Machine learning classification on texture analyzed T2 maps of osteoarthritic cartilage: oulu knee osteoarthritis study

Variable angle gray level co-occurrence matrix analysis of T2 relaxation time maps reveals degenerative changes of cartilage in knee osteoarthritis: Oulu knee osteoarthritis study

(2017) Arttu Peuna et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Predicting early symptomatic osteoarthritis in the human knee using machine learning classification of magnetic resonance images from the osteoarthritis initiative

(2017) Beth G. Ashinsky et al.   JOURNAL OF ORTHOPAEDIC RESEARCH

Deep convolutional neural network and 3D deformable approach for tissue segmentation in musculoskeletal magnetic resonance imaging

(2017) Fang Liu et al.   MAGNETIC RESONANCE IN MEDICINE

Subchondral bone histology and grading in osteoarthritis

(2017) Olli-Matti Aho et al.   PLoS One

Association between subchondral bone structure and osteoarthritis histopathological grade

(2016) Mikko A. J. Finnilä et al.   JOURNAL OF ORTHOPAEDIC RESEARCH

Comparison of Diagnostic Performance of Semi-Quantitative Knee Ultrasound and Knee Radiography with MRI: Oulu Knee Osteoarthritis Study

(2016) Jana Podlipská et al.   Scientific Reports

Cartilage T 1ρ and T 2 relaxation times: longitudinal reproducibility and variations using different coils, MR systems and sites

(2015) X. Li et al.   OSTEOARTHRITIS AND CARTILAGE

T2Relaxation time quantitation differs between pulse sequences in articular cartilage

(2014) Stephen J. Matzat et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Quantification of differences in bone texture from plain radiographs in knees with and without osteoarthritis

(2014) J. Hirvasniemi et al.   OSTEOARTHRITIS AND CARTILAGE

An in vitro comparative study of T2 and T2* mappings of human articular cartilage at 3-Tesla MRI using histology as the standard of reference

(2014) Taehee Kim et al.   SKELETAL RADIOLOGY

Quantitative parametric MRI of articular cartilage: a review of progress and open challenges

(2013) D A Binks et al.   BRITISH JOURNAL OF RADIOLOGY

Pattern-recognition system, designed on GPU, for discriminating between injured normal and pathological knee cartilage

(2013) Spiros Kostopoulos et al.   MAGNETIC RESONANCE IMAGING

T2 texture index of cartilage can predict early symptomatic OA progression: data from the osteoarthritis initiative

(2013) K.L. Urish et al.   OSTEOARTHRITIS AND CARTILAGE

Longitudinal evaluation of T1ρ and T2 spatial distribution in osteoarthritic and healthy medial knee cartilage

(2013) J. Schooler et al.   OSTEOARTHRITIS AND CARTILAGE

Baseline mean and heterogeneity of MR cartilage T2 are associated with morphologic degeneration of cartilage, meniscus, and bone marrow over 3years – data from the Osteoarthritis Initiative

(2012) G.B. Joseph et al.   OSTEOARTHRITIS AND CARTILAGE

Magnetic resonance transverse relaxation time T2 of knee cartilage in osteoarthritis at 3-T: a cross-sectional multicentre, multivendor reproducibility study

(2012) Sharon Balamoody et al.   SKELETAL RADIOLOGY

Correlation of magnetic resonance imaging-based knee cartilage T2 measurements and focal knee lesions with body mass index: Thirty-six-month followup data from a longitudinal, observational multicenter study

(2012) Thomas Baum et al.   ARTHRITIS CARE & RESEARCH

Evolution of semi-quantitative whole joint assessment of knee OA: MOAKS (MRI Osteoarthritis Knee Score)

(2011) D.J. Hunter et al.   OSTEOARTHRITIS AND CARTILAGE

Knee Articular Cartilage Damage in Osteoarthritis: Analysis of MR Image Biomarker Reproducibility in ACRIN-PA 4001 Multicenter Trial

(2011) Timothy J. Mosher et al.   RADIOLOGY

Texture analysis of cartilage T2 maps: individuals with risk factors for OA have higher and more heterogeneous knee cartilage MR T2 compared to normal controls - data from the osteoarthritis initiative

(2011) Gabby B Joseph et al.   ARTHRITIS RESEARCH & THERAPY

Longitudinal analysis of MRI T2 knee cartilage laminar organization in a subset of patients from the osteoarthritis initiative: A texture approach

(2010) Julio Carballido-Gamio et al.   MAGNETIC RESONANCE IN MEDICINE

elastix: A Toolbox for Intensity-Based Medical Image Registration

(2009) S. Klein et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Spatial distribution and relationship ofT1ρandT2relaxation times in knee cartilage with osteoarthritis

(2009) Xiaojuan Li et al.   MAGNETIC RESONANCE IN MEDICINE

Spatial analysis of magnetic resonance T1ρ and T2 relaxation times improves classification between subjects with and without osteoarthritis

(2009) Julio Carballido-Gamio et al.   MEDICAL PHYSICS

Topographical variation of T2 relaxation time in the young adult knee cartilage at 1.5T

(2009) I. Hannila et al.   OSTEOARTHRITIS AND CARTILAGE

Functional cartilage MRI T2 mapping: evaluating the effect of age and training on knee cartilage response to running

(2009) T.J. Mosher et al.   OSTEOARTHRITIS AND CARTILAGE

New techniques for cartilage magnetic resonance imaging relaxation time analysis: Texture analysis of flattened cartilage and localized intra- and inter-subject comparisons

(2008) Julio Carballido-Gamio et al.   MAGNETIC RESONANCE IN MEDICINE

The feasibility of characterizing the spatial distribution of cartilage T2 using texture analysis

(2008) G. Blumenkrantz et al.   OSTEOARTHRITIS AND CARTILAGE