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This study integrates PET metabolic information with CT anatomical structures to establish a 3D multimodal segmentation dataset for lymphoma based on whole-body FDG PET/CT examinations, which bridges the gap of the lack of standardised…

Image and Video Processing · Electrical Eng. & Systems 2025-12-08 Jiajun Ding , Beiyao Zhu , Xiaosheng Liu , Lishen Zhang , Zhao Liu

Artificial intelligence has provided us with an exploration of a whole new research era. As more data and better computational power become available, the approach is being implemented in various fields. The demand for it in health…

Machine Learning · Computer Science 2020-08-11 Gloria Hyunjung Kwak , Pan Hui

Understanding sickle cell dynamics requires accurate identification of morphological transitions under diverse biophysical conditions, particularly in densely packed and overlapping cell populations. Here, we present an automated deep…

Computer Vision and Pattern Recognition · Computer Science 2026-02-06 Nikhil Kadivar , Guansheng Li , Jianlu Zheng , Ming Dao , George Em Karniadakis , Mengjia Xu

Current imaging methods for diagnosing BC are associated with limited sensitivity and specificity and modest positive predictive power. The recent progress in image analysis using artificial intelligence (AI) has created great promise to…

Image and Video Processing · Electrical Eng. & Systems 2024-06-24 Reza Elahi , Mahdis Nazari

Artificial Intelligence (AI) is revolutionizing emergency medicine by enhancing diagnostic processes and improving patient outcomes. This article provides a review of the current applications of AI in emergency imaging studies, focusing on…

Image and Video Processing · Electrical Eng. & Systems 2025-03-20 Gustavo Correia , Victor Alves , Paulo Novais

Microscopic evaluation of white blood cell morphology is central to leukemia diagnosis, yet current deep learning models often act as black boxes, limiting clinical trust and adoption. We introduce HemBLIP, a vision language model designed…

Computer Vision and Pattern Recognition · Computer Science 2026-01-08 Julie van Logtestijn , Petru Manescu

Introduction: Chest CT scans are increasingly used in dyspneic patients where acute heart failure (AHF) is a key differential diagnosis. Interpretation remains challenging and radiology reports are frequently delayed due to a radiologist…

Obtaining in situ measurements of biological microparticles is crucial for both scientific research and numerous industrial applications (e.g., early detection of harmful algal blooms, monitoring yeast during fermentation). However,…

Biological Physics · Physics 2023-01-25 Delaney Sanborn , Ruichen He , Lei Feng , Jiarong Hong

Purpose: Most studies evaluating artificial intelligence (AI) models that detect abnormalities in neuroimaging are either tested on unrepresentative patient cohorts or are insufficiently well-validated, leading to poor generalisability to…

Image and Video Processing · Electrical Eng. & Systems 2024-05-10 Siddharth Agarwal , David A. Wood , Mariusz Grzeda , Chandhini Suresh , Munaib Din , James Cole , Marc Modat , Thomas C Booth

Examining blood microscopic images for leukemia is necessary when expensive equipment for flow cytometry is unavailable. Automated systems can ease the burden on medical experts for performing this examination and may be especially helpful…

Computer Vision and Pattern Recognition · Computer Science 2020-04-02 Jonas Prellberg , Oliver Kramer

Determining early-stage prognostic markers and stratifying patients for effective treatment are two key challenges for improving outcomes for melanoma patients. Previous studies have used tumour transcriptome data to stratify patients into…

Image and Video Processing · Electrical Eng. & Systems 2022-02-24 Lucy Godson , Navid Alemi , Jeremie Nsengimana , Graham P. Cook , Emily L. Clarke , Darren Treanor , D. Timothy Bishop , Julia Newton-Bishop , Ali Gooya

Accurate assessment of human epidermal growth factor receptor 2 (HER2) expression is critical for breast cancer diagnosis, prognosis, and therapy selection; yet, most existing digital HER2 scoring methods rely on bulky and expensive optical…

Medical Physics · Physics 2026-01-27 Che-Yung Shen , Xilin Yang , Yuzhu Li , Leon Lenk , Aydogan Ozcan

Precise molecular subtyping of gliomas, including isocitrate dehydrogenase (IDH) mutation and 1p/19q codeletion, directly guides surgical and therapeutic decisions, yet currently relies on invasive tissue sampling. Deep learning on…

Computer Vision and Pattern Recognition · Computer Science 2026-05-11 Han Jang , Junhyeok Lee , Heeseong Eum , Joon Jang , Yoseob Han , Seung Hong Choi , Kyu Sung Choi

Advancements in digital imaging technologies have sparked increased interest in using multiplexed immunofluorescence (mIF) images to visualise and identify the interactions between specific immunophenotypes with the tumour microenvironment…

Image and Video Processing · Electrical Eng. & Systems 2024-07-01 Piumi Sandarenu , Julia Chen , Iveta Slapetova , Lois Browne , Peter H. Graham , Alexander Swarbrick , Ewan K. A. Millar , Yang Song , Erik Meijering

Although deep learning-based computer-aided diagnosis systems have recently achieved expert-level performance, developing a robust deep learning model requires large, high-quality data with manual annotation, which is expensive to obtain.…

Image and Video Processing · Electrical Eng. & Systems 2022-10-12 Sangjoon Park , Gwanghyun Kim , Yujin Oh , Joon Beom Seo , Sang Min Lee , Jin Hwan Kim , Sungjun Moon , Jae-Kwang Lim , Chang Min Park , Jong Chul Ye

Efficient and effective assessment of acute and chronic wounds can help wound care teams in clinical practice to greatly improve wound diagnosis, optimize treatment plans, ease the workload and achieve health related quality of life to the…

Computers and Society · Computer Science 2021-10-13 D. M. Anisuzzaman , Chuanbo Wang , Behrouz Rostami , Sandeep Gopalakrishnan , Jeffrey Niezgoda , Zeyun Yu

Anemia is a major health burden worldwide. Examining the hemoglobin level of blood is an important way to achieve the diagnosis of anemia, but it requires blood drawing and a blood test. In this work we propose a non-invasive, fast, and…

Image and Video Processing · Electrical Eng. & Systems 2019-10-29 Bryan Saldivar-Espinoza , Dennis Núñez-Fernández , Franklin Porras-Barrientos , Alicia Alva-Mantari , Lisa Suzanne Leslie , Mirko Zimic

Deploying advanced cardiac artificial intelligence for daily cardiac monitoring is hindered by its reliance on extensive medical data and high computational resources. Low-cost cardiac intelligence (LCCI) offers a promising alternative by…

Signal Processing · Electrical Eng. & Systems 2025-11-06 Rushuang Zhou , Yuan-Ting Zhang , M. Jamal Deen , Yining Dong

Deep learning has significantly advanced medical imaging analysis (MIA), achieving state-of-the-art performance across diverse clinical tasks. However, its success largely depends on large-scale, high-quality labeled datasets, which are…

Computer Vision and Pattern Recognition · Computer Science 2025-05-09 Cheng Jin , Zhengrui Guo , Yi Lin , Luyang Luo , Hao Chen

Label-free cell classification is advantageous for supplying pristine cells for further use or examination, yet existing techniques frequently fall short in terms of specificity and speed. In this study, we address these limitations through…

Image and Video Processing · Electrical Eng. & Systems 2025-02-25 Khayrul Islam , Ratul Paul , Shen Wang , Yuwen Zhao , Partho Adhikary , Qiying Li , Xiaochen Qin , Yaling Liu