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相关论文: A Digital Pathology Resource for Liver Cancer Quan…

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Hepatocellular carcinoma (HCC) is the most common type of primary liver cancer in adults, and the most common cause of death of people suffering from cirrhosis. The segmentation of liver lesions in CT images allows assessment of tumor load,…

计算机视觉与模式识别 · 计算机科学 2020-03-16 Nadja Gruber , Stephan Antholzer , Werner Jaschke , Christian Kremser , Markus Haltmeier

Histopathology remains the gold standard for diagnosis of various cancers. Recent advances in computer vision, specifically deep learning, have facilitated the analysis of histopathology images for various tasks, including immune cell…

定量方法 · 定量生物学 2023-11-02 Jakub R. Kaczmarzyk , Tahsin M. Kurc , Shahira Abousamra , Rajarsi Gupta , Joel H. Saltz , Peter K. Koo

Non-invasive radiological-based lesion characterization and identification, e.g., to differentiate cancer subtypes, has long been a major aim to enhance oncological diagnosis and treatment procedures. Here we study a specific population of…

计算机视觉与模式识别 · 计算机科学 2020-09-01 Yuankai Huo , Jinzheng Cai , Chi-Tung Cheng , Ashwin Raju , Ke Yan , Bennett A. Landman , Jing Xiao , Le Lu , Chien-Hung Liao , Adam P. Harrison

Objective: We develop a computer-aided diagnosis (CAD) system using deep learning approaches for lesion detection and classification on whole-slide images (WSIs) with breast cancer. The deep features being distinguishing in classification…

图像与视频处理 · 电气工程与系统科学 2021-08-29 Wei-Wen Hsu , Yongfang Wu , Chang Hao , Yu-Ling Hou , Xiang Gao , Yun Shao , Xueli Zhang , Tao He , Yanhong Tai

Colorectal liver metastasis is one of most aggressive liver malignancies. While the definition of lesion type based on CT images determines the diagnosis and therapeutic strategy, the discrimination between cancerous and non-cancerous…

Histopathology remains the gold standard for cancer diagnosis because it provides detailed cellular-level assessment of tissue morphology. However, manual histopathological examination is time-consuming, labour-intensive, and subject to…

计算机视觉与模式识别 · 计算机科学 2026-03-13 Ravi Mosalpuri , Mohammed Abdelsamea , Ahmed Karam Eldaly

Hepatocellular Carcinoma diagnosis relies heavily on the interpretation of gigapixel Whole Slide Images. However, current computational approaches are constrained by fixed-resolution processing mechanisms and inefficient feature…

计算机视觉与模式识别 · 计算机科学 2026-03-03 Yuxuan Yang , Zhonghao Yan , Yi Zhang , Bo Yun , Muxi Diao , Guowei Zhao , Kongming Liang , Wenbin Li , Zhanyu Ma

We developed a software pipeline for quality control (QC) of histopathology whole slide images (WSIs) that segments various regions, such as blurs of different levels, tissue regions, tissue folds, and pen marks. Given the necessity and…

图像与视频处理 · 电气工程与系统科学 2025-06-17 Abhijeet Patil , Garima Jain , Harsh Diwakar , Jay Sawant , Tripti Bameta , Swapnil Rane , Amit Sethi

Liver cancer has high morbidity and mortality rates in the world. Multi-phase CT is a main medical imaging modality for detecting/identifying and diagnosing liver tumors. Automatically detecting and classifying liver lesions in CT images…

图像与视频处理 · 电气工程与系统科学 2023-06-29 Fakai Wang , Chi-Tung Cheng , Chien-Wei Peng , Ke Yan , Min Wu , Le Lu , Chien-Hung Liao , Ling Zhang

Microscopic examination of slides prepared from tissue samples is the primary tool for detecting and classifying cancerous lesions, a process that is time-consuming and requires the expertise of experienced pathologists. Recent advances in…

计算机视觉与模式识别 · 计算机科学 2024-10-15 Saba Fatema , Brighton Nuwagira , Sayoni Chakraborty , Reyhan Gedik , Baris Coskunuzer

The diagnosis of primary liver cancers (PLCs) can be challenging, especially on biopsies and for combined hepatocellular-cholangiocarcinoma (cHCC-CCA). We automatically classified PLCs on routine-stained biopsies using a weakly supervised…

Renal cell carcinoma (RCC) is the most common renal cancer in adults. The histopathologic classification of RCC is essential for diagnosis, prognosis, and management of patients. Reorganization and classification of complex histologic…

图像与视频处理 · 电气工程与系统科学 2020-11-02 Mengdan Zhu , Bing Ren , Ryland Richards , Matthew Suriawinata , Naofumi Tomita , Saeed Hassanpour

Breast cancer has the highest mortality among cancers in women. Computer-aided pathology to analyze microscopic histopathology images for diagnosis with an increasing number of breast cancer patients can bring the cost and delays of…

计算机视觉与模式识别 · 计算机科学 2020-03-03 Abhijeet Patil , Dipesh Tamboli , Swati Meena , Deepak Anand , Amit Sethi

Liver cancer has a high incidence rate, but primary healthcare settings often lack experienced doctors. Advances in large models and AI technologies offer potential assistance. This work aims to address limitations in liver cancer diagnosis…

医学物理 · 物理学 2024-06-27 Xuzhou Wu , Guangxin Li , Xing Wang , Zeyu Xu , Yingni Wang , Jianming Xian , Xueyu Wang , Gong Li , Kehong Yuan

Background: Liver cancer ranks as the fifth most common malignant tumor and the second most fatal in our country. Early diagnosis is crucial, necessitating that physicians identify liver cancer in patients at the earliest possible stage.…

信息检索 · 计算机科学 2024-10-25 YiChi Zhang , HaiLing Wang , YongBin Gao , XiaoJun Hu , YingFang Fan , ZhiJun Fang

We propose a fully-automated method for accurate and robust detection and segmentation of potentially cancerous lesions found in the liver and in lymph nodes. The process is performed in three steps, including organ detection, lesion…

计算机视觉与模式识别 · 计算机科学 2017-03-21 Assaf Hoogi , John W. Lambert , Yefeng Zheng , Dorin Comaniciu , Daniel L. Rubin

Using radiological scans to identify liver tumors is crucial for proper patient treatment. This is highly challenging, as top radiologists only achieve F1 scores of roughly 80% (hepatocellular carcinoma (HCC) vs. others) with only moderate…

计算机视觉与模式识别 · 计算机科学 2021-04-12 Bolin Lai , Yuhsuan Wu , Xiaoyu Bai , Xiao-Yun Zhou , Peng Wang , Jinzheng Cai , Yuankai Huo , Lingyun Huang , Yong Xia , Jing Xiao , Le Lu , Heping Hu , Adam Harrison

Pediatric liver tumors are one of the most common solid tumors in pediatrics, with differentiation of benign or malignant status and pathological classification critical for clinical treatment. While pathological examination is the gold…

图像与视频处理 · 电气工程与系统科学 2026-01-29 Wanqi Wang , Chun Yang , Jianbo Shao , Yaokai Zhang , Xuehua Peng , Jin Sun , Chao Xiong , Long Lu , Lianting Hu

Cancer is one of the most common and fatal diseases in the world. Breast cancer affects one in every eight women and one in every eight hundred men. Hence, our prime target should be early detection of cancer because the early detection of…

图像与视频处理 · 电气工程与系统科学 2022-02-15 Jitendra Maan , Harsh Maan

The microvascular invasion (MVI) is a major prognostic factor in hepatocellular carcinoma, which is one of the malignant tumors with the highest mortality rate. The diagnosis of MVI needs discovering the vessels that contain hepatocellular…

计算机视觉与模式识别 · 计算机科学 2021-08-03 Zunlei Feng , Zhonghua Wang , Xinchao Wang , Xiuming Zhang , Lechao Cheng , Jie Lei , Yuexuan Wang , Mingli Song