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Computational pathology (CPath) digitizes pathology slides into whole slide images (WSIs), enabling analysis for critical healthcare tasks such as cancer diagnosis and prognosis. However, WSIs possess extremely long sequence lengths (up to…

计算机视觉与模式识别 · 计算机科学 2025-12-04 Wenhao Tang , Heng Fang , Ge Wu , Xiang Li , Ming-Ming Cheng

Multi-source data fusion, in which multiple data sources are jointly analyzed to obtain improved information, has considerable research attention. For the datasets of multiple medical institutions, data confidentiality and…

机器学习 · 计算机科学 2022-09-01 Akira Imakura , Tetsuya Sakurai , Yukihiko Okada , Tomoya Fujii , Teppei Sakamoto , Hiroyuki Abe

Computational Pathology CPath is an interdisciplinary science that augments developments of computational approaches to analyze and model medical histopathology images. The main objective for CPath is to develop infrastructure and workflows…

The LIDC-IDRI database is the most popular benchmark for lung cancer prediction. However, with subjective assessment from radiologists, nodules in LIDC may have entirely different malignancy annotations from the pathological ground truth,…

图像与视频处理 · 电气工程与系统科学 2022-07-29 Hanxiao Zhang , Xiao Gu , Minghui Zhang , Weihao Yu , Liang Chen , Zhexin Wang , Feng Yao , Yun Gu , Guang-Zhong Yang

Identifying actionable driver mutations in non-small cell lung cancer (NSCLC) can impact treatment decisions and significantly improve patient outcomes. Despite guideline recommendations, broader adoption of genetic testing remains…

图像与视频处理 · 电气工程与系统科学 2025-09-09 Biagio Brattoli , Jack Shi , Jongchan Park , Taebum Lee , Donggeun Yoo , Sergio Pereira

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

Classification models that provide human-interpretable explanations enhance clinicians' trust and usability in medical image diagnosis. One research focus is the integration and prediction of pathology-related visual attributes used by…

计算机视觉与模式识别 · 计算机科学 2025-08-04 Luisa Gallée , Catharina Silvia Lisson , Christoph Gerhard Lisson , Daniela Drees , Felix Weig , Daniel Vogele , Meinrad Beer , Michael Götz

Artificial intelligence (AI) has the potential to transform medical imaging by automating image analysis and accelerating clinical research. However, research and clinical use are limited by the wide variety of AI implementations and…

Accurate prediction of recurrence in clear cell renal cell carcinoma (ccRCC) remains a major clinical challenge due to the disease complex molecular, pathological, and clinical heterogeneity. Traditional prognostic models, which rely on…

图像与视频处理 · 电气工程与系统科学 2025-07-11 Hasaan Maqsood , Saif Ur Rehman Khan

Modern technologies are enabling scientists to collect extraordinary amounts of complex and sophisticated data across a huge range of scales like never before. With this onslaught of data, we can allow the focal point to shift towards…

There exist numerous diagnostic tasks in pathology. Conventional computational pathology formulates and tackles them as independent and individual image classification problems, thereby resulting in computational inefficiency and high…

图像与视频处理 · 电气工程与系统科学 2024-07-15 Anh Tien Nguyen , Keunho Byeon , Kyungeun Kim , Boram Song , Seoung Wan Chae , Jin Tae Kwak

Accurate prediction of mortality in nasopharyngeal carcinoma (NPC), a complex malignancy particularly challenging in advanced stages, is crucial for optimizing treatment strategies and improving patient outcomes. However, this predictive…

机器学习 · 计算机科学 2024-10-25 Yejing Huo , Guoheng Huang , Lianglun Cheng , Jianbin He , Xuhang Chen , Xiaochen Yuan , Guo Zhong , Chi-Man Pun

This work introduces a companion reproducible paper with the aim of allowing the exact replication of the methods, experiments, and results discussed in a previous work [5]. In that parent paper, we proposed many and varied techniques for…

Notorious for its 70-80% recurrence rate, Non-muscle-invasive Bladder Cancer (NMIBC) imposes a significant human burden and is one of the costliest cancers to manage. Current tools for predicting NMIBC recurrence rely on scoring systems…

机器学习 · 计算机科学 2024-12-23 Saram Abbas , Rishad Shafik , Naeem Soomro , Rakesh Heer , Kabita Adhikari

Near-tissue computing requires sensor-level processing of high-resolution images, essential for real-time biomedical diagnostics and surgical guidance. To address this need, we introduce a novel Capacitive Transimpedance Amplifier-based…

图像与视频处理 · 电气工程与系统科学 2025-03-24 Zihan Yin , Subhradip Chakraborty , Ankur Singh , Chengwei Zhou , Gourav Datta , Akhilesh Jaiswal

Reproducibility of computational research is critical for ensuring transparency, reliability and reusability. Challenges with computational reproducibility have been documented in several fields, but healthcare discrete-event simulation…

其他定量生物学 · 定量生物学 2025-09-17 Amy Heather , Thomas Monks , Alison Harper , Navonil Mustafee , Andrew Mayne

At the edge, there is a high level of similarity in computing. One approach that has been proposed to enhance the efficiency of edge computing is computation reuse, which eliminates redundant computations. Edge computing is integrated with…

网络与互联网体系结构 · 计算机科学 2025-02-05 Atiyeh Javaheri , Ali Bohlooli , Kamal Jamshidi

Recurrence risk estimation in clear cell renal cell carcinoma (ccRCC) is essential for guiding postoperative surveillance and treatment. The Leibovich score remains widely used for stratifying distant recurrence risk but offers limited…

Cancer prognosis and survival outcome predictions are crucial for therapeutic response estimation and for stratifying patients into various treatment groups. Medical domains concerned with cancer prognosis are abundant with multiple…

图像与视频处理 · 电气工程与系统科学 2024-02-29 Ruining Deng , Nazim Shaikh , Gareth Shannon , Yao Nie