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Breast cancer(BC) is a prevalent type of malignant tumor in women. Early diagnosis and treatment are vital for enhancing the patients' survival rate. Downsampling in deep networks may lead to loss of information, so for compensating the…

Computer Vision and Pattern Recognition · Computer Science 2024-01-05 Bo Yang , Hong Peng , Xiaohui Luo , Jun Wang

Early detection of cervical cancer is crucial for improving patient outcomes and reducing mortality by identifying precancerous lesions as soon as possible. As a result, the use of pap smear screening has significantly increased, leading to…

Image and Video Processing · Electrical Eng. & Systems 2025-10-21 Theo Di Piazza , Loic Boussel

In medical imaging, radiological scans of different modalities serve to enhance different sets of features for clinical diagnosis and treatment planning. This variety enriches the source information that could be used for outcome…

Image and Video Processing · Electrical Eng. & Systems 2020-06-01 William Le , Francisco Perdigón Romero , Samuel Kadoury

The study of transmission and progression of human papillomavirus (HPV) is crucial for understanding the incidence of cervical cancers, and has been identified as a priority worldwide. The complexity of the disease necessitates a detailed…

Cervical intraepithelial neoplasia (CIN) is the development of abnormal cells on the surface of the cervix, caused by a human papillomavirus (HPV) infection. Although in most of the cases it is resolved by the immune system, a small…

Quantitative Methods · Quantitative Biology 2024-03-21 Vasiliki Bitsouni , Nikolaos Gialelis , Ioannis G. Stratis , Vasilis Tsilidis

Digital pathology (DP) is a new research area which falls under the broad umbrella of health informatics. Owing to its potential for major public health impact, in recent years DP has been attracting much research attention. Nevertheless, a…

Image and Video Processing · Electrical Eng. & Systems 2019-03-12 Xingzhi Yue , Neofytos Dimitriou , Ognjen Arandjelovic

Manually annotating nuclei from the gigapixel Hematoxylin and Eosin (H&E)-stained Whole Slide Images (WSIs) is a laborious and costly task, meaning automated algorithms for cell nuclei instance segmentation and classification could…

Computer Vision and Pattern Recognition · Computer Science 2024-07-29 João D. Nunes , Diana Montezuma , Domingos Oliveira , Tania Pereira , Jaime S. Cardoso

Oral Cavity Squamous Cell Carcinoma (OCSCC) is the most common type of head and neck cancer. Due to the subtle nature of its early stages, deep and hidden areas of development, and slow growth, OCSCC often goes undetected, leading to…

Computer Vision and Pattern Recognition · Computer Science 2025-10-21 Vishal Manikanden , Aniketh Bandlamudi , Daniel Haehn

Hepatocellular carcinoma is the most spread primary liver cancer across the world ($\sim$80\% of the liver tumors). The gold standard for HCC diagnosis is liver biopsy. However, in the clinical routine, expert radiologists provide a visual…

Computer Vision and Pattern Recognition · Computer Science 2025-01-15 E. Sarfati , A. Bône , M-M. Rohé , C. Aubé , M. Ronot , P. Gori , I. Bloch

Breast cancer is one of the main causes of cancer death worldwide. Early diagnostics significantly increases the chances of correct treatment and survival, but this process is tedious and often leads to a disagreement between pathologists.…

Computer Vision and Pattern Recognition · Computer Science 2018-06-26 Alexander Rakhlin , Alexey Shvets , Vladimir Iglovikov , Alexandr A. Kalinin

Background: Breast cancer has the highest prevalence in women globally. The classification and diagnosis of breast cancer and its histopathological images have always been a hot spot of clinical concern. In Computer-Aided Diagnosis (CAD),…

Computer Vision and Pattern Recognition · Computer Science 2022-05-11 Yuchao Zheng , Chen Li , Xiaomin Zhou , Haoyuan Chen , Hao Xu , Yixin Li , Haiqing Zhang , Xiaoyan Li , Hongzan Sun , Xinyu Huang , Marcin Grzegorzek

Bladder cancer is one of the most prevalent malignancies worldwide, with a recurrence rate of up to 78%, necessitating accurate post-operative monitoring for effective patient management. Multi-sequence contrast-enhanced MRI is commonly…

Computer Vision and Pattern Recognition · Computer Science 2025-11-20 Xueyang Li , Zongren Wang , Yuliang Zhang , Zixuan Pan , Yu-Jen Chen , Nishchal Sapkota , Gelei Xu , Danny Z. Chen , Yiyu Shi

Cervical cancer is one of the most severe diseases threatening women's health. Early detection and diagnosis can significantly reduce cancer risk, in which cervical cytology classification is indispensable. Researchers have recently…

Computer Vision and Pattern Recognition · Computer Science 2023-08-09 Linyi Qian , Qian Huang , Yulin Chen , Junzhou Chen

One of the methods for stratifying different molecular classes of breast cancer is the Nottingham Prognostic Index Plus (NPI+) which uses breast cancer relevant biomarkers to stain tumour tissues prepared on tissue microarray (TMA). To…

Computer Vision and Pattern Recognition · Computer Science 2019-01-15 Jingxin Liu , Bolei Xu , Chi Zheng , Yuanhao Gong , Jon Garibaldi , Daniele Soria , Andew Green , Ian O. Ellis , Wenbin Zou , Guoping Qiu

Definitive cancer diagnosis and management depend upon the extraction of information from microscopy images by pathologists. These images contain complex information requiring time-consuming expert human interpretation that is prone to…

Oral Squamous Cell Carcinoma (OSCC) is a prevalent and aggressive malignancy where deep learning-based computer-aided diagnosis and prognosis can enhance clinical assessments.However, existing publicly available OSCC datasets often suffer…

Image and Video Processing · Electrical Eng. & Systems 2025-07-23 Jinquan Guan , Junhong Guo , Qi Chen , Jian Chen , Yongkang Cai , Yilin He , Zhiquan Huang , Yan Wang , Yutong Xie

The most prevalent form of bladder cancer is urothelial carcinoma, characterized by a high recurrence rate and substantial lifetime treatment costs for patients. Grading is a prime factor for patient risk stratification, although it suffers…

Image and Video Processing · Electrical Eng. & Systems 2024-05-27 Saul Fuster , Umay Kiraz , Trygve Eftestøl , Emiel A. M. Janssen , Kjersti Engan

Cancer disease is one of the leading causes of death all over the world. Breast cancer, which is a common cancer disease especially in women, is quite common. The most important tool used for early detection of this cancer type, which…

Image and Video Processing · Electrical Eng. & Systems 2020-12-11 Ali Narin

Aims Late diagnosis of Oral Squamous Cell Carcinoma (OSCC) contributes significantly to its high global mortality rate, with over 50\% of cases detected at advanced stages and a 5-year survival rate below 50\% according to WHO statistics.…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Ajo Babu George , Sreehari J R Ajo Babu George , Sreehari J R Ajo Babu George , Sreehari J R

Automatic segmentation of head and neck cancer (HNC) tumors and lymph nodes plays a crucial role in the optimization treatment strategy and prognosis analysis. This study aims to employ nnU-Net for automatic segmentation and radiomics for…

Image and Video Processing · Electrical Eng. & Systems 2022-11-21 Hui Xu , Yihao Li , Wei Zhao , Gwenolé Quellec , Lijun Lu , Mathieu Hatt