CartiMorph: A framework for automated knee articular cartilage morphometrics
We introduce CartiMorph, a framework for automated knee articular cartilage
morphometrics. It takes an image as input and generates quantitative metrics for cartilage …
morphometrics. It takes an image as input and generates quantitative metrics for cartilage …
Automated measurement and grading of knee cartilage thickness: a deep learning-based approach
JR Guo, P Yan, Y Qin, MN Liu, Y Ma, JQ Li… - Frontiers in …, 2024 - frontiersin.org
Background Knee cartilage is the most crucial structure in the knee, and the reduction of
cartilage thickness is a significant factor in the occurrence and development of osteoarthritis …
cartilage thickness is a significant factor in the occurrence and development of osteoarthritis …
NEURALSEG: state-of-the-art cartilage segmentation using deep learning–analyses of data from the osteoarthritis initiative
AA Gatti - Osteoarthritis and Cartilage, 2018 - oarsijournal.com
Purpose: Morphologic assessment of cartilage obtained using magnetic resonance imaging
(MRI) is of particular interest for osteoarthritis (OA) research. A primary limitation of MRI for …
(MRI) is of particular interest for osteoarthritis (OA) research. A primary limitation of MRI for …
Automatic knee cartilage and bone segmentation using multi-stage convolutional neural networks: data from the osteoarthritis initiative
Objectives Accurate and efficient knee cartilage and bone segmentation are necessary for
basic science, clinical trial, and clinical applications. This work tested a multi-stage …
basic science, clinical trial, and clinical applications. This work tested a multi-stage …
A framework for optimizing measurement weight maps to minimize the required sample size
AA Qazi, DR Jørgensen, M Lillholm, M Loog… - Medical Image …, 2010 - Elsevier
We propose a fully automatic statistical framework for identifying the non-negative, real-
valued weight map that best discriminate between two groups of objects. Given …
valued weight map that best discriminate between two groups of objects. Given …
[HTML][HTML] Agreement and accuracy of fully automated morphometric femorotibial cartilage analysis in radiographic knee osteoarthritis
Objective To examine the performance of automated convolutional neuronal network
cartilage segmentation in knees with radiographic osteoarthritis (ROA), and its dependence …
cartilage segmentation in knees with radiographic osteoarthritis (ROA), and its dependence …
Accurate automated volumetry of cartilage of the knee using convolutional neural networks: data from the osteoarthritis initiative
Volumetry of the cartilage of the knee, as needed for the assessment of knee osteoarthritis
(KOA), is typically performed in a tedious and subjective process. We present an automated …
(KOA), is typically performed in a tedious and subjective process. We present an automated …
[HTML][HTML] Deep learning for chondrocyte identification in automated histological analysis of articular cartilage
Background: Histology-based methods are commonly used in osteoarthritis (OA) research
because they provide detailed information about cartilage health at the cellular and tissue …
because they provide detailed information about cartilage health at the cellular and tissue …
Deep learning‐based segmentation of knee MRI for fully automatic subregional morphological assessment of cartilage tissues: Data from the Osteoarthritis Initiative
Morphological changes in knee cartilage subregions are valuable imaging‐based
biomarkers for understanding progression of osteoarthritis, and they are typically detected …
biomarkers for understanding progression of osteoarthritis, and they are typically detected …
[HTML][HTML] Equivalence and precision of knee cartilage morphometry between different segmentation teams, cartilage regions, and MR acquisitions
E Schneider, M Nevitt, C McCulloch, FM Cicuttini… - Osteoarthritis and …, 2012 - Elsevier
OBJECTIVE: To compare precision and evaluate equivalence of femorotibial cartilage
volume (VC) and mean cartilage thickness over total area of bone (ThCtAB. Me) from …
volume (VC) and mean cartilage thickness over total area of bone (ThCtAB. Me) from …