메뉴 건너뛰기




Volumn 47, Issue 3, 2018, Pages 723-728

Automated image quality evaluation of T 2 -weighted liver MRI utilizing deep learning architecture

Author keywords

convolutional neuronal network; deep learning; image quality; liver MRI; machine learning; T2 weighted imaging

Indexed keywords

ADULT; ALGORITHM; ARTICLE; ARTIFICIAL NEURAL NETWORK; CONTROLLED STUDY; CONVOLUTIONAL NEURAL NETWORK; FEMALE; HEPATOGRAPHY; HUMAN; IMAGE ANALYSIS; IMAGE PROCESSING; IMAGE QUALITY; LABORATORY AUTOMATION; MAJOR CLINICAL STUDY; MALE; NUCLEAR MAGNETIC RESONANCE IMAGING; PREDICTIVE VALUE; PRIORITY JOURNAL; RADIOLOGIST; RETROSPECTIVE STUDY; SENSITIVITY AND SPECIFICITY; VALIDATION PROCESS; COMPUTER ASSISTED DIAGNOSIS; DIAGNOSTIC IMAGING; LIVER; LIVER DISEASE; MIDDLE AGED; OBSERVER VARIATION; PROCEDURES;

EID: 85020071856     PISSN: 10531807     EISSN: 15222586     Source Type: Journal    
DOI: 10.1002/jmri.25779     Document Type: Article
Times cited : (96)

References (23)
  • 2
    • 33646155738 scopus 로고    scopus 로고
    • Hepatocellular carcinoma in the cirrhotic liver: gadolinium-enhanced 3D T1-weighted MR imaging as a stand-alone sequence for diagnosis
    • Hecht EM, Holland AE, Israel GM, et al. Hepatocellular carcinoma in the cirrhotic liver: gadolinium-enhanced 3D T1-weighted MR imaging as a stand-alone sequence for diagnosis. Radiology 2006;239:438–447.
    • (2006) Radiology , vol.239 , pp. 438-447
    • Hecht, E.M.1    Holland, A.E.2    Israel, G.M.3
  • 3
    • 53149117903 scopus 로고    scopus 로고
    • Abdominal applications of 3.0-T MR imaging: comparative review versus a 1.5-T system
    • Choi JY, Kim MJ, Chung YE, et al. Abdominal applications of 3.0-T MR imaging: comparative review versus a 1.5-T system. Radiographics 2008;28:e30.
    • (2008) Radiographics , vol.28
    • Choi, J.Y.1    Kim, M.J.2    Chung, Y.E.3
  • 4
    • 71849117321 scopus 로고    scopus 로고
    • Quantitative and qualitative comparison of 3.0T and 1.5T MR imaging of the liver in patients with diffuse parenchymal liver disease
    • Tsurusaki M, Semelka RC, Zapparoli M, et al. Quantitative and qualitative comparison of 3.0T and 1.5T MR imaging of the liver in patients with diffuse parenchymal liver disease. Eur J Radiol 2009;72:314–320.
    • (2009) Eur J Radiol , vol.72 , pp. 314-320
    • Tsurusaki, M.1    Semelka, R.C.2    Zapparoli, M.3
  • 5
    • 84983490071 scopus 로고    scopus 로고
    • Frequency and reasons for extra sequences in clinical abdominal MRI examinations
    • Schreiber-Zinaman J, Rosenkrantz AB. Frequency and reasons for extra sequences in clinical abdominal MRI examinations. Abdom Radiol (NY) 2017;42:306–311.
    • (2017) Abdom Radiol (NY) , vol.42 , pp. 306-311
    • Schreiber-Zinaman, J.1    Rosenkrantz, A.B.2
  • 6
    • 6344226808 scopus 로고    scopus 로고
    • MRI quality control: six imagers studied using eleven unified image quality parameters
    • Ihalainen T, Sipila O, Savolainen S. MRI quality control: six imagers studied using eleven unified image quality parameters. Eur Radiol 2004;14:1859–1865.
    • (2004) Eur Radiol , vol.14 , pp. 1859-1865
    • Ihalainen, T.1    Sipila, O.2    Savolainen, S.3
  • 7
    • 84901003979 scopus 로고    scopus 로고
    • Fully-automated quality assurance in multi-center studies using MRI phantom measurements
    • Davids M, Zollner FG, Ruttorf M, et al. Fully-automated quality assurance in multi-center studies using MRI phantom measurements. Magn Reson Imaging 2014;32:771–780.
    • (2014) Magn Reson Imaging , vol.32 , pp. 771-780
    • Davids, M.1    Zollner, F.G.2    Ruttorf, M.3
  • 9
    • 84988565695 scopus 로고    scopus 로고
    • Simultaneous multislice diffusion-weighted imaging of the kidney: a systematic analysis of image quality
    • Kenkel D, Barth BK, Piccirelli M, et al. Simultaneous multislice diffusion-weighted imaging of the kidney: a systematic analysis of image quality. Invest Radiol 2017;52:163–169.
    • (2017) Invest Radiol , vol.52 , pp. 163-169
    • Kenkel, D.1    Barth, B.K.2    Piccirelli, M.3
  • 10
    • 84997724636 scopus 로고    scopus 로고
    • Quiet MR sequences in clinical routine: initial experience in abdominal imaging
    • Fischer S, Grodzki DM, Domschke M, et al. Quiet MR sequences in clinical routine: initial experience in abdominal imaging. Radiol Med 2017;122:194–203.
    • (2017) Radiol Med , vol.122 , pp. 194-203
    • Fischer, S.1    Grodzki, D.M.2    Domschke, M.3
  • 11
    • 77749277542 scopus 로고    scopus 로고
    • Liver MRI at 3 T using a respiratory-triggered time-efficient 3D T2-weighted technique: impact on artifacts and image quality
    • Rosenkrantz AB, Patel JM, Babb JS, Storey P, Hecht EM. Liver MRI at 3 T using a respiratory-triggered time-efficient 3D T2-weighted technique: impact on artifacts and image quality. AJR Am J Roentgenol 2010;194:634–641.
    • (2010) AJR Am J Roentgenol , vol.194 , pp. 634-641
    • Rosenkrantz, A.B.1    Patel, J.M.2    Babb, J.S.3    Storey, P.4    Hecht, E.M.5
  • 12
    • 84982105864 scopus 로고    scopus 로고
    • Machine learning approaches in medical image analysis: From detection to diagnosis
    • de Bruijne M. Machine learning approaches in medical image analysis: From detection to diagnosis. Med Image Anal 2016;33:94–97.
    • (2016) Med Image Anal , vol.33 , pp. 94-97
    • de Bruijne, M.1
  • 14
    • 0032203257 scopus 로고    scopus 로고
    • Gradient-based learning applied to document recognition
    • Lecun Y, Bottou L, Bengio Y, Haffner P. Gradient-based learning applied to document recognition. Proc IEEE 1998;86:2278–2324.
    • (1998) Proc IEEE , vol.86 , pp. 2278-2324
    • Lecun, Y.1    Bottou, L.2    Bengio, Y.3    Haffner, P.4
  • 16
    • 85042140210 scopus 로고    scopus 로고
    • https://github.com/BVLC/caffe/blob/master/models/bvlc_alexnet/train_val.prototxt
  • 17
    • 85042105123 scopus 로고    scopus 로고
    • https://github.com/BVLC/caffe
  • 20
    • 84973911419 scopus 로고    scopus 로고
    • Delving deep into rectifiers: Surpassing human-level performance on imagenet classification
    • He K, Zhang X, Ren S, Sun J. Delving deep into rectifiers: Surpassing human-level performance on imagenet classification. In: Proc IEEE Int Conf Comput Vis; 2015. p 1026–1034.
    • (2015) Proc IEEE Int Conf Comput Vis , pp. 1026-1034
    • He, K.1    Zhang, X.2    Ren, S.3    Sun, J.4
  • 23
    • 79953019185 scopus 로고    scopus 로고
    • Breath-hold T2-weighted MRI of the liver at 3T using the BLADE technique: impact upon image quality and lesion detection
    • Rosenkrantz AB, Mannelli L, Mossa D, Babb JS. Breath-hold T2-weighted MRI of the liver at 3T using the BLADE technique: impact upon image quality and lesion detection. Clin Radiol 2011;66:426–433.
    • (2011) Clin Radiol , vol.66 , pp. 426-433
    • Rosenkrantz, A.B.1    Mannelli, L.2    Mossa, D.3    Babb, J.S.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.