no code implementations • 3 Jul 2023 • Egor Panfilov, Simo Saarakkala, Miika T. Nieminen, Aleksei Tiulpin
In this study, we leveraged recent advances in Deep Learning and, using a Transformer approach, developed a unified framework for the multi-modal fusion of knee imaging data.
no code implementations • 2 Nov 2022 • Satu I. Inkinen, Mikael A. K. Brix, Miika T. Nieminen, Simon Arridge, Andreas Hauptmann
However, these issues are especially exacerbated when sparse imaging scenarios are encountered due to a significant reduction in photon counts.}
1 code implementation • 26 Jan 2022 • Egor Panfilov, Simo Saarakkala, Miika T. Nieminen, Aleksei Tiulpin
Accurate prediction of knee osteoarthritis (KOA) progression from structural MRI has a potential to enhance disease understanding and support clinical trials.
no code implementations • 3 Jun 2021 • Neslihan Bayramoglu, Miika T. Nieminen, Simo Saarakkala
Objective is to assess the ability of texture features for detecting radiographic patellofemoral osteoarthritis (PFOA) from knee lateral view radiographs.
no code implementations • 12 Jan 2021 • Neslihan Bayramoglu, Miika T. Nieminen, Simo Saarakkala
Patellar region-of-interest (ROI) was first automatically detected, and subsequently, end-to-end deep convolutional neural networks (CNNs) were trained and validated to detect the status of patellofemoral OA.
1 code implementation • 24 May 2020 • Neslihan Bayramoglu, Miika T. Nieminen, Simo Saarakkala
Knee osteoarthritis (OA) is very common progressive and degenerative musculoskeletal disease worldwide creates a heavy burden on patients with reduced quality of life and also on society due to financial impact.
no code implementations • 21 Aug 2019 • Neslihan Bayramoglu, Aleksei Tiulpin, Jukka Hirvasniemi, Miika T. Nieminen, Simo Saarakkala
Compared to the current state-of-the-art approaches, our results suggest that the proposed adaptive ROI approach in texture analysis of subchondral bone can increase the diagnostic performance for detecting the presence of radiographic OA.
1 code implementation • 12 Aug 2019 • Egor Panfilov, Aleksei Tiulpin, Stefan Klein, Miika T. Nieminen, Simo Saarakkala
Degeneration of articular cartilage (AC) is actively studied in knee osteoarthritis (OA) research via magnetic resonance imaging (MRI).