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lung Texture Analysis 공학

앙상블방법으로 pattern 분류 정확도 향상 논문

An Ensemble Method for Classifying Regional Disease Patterns of Diffuse Interstitial Lung Disease using HRCT Images from Different Vendors, Jun SH, Kim N*, et al, JDI, 2017, Accept

Size based emphysema index가 호흡에 robust하다는 논문

A size-based emphysema severity index: robust to the breath-hold-level variations and correlated with clinical parameters. Hwang J, Lee M, Lee SM, Oh SY, Oh YM, Kim N*, Seo JB. Int J Chron Obstruct Pulmon Dis. 2016 Aug 3;11:1835-41. doi: 10.2147/COPD.S109846. eCollection 2016.

횡경막 정량화 논문(Aview에 적용안됨)

Three-dimensional quadratic modeling and quantitative evaluation of the diaphragm on a volumetric CT scan in patients with chronic obstructive pulmonary disease. Chang Y1, Bae J2, Kim N3*, Park JY4, Lee SM4, Seo JB4. Med Phys. 2016 Jul;43(7):4273. doi: 10.1118/1.4953451.

Airway Wall Thickness Measurement : integral method 제안 및 비교 논문

Comparison of a New Integral-Based Half-Band Method for CT Measurement of Peripheral Airways in COPD With a Conventional Full-Width Half-Maximum Method Using Both Phantom and Clinical CT Images. Cho YH, Seo JB, Kim N, Lee HJ, Hwang HJ, Kim EY, Oh SY. J Comput Assist Tomogr. 2015 Feb 13. [Epub ahead of print] PMID: 25700223

Airtrapping 기법 제안 및 specific volume change연구

Quantitative Assessment of Global and Regional Air Trappings Using Non-rigid Registration and Regional Specific Volume Change of Inspiratory/Expiratory CT Scans: Studies on Healthy Volunteers and Asthmatics, Lee E, Seo JB, Lee HJ, Chae EJ, Lee SM, Oh SY, Kim N. Korean J Radiol. 2015 May-Jun;16(3):632-40. doi: 10.3348/kjr.2015.16.3.632. Epub 2015 May 13. PMID: 25995694 Lung left/right split with surface fitting Automatic Left and Right Lung Separation Using Free-formed Surface Fitting on Volumetric CT, Youn Joo Lee1, Minho Lee, Namkug Kim*, Joon Beom Seo2, Joo Young Park2, Journal of digital imaging(1.421), August 2014, Volume 27, Issue 4, pp 538-547.

Thoracic cavity분할

Thoracic cavity segmentation algorithm using multiorgan extraction and surface fitting in volumetric CT, JangPyo Bae, Namkug Kim*, Sang Min Lee, Joon Beom Seo, Hee Chan Lee, Med Phys(3.761), 2014 Apr;41(4):041908. doi: 10.1118/1.4866836 24694139
Radiologic mega trends 리뷰 An Engineering View on Megatrends in Radiology: From Being Digital to Quantitative Tools of Medicine, Kim N*, Choi SW, Choi JS, Seo JB, Park SY, Chang YJ, Lee JY, Korean J Radiol(1.766) 2013 Mar;14(2):139-53 (FA, CA) 1229-6929

폐동정맥 분할

Automatic reconstruction of the arterial and venous trees on volumetric chest CT, Seyoun Park, Sang Min Lee, Namkug Kim*, and Joon Beom Seo, Hayong Shin, Med. Phys(3.761), 2013 Jul;40(7):071906

텍스쳐 인터스캐너 극복 연구

A Support Vector Machine Classifier Reduces Inter-Scanner Variation in the HRCT Classification of Regional Disease Pattern in Diffuse Lung Disease, Yongjun Chang, Jonghyuck Lim, Namkug Kim*, Joon Beom Seo David A. Lynch, Medical Physics (3.761), 2013 May;40(5):051912

텍스쳐 계층적 분류자 연구

Fast and efficient lung disease classification using hierarchical one-against-all support vector machine and cost-sensitive feature selection. Chang Y, Kim N*, Lee Y, Lim J, Seo JB, Lee YK., Comput Biol Med. (1.127) 2012 Nov 14. pii: S0010-4825(12)00165-5. doi: 10.1016/j.compbiomed.2012.10.001., 23158697

주변을 고려한 분류자 연구

Regional Context-sensitive Support Vector Machine Classifier to Improve Automated Identification of Regional Pattern of Diffuse Interstitial Lung Disease. Lim JH, Kim N*, Seo JB, Lee YK, Lee Y, Kang SH, Journal of Digital Imaging(1.421), 2011 Dec;24(6):1133-40, 21311944

미분영상을 이용한 폐 분할 향상 (AView에 안들어감)

Correction of lung boundary using the gradient and intensity distribution. Y. Yim, H. Hong, J.B. Seo, N. Kim, E. Jin Chae, and Y.G. Shin, Comput Biol Med(1.127), 2009. 39(3): p. 239-50. 19232581

텍스쳐 분류자 비교 연구

Performance testing of several classifiers for differentiating obstructive lung diseases based on texture analysis at high-resolution computerized tomography (HRCT). Y. Lee, J.B. Seo, J.G. Lee, S.S. Kim, N. Kim*, and S.H. Kang, Comput Meth Prog Bio(1.238), 2009. 93(2): p. 206-15. 19070933

COPD 텍스쳐 연구

Development of an automatic classification system for differentiation of obstructive lung disease using HRCT. N. Kim1**, J.B. Seo, Y. Lee, J.G. Lee, S.S. Kim, and S.H. Kang, J Digit Imaging(1.421), 2009. 22(2): p. 136-48. 18712567 (FA)

기도 측정 연구1, 2

Semi-automatic measurement of the airway dimension by computed tomography using the full-width-half-maximum method: a study on the measurement accuracy according to the CT parameters and size of the airway. N. Kim1**, J.B. Seo, K.S. Song, E.J. Chae, and S.H. Kang, Korean J Radiol(1.766), 2008. 9(3): p. 226-35. 18525226 (FA) Semi-automatic measurement of the airway dimension by computed tomography using the full-with-half-maximum method: a study of the measurement accuracy according to the orientation of an artificial airway. N. Kim1**, J.B. Seo, K.S. Song, E.J. Chae, and S.H. Kang, Korean J Radiol(1.766), 2008. 9(3): p. 236-42. 18525225 (FA)

임상 논문

IPF환자에 texture 방법 적용

Texture-Based Automated Quantitative Assessment of Regional Patterns on Initial CT in Patients With Idiopathic Pulmonary Fibrosis: Relationship to Decline in Forced Vital Capacity. Park HJ, Lee SM, Song JW, Lee SM, Oh SY, Kim N, Seo JB. AJR Am J Roentgenol. 2016 Aug 17:1-8. [Epub ahead of print]

삼성 데이터 set으로 4class적용, texture based segmentation -> 기반의 조형 증강 패턴 연구

Perfusion- and Pattern-based Quantitative CT Indexes Using Contrast-Enhanced Dual-Energy Computed Tomography in Diffuse Interstitial Lung Disease: Relationships with Physiologic Impairment and Prediction of Prognosis, Jung Won Moon; Jang Pyo Bae; Ho Yun Lee; Namkug Kim*; Man Pyo Chung; Hye Yun Park; Yongjun Chang; Joon Beom Seo; Kyung Soo Lee, Eur Radiol. 2016 May;26(5):1368-77. doi: 10.1007/s00330-015-3946-2. (co_CA)

AView lung COPD적용

Assessment of regional emphysema, air-trapping and Xenon-ventilation using dual-energy computed tomography in chronic obstructive pulmonary disease patients. Lee SM, Seo JB, Hwang HJ, Kim N, Oh SY, Lee JS, Lee SW, Oh YM, Kim TH. Eur Radiol. 2016 Nov 23. [Epub ahead of print]

Lung volume reduction을 위한 lobe 분할 fissure integrity? 논문

Bronchoscopic lung volume reduction by endobronchial valve in advanced emphysema: the first Asian report. Park TS, Hong Y, Lee JS, Oh SY, Lee SM, Kim N, Seo JB, Oh YM, Lee SD, Lee SW. Int J Chron Obstruct Pulmon Dis. 2015 Jul 29;10:1501-11. doi: 10.2147/COPD.S85744. eCollection 2015. PMID: 26251590 [PubMed - indexed for MEDLINE] Free PMC Article

정합을 통한 Airtrapping thresholding이 기존 50->60이 맞다는 논문

Optimal threshold of subtraction method for quantification of air-trapping on coregistered CT in COPD patients., Lee SM, Seo JB, Lee SM, Kim N, Oh SY, Oh YM., Eur Radiol. 2015 Oct 29. [Epub ahead of print]

COPD환자에 AView lung 기능 적용

Assessment of Regional Xenon Ventilation, Perfusion, and Ventilation-Perfusion Mismatch Using Dual-Energy Computed Tomography in Chronic Obstructive Pulmonary Disease Patients. Hwang HJ1, Seo JB, Lee SM, Kim N, Oh SY, Lee JS, Lee SW, Oh YM. Invest Radiol. 2015 Dec 17. [Epub ahead of print]

정합을 통한 density change 연구

Detailed analysis of the density change on chest CT of COPD using non-rigid registration of inspiration/expiration CT scans, Eun Young Kim, Joon Beom Seo, Hyun Joo Lee, Namkug Kim, Eunsol Lee, Sang Min Lee, Sang Young Oh, Hye Jeon Hwang, Yeon-Mok Oh, Sang-Do Lee, European Radiology, 1-9 2014

CPFE에 대한 CT 연구

The Value of CT for Disease Detection and Prognosis Determination in Combined Pulmonary Fibrosis and Emphysema (CPFE). Choi SH, Lee HY, Lee KS, Chung MP, Kwon OJ, Han J, Kim N, Seo JB., PLoS One. 2014 Sep 9;9(9):e107476. doi: 10.1371/journal.pone.0107476. eCollection 2014. PMID: 25203455

수술후 폐기능 예측연구

Prediction of Postoperative Lung Function in Patients Undergoing Lung Resection: Dual-Energy Perfusion Computed Tomography versus Perfusion Scintigraphy. Chae EJ, Kim N, Seo JB, Park JY, Song JW, Lee HJ, Hwang HJ, Lim C, Chang YJ, Kim YH. Invest Radiol. (4.670). 2013 Mar 27. [Epub ahead of print] PMID: 23538887

텍스쳐 분석의 followup 일치도 연구

Quantitative assessment of change in regional disease patterns on serial HRCT of fibrotic interstitial pneumonia with texture-based automated quantification system. Yoon RG, Seo JB, Kim N, Lee HJ, Lee SM, Lee YK, Song JW, Kim DS. Eur Radiol(3.548). 2012 Aug 24. [Epub ahead of print], 22918563

조형증강CT의 폐기종 정량화 연구

A Pilot Trial on Pulmonary Emphysema Quantification and Perfusion Mapping in a Single-Step Using Contrast-Enhanced Dual-Energy Computed Tomography. Lee CW, Seo JB, Lee Y, Chae EJ, Kim N, Lee HJ, Hwang HJ, Lim CH.,Invest Radiol(4.670). 2012 47(1):92-97, 21750465

공기와 피의 density correction을 이용한 CT 폐기종 정량화와 PFT 향상

Improved correlation between CT emphysema quantification and pulmonary function test by density correction of volumetric CT data based on air and aortic density, Kim SS, Seo JB, Kim N, Chae EJ, Lee YK, Oh YM, Lee SD., Eur J Radiol(2.941). European journal of radiology 83 (1), 57-63. [Epub ahead of print] 22613510

텍스쳐 분석을 통한 UIP/NSIP 비교

Comparison of Usual Interstitial Pneumonia and Nonspecific Interstitial Pneumonia: Quantification of Disease Severity and Discrimination between Two Diseases on HRCT Using a Texture-Based Automated System. Park, S. O., Seo, J. B., Kim, N., Lee, Y. K., Lee, J., & Kim, D. S. (2011). Korean Journal of Radiology(1.766), 2011 May-Jun;12(3), 297-307. doi: 10.3348/kjr.2011.12.3.297, 21603289

COPD 기도형상 연구

Tracheal morphology and collapse in COPD: Correlation with CT indices and pulmonary function test. Lee HJ, Seo JB, Chae EJ, Kim N, Lee CW, Oh YM, Lee SD. Eur J Radiol(2.941). 2011 Dec;80(3):e531-5, 21315531 Siemens CAD for PE Evaluation of computer-aided detection and dual energy software in detection of peripheral pulmonary embolism on dual-energy pulmonary CT angiography. C.W. Lee, J.B. Seo, J.W. Song, M.Y. Kim, H.Y. Lee, Y.S. Park, E.J. Chae, Y.M. Jang, N. Kim, and B. Krauss, Eur Radiol(3.548). 2011 Jan;21(1):54-62. Epub 2010 Aug 1. 20680290

폐기종, 공기포획, 기도벽 두께 정량 연구 (200citation)

Quantitative Assessment of Emphysema, Air Trapping, and Airway Thickening on Computed Tomography. Young Kyung Lee, Yeon-Mok Oh, Ji-Hyun Lee, Eun Kyung Kim, Jin Hwa Lee, Namkug Kim, Joon Beom Seo, Sang Do Lee, KOLD Study Group, Beiträge zur Klinik der Tuberkulose (1.58). 04/2012; 186(3):157-165. DOI:10.1007/s00408-008-9071-0

천식 기도 변화 측정

Airway Measurement for Airway Remodeling Defined by Post-Bronchodilator FEV1/FVC in Asthma: Investigation Using Inspiration?Expiration Computed Tomography. Eun Jin Chae, Tae-Bum Kim, You Sook Cho, Chan-Sun Park, Joon Beom Seo, Namkug Kim, Hee-Bom Moon, Allergy Asthma Immunol Res. (2.653), 2011 April; 3(2):111-117, 21461250

제논 환기 연구

Collateral Ventilation to Congenital Hyperlucent Lung Lesions Assessed on Xenon-Enhanced Dynamic Dual-Energy CT: an Initial Experience. Hyun Woo Goo, Namkug Kim, Seung Il Park, Dong Kwan Kim, Ellen Ai-Rhan Kim, Korean J Radiol(1.766), 2011 Jan;12(1):25-33. Epub 2011 Jan 3. 21228937

COPD아형 연구

Three phenotypes of obstructive lung disease in the elderly. Jo KW, Ra SW, Chae EJ, Seo JB, Kim N, Lee JH, Kim EK, Lee YK, Kim TH, Huh JW, Kim WJ, Lee JH, Lee SM, Lim SY, Shin TR, Yoon HI, Sheen SS, Lee JS, Lee SD, Oh YM. Int J Tuberc Lung D(2.557). 2010 Nov;14(11):1481-8. 20937191

폐기종 비균질 연구

Slope of emphysema index: an objective descriptor of regional heterogeneity of emphysema and an independent determinant of pulmonary function. E.J. Chae, J.B. Seo, J.W. Song, N. Kim, B.W. Park, Y.K. Lee, Y.M. Oh, S.D. Lee, and S.Y. Lim, AJR Am J Roentgenol(2.797), 2010/03. 194(3): p. W248-55. 20173123

천식 제논 환기 연구

Xenon ventilation imaging using dual-energy computed tomography in asthmatics: initial experience. E.J. Chae, J.B. Seo, J. Lee, N. Kim, H.W. Goo, H.J. Lee, C.W. Lee, S.W. Ra, Y.M. Oh, and Y.S. Cho, Invest Radiol(4.670), 2010/06. 45(6): p. 354-61. 20404734

제논 환기 동물 연구

Collateral ventilation in a canine model with bronchial obstruction: assessment with xenon-enhanced dual-energy CT. E.J. Chae, J.B. Seo, N. Kim, K.S. Song, J.H. Shin, T.H. Kim, and Y. Lee, Radiology(6.069), 2010/6/1. 255(3): p. 790-8. 20501716

COPD텍스쳐 연구

Texture-based quantification of pulmonary emphysema on high-resolution computed tomography: comparison with density-based quantification and correlation with pulmonary function test. Y.S. Park, J.B. Seo, N. Kim, E.J. Chae, Y.M. Oh, S.D. Lee, Y. Lee, and S.H. Kang, Invest Radiol(4.670), 2008. 43(6): p. 395-402. 18496044

제논 환기 연구

Xenon ventilation CT with a dual-energy technique of dual-source CT: initial experience. E.J. Chae, J.B. Seo, H.W. Goo, N. Kim, K.S. Song, S.D. Lee, S.J. Hong, and B. Krauss, Radiology(6.069), 2008. 248(2): p. 615-24. 18641254 (Cite 56)