Early diagnosis of the cancer cells is necessary for making an effective treatment plan and for the health and safety of a patient. Nowadays, doctors usually use a histological grade that pathologists determine by performing a…

Computer Vision and Pattern Recognition · Computer Science 2023-11-15 Varan Singh Rohila , Neeraj Lalwani , Lochan Basyal

Breast cancer, the second leading cause of cancer-related deaths globally, accounts for a quarter of all cancer cases [1]. To lower this death rate, it is crucial to detect tumors early, as early-stage detection significantly improves…

Computer Vision and Pattern Recognition · Computer Science 2025-09-26 Samia Saeed , Khuram Naveed
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