TY - GEN
T1 - Combination of temporal and spatial denoising methods for cine MRI
AU - Maeda, Tsubasa
AU - Tamura, Satoshi
AU - Hayamizu, Satoru
AU - Kawaji, Keigo
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021/3/9
Y1 - 2021/3/9
N2 - In this paper, we propose a denoising method for cine MRI acquired by MoPS. The MoPS-based cine MRI has a high FPS but contains reconstruction noise. DISPEL, a conventional method, performs denoising in the temporal domain. A neural network is further introduced to remove spatial noise. Different from most those methods requiring noisy and clean images, we choose an unsupervised scheme, N2N. We combine these two methods to perform temporal and spatial denoising for cine MRI. Experimental results show that the proposed method is able to remove noise from cine MRIs acquired by MoPS without removing tissue signal.
AB - In this paper, we propose a denoising method for cine MRI acquired by MoPS. The MoPS-based cine MRI has a high FPS but contains reconstruction noise. DISPEL, a conventional method, performs denoising in the temporal domain. A neural network is further introduced to remove spatial noise. Different from most those methods requiring noisy and clean images, we choose an unsupervised scheme, N2N. We combine these two methods to perform temporal and spatial denoising for cine MRI. Experimental results show that the proposed method is able to remove noise from cine MRIs acquired by MoPS without removing tissue signal.
KW - Cine MRI
KW - Image denoising
KW - Neural network
KW - Signal processing
KW - Unsupervised learning
UR - http://www.scopus.com/inward/record.url?scp=85104658424&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85104658424&partnerID=8YFLogxK
U2 - 10.1109/LifeTech52111.2021.9391798
DO - 10.1109/LifeTech52111.2021.9391798
M3 - Conference contribution
AN - SCOPUS:85104658424
T3 - LifeTech 2021 - 2021 IEEE 3rd Global Conference on Life Sciences and Technologies
SP - 44
EP - 47
BT - LifeTech 2021 - 2021 IEEE 3rd Global Conference on Life Sciences and Technologies
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 3rd IEEE Global Conference on Life Sciences and Technologies, LifeTech 2021
Y2 - 9 March 2021 through 11 March 2021
ER -