DeepNerve: A New Convolutional Neural Network for the Localization and Segmentation of the Median Nerve in Ultrasound Image Sequences
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Alkhatib, 2018, Adaptive median binary patterns for fully automatic nerves tracking in ultrasound images, Comput Methods Programs Biomed, 160, 129, 10.1016/j.cmpb.2018.03.013
Brownlee, 2018
Chen, 2018, DeepLab: Semantic image segmentation with deep convolutional nets, atrous convolution, and fully connected CRFs, IEEE Trans Pattern Anal Mach Intell, 40, 834, 10.1109/TPAMI.2017.2699184
Duncan, 1999, Sonography in the diagnosis of carpal tunnel syndrome, AJR Am J Roentgenol, 173, 681, 10.2214/ajr.173.3.10470903
Federico, 2017, Alexander SH. Learning video object segmentation from static images, 2500
Hadjerci, 2016, Computer-aided detection system for nerve identification using ultrasound images: A comparative study, Informatics Med Unlocked, 3, 29, 10.1016/j.imu.2016.06.003
Hadjerci, 2016, Assistive system based on nerve detection and needle navigation in ultrasound images for regional anesthesia, Expert Syst Appl, 61, 64, 10.1016/j.eswa.2016.05.002
Hafiane, 2014, Phase-based probabilistic active contour for nerve detection in ultrasound image for regional anesthesia, Comput Biol Med, 52, 88, 10.1016/j.compbiomed.2014.06.001
Hafiane A, Vietres P, Delbos A. Deep learning with spatiotemporal consistence for nerve segmentation in ultrasound images. arXiv:170605870 [cs.CV], 2017.
Hammer, 2006, Ultrasonography shows increased cross-sectional area of the median nerve in patients with arthritis and carpal tunnel syndrome, Rheumatology, 45, 584, 10.1093/rheumatology/kei218
Ioffe S, Szegedy C. Batch normalization: Accelerating deep network training by reducing internal covariate shift. arXiv:1502.03167, 2015.
Kakade, 2018, Identification of nerve in ultrasound images using U-Net architecture
Kingma, 2015, Adam: A method for stochastic optimization
Li, 2010, Distance regularized level set evolution and its application to image segmentation, IEEE Trans Image Process, 19, 3243, 10.1109/TIP.2010.2069690
Lin, 2014, Assessment of the kinetic trajectory of the median nerve in the wrist by high-frequency ultrasound, Sensor, 14, 7738, 10.3390/s140507738
Liu, 2019, Deep learning in medical ultrasound analysis: A review, Engineering, 5, 261, 10.1016/j.eng.2018.11.020
Liu, 2019, Liver CT sequence segmentation based with improved U-Net and graph cut, Expert Syst Appl, 126, 54, 10.1016/j.eswa.2019.01.055
Perazzi, 2017, Learning video object segmentation from static images, 2663
Reed, 2005, Sample topic: Carpal tunnel syndrome
Romera-Paredes, 2016, Recurrent instance segmentation, 312
Ronneberger, 2015, U-Net: Convolutional networks for biomedical image segmentation, 234
Ruder S. An overview of gradient descent optimization algorithms. arXiv:1609.04747v2, 2017.
Yoshii, 2009, Ultrasound assessment of the displacement and deformation of the median nerve in the human carpal tunnel with active finger motion, Journal Bone Joint Surg, 91, 2911, 10.2106/JBJS.H.01653
Yoshii, 2013, Median nerve deformation and displacement in the carpal tunnel during finger motion, J Orthop Res, 876