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The problem of recognizing various types of tissues present in multi-gigapixel histology images is an important fundamental pre-requisite for downstream analysis of the tumor microenvironment in a bottom-up analysis paradigm for…

图像与视频处理 · 电气工程与系统科学 2021-04-02 Nima Hatami , Mohsin Bilal , Nasir Rajpoot

Artificial intelligence (AI) holds strong potential for medical diagnostics, yet its clinical adoption is limited by a lack of interpretability and generalizability. This study introduces the Pathobiological Dictionary for Liver Cancer…

Early diagnosis of pathological invasiveness of pulmonary adenocarcinomas using computed tomography (CT) imaging would alter the course of treatment of adenocarcinomas and subsequently improve the prognosis. Most of the existing systems use…

计算机视觉与模式识别 · 计算机科学 2019-09-27 Xiang Li , Jiechao Ma , Hongwei Li

Chronic obstructive pulmonary disease (COPD) is a lung disease which can be quantified using chest computed tomography (CT) scans. Recent studies have shown that COPD can be automatically diagnosed using weakly supervised learning of…

计算机视觉与模式识别 · 计算机科学 2017-11-27 Veronika Cheplygina , Isabel Pino Peña , Jesper Holst Pedersen , David A. Lynch , Lauge Sørensen , Marleen de Bruijne

Annually 8500 neonatal deaths are reported in the US due to respiratory failure. Recently, Lung Ultrasound (LUS), due to its radiation free nature, portability, and being cheaper is gaining wide acceptability as a diagnostic tool for lung…

图像与视频处理 · 电气工程与系统科学 2023-02-20 Sagarjit Aujla , Adel Mohamed , Ryan Tan , Randy Tan , Lei Gao , Naimul Khan , Karthikeyan Umapathy

Human visual brain use three main component such as color, texture and shape to detect or identify environment and objects. Hence, texture analysis has been paid much attention by scientific researchers in last two decades. Texture features…

计算机视觉与模式识别 · 计算机科学 2022-09-07 Akshakhi Kumar Pritoonka , Faeze Kiani

In this study, a radiomics approach was extended to optical fluorescence molecular imaging data for tissue classification, termed 'optomics'. Fluorescence molecular imaging is emerging for precise surgical guidance during head and neck…

This study aimed to enhance disease classification accuracy from retinal fundus images by integrating fine-grained image features and global textual context using a novel multimodal deep learning architecture. Existing multimodal large…

计算机视觉与模式识别 · 计算机科学 2025-09-29 Jason Jordan , Mohammadreza Akbari Lor , Peter Koulen , Mei-Ling Shyu , Shu-Ching Chen

Lung cancer is the leading cause of patient mortality in the world. Early diagnosis of malignant pulmonary nodules in CT images can have a significant impact on reducing disease mortality and morbidity. In this work, we propose LMLCC-Net, a…

图像与视频处理 · 电气工程与系统科学 2025-11-27 Tasnia Binte Mamun , Adhora Madhuri , Nusaiba Sobir , Taufiq Hasan

In this study we investigated the repeatability and reproducibility of radiomic features extracted from MRI images and provide a workflow to identify robust features. 2D and 3D T$_2$-weighted images of a pelvic phantom were acquired on…

Cancer radiomics is an emerging discipline promising to elucidate lesion phenotypes and tumor heterogeneity through patterns of enhancement, texture, morphology, and shape. The prevailing technique for image texture analysis relies on the…

应用统计 · 统计学 2020-11-12 Xiao Li , Michele Guindani , Chaan S. Ng , Brian P. Hobbs

Persistent Homology is a fairly new branch of Computational Topology which combines geometry and topology for an effective shape description of use in Pattern Recognition. In particular it registers through "Betti Numbers" the presence of…

定量方法 · 定量生物学 2016-06-01 Massimo Ferri , Ivan Tomba , Andrea Visotti , Ignazio Stanganelli

Magnetic Resonance Imaging (MRI) is a non-invasive tool for the clinical assessment of low-prevalence neuromuscular disorders. Automated diagnosis methods might reduce the need for biopsies and provide valuable information on disease…

图像与视频处理 · 电气工程与系统科学 2022-12-15 Rafael Rodrigues , Susana Quijano-Roy , Robert-Yves Carlier , Antonio M. G. Pinheiro

Lung adenocarcinoma is a morphologically heterogeneous disease, characterized by five primary histologic growth patterns. The quantity of these patterns can be related to tumor behavior and has a significant impact on patient prognosis. In…

图像与视频处理 · 电气工程与系统科学 2024-05-17 Arwa Al-Rubaian , Gozde N. Gunesli , Wajd A. Althakfi , Ayesha Azam , Nasir Rajpoot , Shan E Ahmed Raza

Tumor shape is a key factor that affects tumor growth and metastasis. This paper proposes a topological feature computed by persistent homology to characterize tumor progression from digital pathology and radiology images and examines its…

计算机视觉与模式识别 · 计算机科学 2023-03-01 Chul Moon , Qiwei Li , Guanghua Xiao

Mass classification of objects is an important area of research and application in a variety of fields. In this paper, we present an efficient computer aided mass classification method in digitized mammograms using Fuzzy K-Nearest Neighbor…

计算机视觉与模式识别 · 计算机科学 2014-06-19 I. Laurence Aroquiaraj , K. Thangavel

Mass abnormality segmentation is a vital step for the medical diagnostic process and is attracting more and more the interest of many research groups. Currently, most of the works achieved in this area have used the Gray Level Co-occurrence…

计算机视觉与模式识别 · 计算机科学 2014-12-05 Khamsa Djaroudib , Abdelmalik Taleb Ahmed , Abdelmadjid Zidani

Graves' disease is a common condition that is diagnosed clinically by determining the smoothness of the thyroid texture and its morphology in ultrasound images. Currently, the most widely used approach for the automated diagnosis of Graves'…

计算机视觉与模式识别 · 计算机科学 2024-04-09 Su-Xi Yu , Jing-Yuan He , Yi Wang , Yu-Jiao Cai , Jun Yang , Bo Lin , Wei-Bin Yang , Jian Ruan

Introduction: Tuberculous meningitis (TBM) is a serious brain infection caused by Mycobacterium tuberculosis, characterized by inflammation of the meninges covering the brain and spinal cord. Diagnosis often requires invasive lumbar…

计算机视觉与模式识别 · 计算机科学 2025-04-02 Snigdha Agarwal , Ganaraja V H , Neelam Sinha , Abhilasha Indoria , Netravathi M , Jitender Saini

Ultrasound imaging plays an important role in breast lesion differentiation. However, diagnostic accuracy depends on ultrasonographer experience. Various computer aided diagnosis systems has been developed to improve breast cancer detection…

计算机视觉与模式识别 · 计算机科学 2017-06-07 Michał Byra , Katarzyna Dobruch-Sobczak , Hanna Piotrzkowska-Wróblewska , Andrzej Nowicki