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The UK Biobank Imaging Study has acquired medical scans of more than 40,000 volunteer participants. The resulting wealth of anatomical information has been made available for research, together with extensive metadata including measurements…

Image and Video Processing · Electrical Eng. & Systems 2020-07-02 Taro Langner , Robin Strand , Håkan Ahlström , Joel Kullberg

The availability of large scale databases containing imaging and non-imaging data, such as the UK Biobank, represents an opportunity to improve our understanding of healthy and diseased bodily function. Cardiac motion atlases provide a…

Computer Vision and Pattern Recognition · Computer Science 2021-06-24 Esther Puyol-Anton , Bram Ruijsink , Helene Langet , Mathieu De Craene , Paolo Piro , Julia A. Schnabel , Andrew P. King

Probabilistic atlases provide essential spatial contextual information for image interpretation, Bayesian modeling, and algorithmic processing. Such atlases are typically constructed by grouping subjects with similar demographic…

Machine Learning · Computer Science 2018-06-07 Yuankai Huo , Katherine Swett , Susan M. Resnick , Laurie E. Cutting , Bennett A. Landman

The exploitation of large-scale population data has the potential to improve healthcare by discovering and understanding patterns and trends within this data. To enable high throughput analysis of cardiac imaging data automatically, a…

Image and Video Processing · Electrical Eng. & Systems 2019-01-14 Rahman Attar , Marco Pereanez , Ali Gooya , Xenia Alba , Le Zhang , Stefan K. Piechnik , Stefan Neubauer , Steffen E. Petersen , Alejandro F. Frangi

We introduce the largest abdominal CT dataset (termed AbdomenAtlas) of 20,460 three-dimensional CT volumes sourced from 112 hospitals across diverse populations, geographies, and facilities. AbdomenAtlas provides 673K high-quality masks of…

Patching gigapixel whole slide images (WSIs) is an important task in computational pathology. Some methods have been proposed to select a subset of patches as WSI representation for downstream tasks. While most of the computational…

Image and Video Processing · Electrical Eng. & Systems 2023-10-06 Peyman Nejat , Areej Alsaafin , Ghazal Alabtah , Nneka Comfere , Aaron Mangold , Dennis Murphree , Patricija Zot , Saba Yasir , Joaquin J. Garcia , H. R. Tizhoosh

The construction of three-dimensional multi-modal tissue maps provides an opportunity to spur interdisciplinary innovations across temporal and spatial scales through information integration. While the preponderance of effort is allocated…

Realistic and parameterized 3D models of human anatomy have become invaluable in research, diagnostics, and surgical planning. However, the development of detailed models for internal organs, such as the stomach, has been limited by data…

Computer Vision and Pattern Recognition · Computer Science 2025-09-16 Erez Posner , Ore Shtalrid , Oded Erell , Daniel Noy , Moshe Bouhnik

A major goal of lung cancer screening is to identify individuals with particular phenotypes that are associated with high risk of cancer. Identifying relevant phenotypes is complicated by the variation in body position and body composition.…

Purpose: Although elevated BMI is a well-known risk factor for type 2 diabetes, the disease's presence in some lean adults and absence in others with obesity suggests that detailed body composition may uncover abdominal phenotypes of type 2…

Along with rich health-related metadata, medical images have been acquired for over 40,000 male and female UK Biobank participants, aged 44-82, since 2014. Phenotypes derived from these images, such as measurements of body composition from…

Image and Video Processing · Electrical Eng. & Systems 2021-09-16 Taro Langner , Fredrik K. Gustafsson , Benny Avelin , Robin Strand , Håkan Ahlström , Joel Kullberg

In a large-scale medical examination, the UK Biobank study has successfully imaged more than 32,000 volunteer participants with magnetic resonance imaging (MRI). Each scan is linked to extensive metadata, providing a comprehensive medical…

Image and Video Processing · Electrical Eng. & Systems 2020-10-12 Taro Langner , Robin Strand , Håkan Ahlström , Joel Kullberg

The human thalamus is a brain structure that comprises numerous, highly specific nuclei. Since these nuclei are known to have different functions and to be connected to different areas of the cerebral cortex, it is of great interest for the…

UK Biobank (UKB) conducts large-scale examinations of more than half a million volunteers, collecting health-related information on genetics, lifestyle, blood biochemistry, and more. Medical imaging of 100,000 subjects, with 70,000…

Image and Video Processing · Electrical Eng. & Systems 2021-09-15 Taro Langner , Andrés Martínez Mora , Robin Strand , Håkan Ahlström , Joel Kullberg

We present MultiMorph, a fast and efficient method for constructing anatomical atlases on the fly. Atlases capture the canonical structure of a collection of images and are essential for quantifying anatomical variability across…

Computer Vision and Pattern Recognition · Computer Science 2025-04-02 S. Mazdak Abulnaga , Andrew Hoopes , Neel Dey , Malte Hoffmann , Marianne Rakic , Bruce Fischl , John Guttag , Adrian Dalca

With the substantial diversity in population demographics, such as differences in age and body composition, the volumetric morphology of pancreas varies greatly, resulting in distinctive variations in shape and appearance. Such variations…

Image and Video Processing · Electrical Eng. & Systems 2023-06-06 Yinchi Zhou , Ho Hin Lee , Yucheng Tang , Xin Yu , Qi Yang , Shunxing Bao , Jeffrey M. Spraggins , Yuankai Huo , Bennett A. Landman

Body tissue composition is a long-known biomarker with high diagnostic and prognostic value in cardiovascular, oncological and orthopaedic diseases, but also in rehabilitation medicine or drug dosage. In this study, the aim was to develop a…

Image and Video Processing · Electrical Eng. & Systems 2020-10-22 Sven Koitka , Lennard Kroll , Eugen Malamutmann , Arzu Oezcelik , Felix Nensa

In this paper, we introduce a novel structural holistic Atlas (holiAtlas) of the human brain anatomy based on multimodal and high-resolution MRI that covers several anatomical levels from the organ to the substructure level, using a new…

An end-to-end image analysis pipeline is presented for the abdominal MRI protocol used in the UK Biobank on the first 38,971 participants. Emphasis is on the processing steps necessary to ensure a high-level of data quality and consistency…

Image and Video Processing · Electrical Eng. & Systems 2020-07-17 Nicolas Basty , Yi Liu , Madeleine Cule , E. Louise Thomas , Jimmy D. Bell , Brandon Whitcher

Purpose: Eye morphology varies significantly across the population, especially for the orbit and optic nerve. These variations limit the feasibility and robustness of generalizing population-wise features of eye organs to an unbiased…

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