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Egor Panfilov
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Improving robustness of deep learning based knee MRI segmentation: Mixup and adversarial domain adaptation
E Panfilov, A Tiulpin, S Klein, MT Nieminen, S Saarakkala
Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2019
982019
Deep learning‐based segmentation of knee MRI for fully automatic subregional morphological assessment of cartilage tissues: Data from the Osteoarthritis Initiative
E Panfilov, A Tiulpin, MT Nieminen, S Saarakkala, V Casula
Journal of Orthopaedic Research® 40 (5), 1113-1124, 2022
282022
The KNee OsteoArthritis Prediction (KNOAP2020) challenge: An image analysis challenge to predict incident symptomatic radiographic knee osteoarthritis from MRI and X-ray images
J Hirvasniemi, J Runhaar, RA van der Heijden, M Zokaeinikoo, M Yang, ...
Osteoarthritis and Cartilage 31 (1), 115-125, 2023
192023
Automated analysis of rabbit knee calcified cartilage morphology using micro‐computed tomography and deep learning
SJO Rytky, L Huang, P Tanska, A Tiulpin, E Panfilov, W Herzog, ...
Journal of anatomy 239 (2), 251-263, 2021
182021
Predicting Knee Osteoarthritis Progression from Structural MRI Using Deep Learning
E Panfilov, S Saarakkala, MT Nieminen, A Tiulpin
2022 IEEE 19th International Symposium on Biomedical Imaging (ISBI), 1-5, 2022
42022
Predicting osteoarthritis onset and progression with 3D texture analysis of cartilage MRI DESS: 6‐Year data from osteoarthritis initiative
A Väärälä, V Casula, A Peuna, E Panfilov, A Mobasheri, M Haapea, ...
Journal of Orthopaedic Research® 40 (11), 2597-2608, 2022
32022
Automatic knee cartilage and menisci segmentation from 3D-DESS MRI using deep semi-supervised learning
E Panfilov, A Tiulpin, M Juntunen, V Casula, M Nieminen, S Saarakkala
Osteoarthritis and Cartilage 27, S390-S391, 2019
32019
RADIOGRAPHIC OSTEOARTHRITIS PROGRESSION PREDICTION VIA MULTI-MODAL IMAGING DATA AND DEEP LEARNING
E Panfilov, A Tiulpin, MT Nieminen, S Saarakkala
Osteoarthritis and Cartilage 30, S86-S87, 2022
12022
PREDICTION OF OSTEOPHYTE PROGESSION FROM CLINICAL DATA AND MRI-BASED 3D KNEE MORPHOLOGY
M Daneshmand, E Panfilov, N Bayramoglu, RK Korhonen, S Saarakkala
Osteoarthritis Imaging 2, 100022, 2022
12022
Gray Level Co-occurrence Matrix Based 3D Texture Analysis of Knee Articular Cartilage using 3D DESS Images
A Väärälä, A Peuna, E Panfilov, V Casula, M Haapea, E Lammentausta, ...
2020 ISMRM & SMRT Annual Meeting & Exhibition, 2020
12020
Automatic Segmentation of Knee Cartilage and Menisci from MRI Data: Efficient Multiclass Solution Based on Deep Learning
E Panfilov, A Tiulpin, MT Nieminen, S Saarakkala
2019 ISMRM 27th Annual Meeting & Exhibition, 2019
1*2019
DeepKnee: Towards open source fully-automatic Kellgren-Lawrence grading
A Tiulpin, E Panfilov, E Vaattovaara, J Niinimäki, M Nevalainen, ...
Osteoarthritis and Cartilage 27, S25, 2019
12019
Semiautomatic Assessment of Facet Tropism From Lumbar Spine MRI Using Deep Learning: A Northern Finland Birth Cohort Study
N Kowlagi, A Kemppainen, E Panfilov, T McSweeney, S Saarakkala, ...
Spine 49 (9), 630-639, 2024
2024
MEASURING LUMBAR FACET TROPISM USING T2-WEIGHTED MRI–A DEEP LEARNING APPROACH
N Kowlagi, A Kemppainen, E Panfilov, T McSweeney, S Saarakkala, ...
Osteoarthritis and Cartilage 32, S74, 2024
2024
Patient-level Active Surveillance of Knee Osteoarthritis with Reinforcement Learning
K Nguyen, HH Nguyen, E Panfilov, A Tiulpin
Osteoarthritis and Cartilage 32, S9, 2024
2024
Deep learning based detection of osteophytes in radiographs and magnetic resonance imagings of the knee using 2D and 3D morphology
M Daneshmand, E Panfilov, N Bayramoglu, RK Korhonen, S Saarakkala
Journal of Orthopaedic Research®, 2024
2024
End-To-End Prediction of Knee Osteoarthritis Progression With Multi-Modal Transformers
E Panfilov, S Saarakkala, MT Nieminen, A Tiulpin
arXiv preprint arXiv:2307.00873, 2023
2023
Repeatability of relaxation time measurements with MRF in knee articular cartilage: phantom and in vivo study
S Assili, V Casula, E Panfilov, MA Cloos, R Lattanzi, MT Nieminen
ESMRMB 2021 Online 38th Annual Scientific Meeting 34, S6-S7, 2021
2021
Relaxation Time Mapping of Knee Articular Cartilage Using Magnetic Resonance Fingerprinting
S Assili, V Casula, J Ikäheimo, E Panfilov, A Väärälä, MA Cloos, ...
2021 ISMRM & SMRT Annual Meeting & Exhibition, 2021
2021
Compartment-specific Knee Cartilage Segmentation using Deep Learning
E Panfilov, A Tiulpin, V Casula, S Saarakkala, MT Nieminen
2020 ISMRM & SMRT Annual Meeting & Exhibition, 2020
2020
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