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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…

Image and Video Processing · Electrical Eng. & Systems 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…

Computer Vision and Pattern Recognition · Computer Science 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…

Image and Video Processing · Electrical Eng. & Systems 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,…

Computer Vision and Pattern Recognition · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 2025-04-29 Shahad Albastaki , Anabia Sohail , Iyyakutti Iyappan Ganapathi , Basit Alawode , Asim Khan , Sajid Javed , Naoufel Werghi , Mohammed Bennamoun , Arif Mahmood

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…

Computer Vision and Pattern Recognition · Computer Science 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…

Computer Vision and Pattern Recognition · Computer Science 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…

Image and Video Processing · Electrical Eng. & Systems 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…

Computational Geometry · Computer Science 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…

Artificial Intelligence · Computer Science 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…

Image and Video Processing · Electrical Eng. & Systems 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,…

Image and Video Processing · Electrical Eng. & Systems 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…

Computer Vision and Pattern Recognition · Computer Science 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…

Computation and Language · Computer Science 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…

Image and Video Processing · Electrical Eng. & Systems 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,…

Computer Vision and Pattern Recognition · Computer Science 2018-12-21 Juan J. Cerrolaza , Mirella Lopez-Picazo , Ludovic Humbert , Yoshinobu Sato , Daniel Rueckert , Miguel Angel Gonzalez Ballester , Marius George Linguraru

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…

Medical Physics · Physics 2021-04-15 Janek Gröhl , Melanie Schellenberg , Kris Dreher , Lena Maier-Hein
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