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Computer Aided Detection (CAD) is a valuable technique for precisely interpreting medical images and it has a global business opportunity of about USD 1.8 billion. The current aspects with reference to the four sub stages such as image…

图像与视频处理 · 电气工程与系统科学 2020-10-01 Roshan P. Mathews , Greeta Mathews

Artificial intelligence (AI) has shown great promise for diagnostic imaging assessments. However, the application of AI to support medical diagnostics in clinical routine comes with many challenges. The algorithms should have high…

计算机视觉与模式识别 · 计算机科学 2020-08-17 Milda Pocevičiūtė , Gabriel Eilertsen , Claes Lundström

Aim: provide a methodological framework for the process of clinical tests, clinical acceptance, and scientific assessment of algorithms and software based on the artificial intelligence (AI) technologies. Clinical tests are considered as a…

Cytology is the branch of pathology which deals with the microscopic examination of cells for diagnosis of carcinoma or inflammatory conditions. Automation in cytology started in the early 1950s with the aim to reduce manual efforts in…

图像与视频处理 · 电气工程与系统科学 2020-03-18 Shyamali Mitra , Nibaran Das , Soumyajyoti Dey , Sukanta Chakrabarty , Mita Nasipuri , Mrinal Kanti Naskar

The spatial distributions of different types of cells could reveal a cancer cell growth pattern, its relationships with the tumor microenvironment and the immune response of the body, all of which represent key hallmarks of cancer. However,…

计算机视觉与模式识别 · 计算机科学 2018-09-28 Shidan Wang , Tao Wang , Lin Yang , Faliu Yi , Xin Luo , Yikun Yang , Adi Gazdar , Junya Fujimoto , Ignacio I. Wistuba , Bo Yao , ShinYi Lin , Yang Xie , Yousheng Mao , Guanghua Xiao

In Computational Pathology (CPath), the introduction of Vision-Language Models (VLMs) has opened new avenues for research, focusing primarily on aligning image-text pairs at a single magnification level. However, this approach might not be…

As computer vision algorithms increase in capability, their applications in clinical systems will become more pervasive. These applications include: diagnostics, such as colonoscopy and bronchoscopy; guiding biopsies, minimally invasive…

计算机视觉与模式识别 · 计算机科学 2024-03-05 Adam Schmidt , Omid Mohareri , Simon DiMaio , Michael C. Yip , Septimiu E. Salcudean

In computational pathology, understanding and generation have evolved along disparate paths: advanced understanding models already exhibit diagnostic-level competence, whereas generative models largely simulate pixels. Progress remains…

计算机视觉与模式识别 · 计算机科学 2026-02-27 Minghao Han , Yichen Liu , Yizhou Liu , Zizhi Chen , Jingqun Tang , Xuecheng Wu , Dingkang Yang , Lihua Zhang

Artificial intelligence (AI) solutions that automatically extract information from digital histology images have shown great promise for improving pathological diagnosis. Prior to routine use, it is important to evaluate their predictive…

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

Computational topology is an area that revisits topological problems from an algorithmic point of view, and develops topological tools for improved algorithms. We survey results in computational topology that are concerned with graphs drawn…

计算几何 · 计算机科学 2017-09-06 Éric Colin de Verdière

Clinical Pathways (CP) are medical management plans developed to standardize patient treatment activities, optimize resource usage, reduce expenses, and improve the quality of healthcare services. Most CPs currently in use are paper-based…

人工智能 · 计算机科学 2022-03-03 Ayman Alahmar , Ola Alkhatib

The realm of medical image diagnosis has advanced significantly with the integration of computer-aided diagnosis and surgical systems. However, challenges persist, particularly in achieving precise image segmentation. While deep learning…

图像与视频处理 · 电气工程与系统科学 2023-08-24 Mutyyba Asghar , Ahmad Raza Shahid , Akhtar Jamil , Kiran Aftab , Syed Ather Enam

Until recently, Computer-Aided Medical Interventions (CAMI) and Medical Robotics have focused on rigid and non deformable anatomical structures. Nowadays, special attention is paid to soft tissues, raising complex issues due to their…

Foundation models for computational pathology have shown great promise for specimen-level tasks and are increasingly accessible to researchers. However, specimen-level models built on these foundation models remain largely unavailable,…

图像与视频处理 · 电气工程与系统科学 2025-01-13 Jakub R. Kaczmarzyk , Rishul Sharma , Peter K. Koo , Joel H. Saltz

Histopathologic Images (HI) are the gold standard for evaluation of some tumors. However, the analysis of such images is challenging even for experienced pathologists, resulting in problems of inter and intra observer. Besides that, the…

计算机视觉与模式识别 · 计算机科学 2019-04-18 Jonathan de Matos , Alceu de Souza Britto , Luiz E. S. Oliveira , Alessandro L. Koerich

NLP-based computer vision models, particularly vision transformers, have been shown to outperform CNN models in many imaging tasks. However, most digital pathology artificial-intelligence models are based on CNN architectures, probably…

计算与语言 · 计算机科学 2023-02-22 Min Cen , Xingyu Li , Bangwei Guo , Jitendra Jonnagaddala , Hong Zhang , Xu Steven Xu

Nowadays, the amount of heterogeneous biomedical data is increasing more and more thanks to novel sensing techniques and high-throughput technologies. In reference to biomedical image analysis, the advances in image acquisition modalities…

图像与视频处理 · 电气工程与系统科学 2021-06-09 Leonardo Rundo

The medical image analysis field has traditionally been focused on the development of organ-, and disease-specific methods. Recently, the interest in the development of more 20 comprehensive computational anatomical models has grown,…

Photoacoustic imaging (PAI) is a promising emerging imaging modality that enables spatially resolved imaging of optical tissue properties up to several centimeters deep in tissue, creating the potential for numerous exciting clinical…

医学物理 · 物理学 2021-04-15 Janek Gröhl , Melanie Schellenberg , Kris Dreher , Lena Maier-Hein