共 119 条
Applications and limitations of radiomics
被引:952
作者:

Yip, Stephen S. F.
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机构:
Brigham & Womens Hosp, Dept Radiat Oncol, Dana Farber Canc Inst, 75 Francis St, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA USA Brigham & Womens Hosp, Dept Radiat Oncol, Dana Farber Canc Inst, 75 Francis St, Boston, MA 02115 USA

Aerts, Hugo J. W. L.
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机构:
Brigham & Womens Hosp, Dept Radiat Oncol, Dana Farber Canc Inst, 75 Francis St, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA USA
Dana Farber Canc Inst, Dept Radiol, Boston, MA 02115 USA Brigham & Womens Hosp, Dept Radiat Oncol, Dana Farber Canc Inst, 75 Francis St, Boston, MA 02115 USA
机构:
[1] Brigham & Womens Hosp, Dept Radiat Oncol, Dana Farber Canc Inst, 75 Francis St, Boston, MA 02115 USA
[2] Harvard Univ, Sch Med, Boston, MA USA
[3] Dana Farber Canc Inst, Dept Radiol, Boston, MA 02115 USA
关键词:
PET;
quantitative imaging;
radiomics;
CELL LUNG-CANCER;
TRACER UPTAKE HETEROGENEITY;
STANDARDIZED UPTAKE VALUES;
F-18-FDG PET/CT IMAGES;
TUMOR TEXTURE ANALYSIS;
CONTRAST-ENHANCED MRI;
ESOPHAGEAL CANCER;
FDG UPTAKE;
PATHOLOGICAL RESPONSE;
PULMONARY NODULES;
D O I:
10.1088/0031-9155/61/13/R150
中图分类号:
R318 [生物医学工程];
学科分类号:
0831 ;
摘要:
Radiomics is an emerging field in quantitative imaging that uses advanced imaging features to objectively and quantitatively describe tumour phenotypes. Radiomic features have recently drawn considerable interest due to its potential predictive power for treatment outcomes and cancer genetics, which may have important applications in personalized medicine. In this technical review, we describe applications and challenges of the radiomic field. We will review radiomic application areas and technical issues, as well as proper practices for the designs of radiomic studies.
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页码:R150 / R166
页数:17
相关论文
共 119 条
[81]
Assessment of tumor heterogeneity by CT texture analysis: Can the largest cross-sectional area be used as an alternative to whole tumor analysis?
[J].
Ng, Francesca
;
Kozarski, Robert
;
Ganeshan, Balaji
;
Goh, Vicky
.
EUROPEAN JOURNAL OF RADIOLOGY,
2013, 82 (02)
:342-348

Ng, Francesca
论文数: 0 引用数: 0
h-index: 0
机构:
Mt Vernon Hosp, Paul Strickland Scanner Ctr, Northwood HA6 2RN, Middx, England Mt Vernon Hosp, Paul Strickland Scanner Ctr, Northwood HA6 2RN, Middx, England

Kozarski, Robert
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Hertfordshire, CliCr, Hatfield AL10 9AB, Herts, England Mt Vernon Hosp, Paul Strickland Scanner Ctr, Northwood HA6 2RN, Middx, England

Ganeshan, Balaji
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Sussex, Falmer, Sussex, England Mt Vernon Hosp, Paul Strickland Scanner Ctr, Northwood HA6 2RN, Middx, England

Goh, Vicky
论文数: 0 引用数: 0
h-index: 0
机构:
Kings Coll London, Kings Hlth Partners, Div Imaging Sci & Biomed Engn, London WC2R 2LS, England Mt Vernon Hosp, Paul Strickland Scanner Ctr, Northwood HA6 2RN, Middx, England
[82]
Quantitative Analysis of Lesion Morphology and Texture Features for Diagnostic Prediction in Breast MRI
[J].
Nie, Ke
;
Chen, Jeon-Hor
;
Yu, Hon J.
;
Chu, Yong
;
Nalcioglu, Orhan
;
Su, Min-Ying
.
ACADEMIC RADIOLOGY,
2008, 15 (12)
:1513-1525

Nie, Ke
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA

Chen, Jeon-Hor
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA
China Med Univ Hosp, Dept Radiol, Taichung, Taiwan Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA

Yu, Hon J.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA

Chu, Yong
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA

Nalcioglu, Orhan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA

Su, Min-Ying
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA Univ Calif Irvine, Tu & Yuen Ctr Funct Oncoimaging, CFOI, Irvine, CA 92697 USA
[83]
Quantitative radiomics: impact of stochastic effects on textural feature analysis implies the need for standards
[J].
Nyflot, Matthew J.
;
Yang, Fei
;
Byrd, Darrin
;
Bowen, Stephen R.
;
Sandison, George A.
;
Kinahan, Paul E.
.
JOURNAL OF MEDICAL IMAGING,
2015, 2 (04)

Nyflot, Matthew J.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Washington, Dept Radiat Oncol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA Univ Washington, Dept Radiat Oncol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA

Yang, Fei
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Washington, Dept Radiat Oncol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA Univ Washington, Dept Radiat Oncol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA

Byrd, Darrin
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Washington, Dept Radiol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA Univ Washington, Dept Radiat Oncol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA

Bowen, Stephen R.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Washington, Dept Radiat Oncol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA
Univ Washington, Dept Radiol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA Univ Washington, Dept Radiat Oncol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA

Sandison, George A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Washington, Dept Radiat Oncol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA Univ Washington, Dept Radiat Oncol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA

Kinahan, Paul E.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Washington, Dept Radiol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA Univ Washington, Dept Radiat Oncol, 1959 NE Pacific St,Box 356043, Seattle, WA 98195 USA
[84]
Tumor Texture Analysis in 18F-FDG PET: Relationships Between Texture Parameters, Histogram Indices, Standardized Uptake Values, Metabolic Volumes, and Total Lesion Glycolysis
[J].
Orlhac, Fanny
;
Soussan, Michael
;
Maisonobe, Jacques-Antoine
;
Garcia, Camilo A.
;
Vanderlinden, Bruno
;
Buvat, Irene
.
JOURNAL OF NUCLEAR MEDICINE,
2014, 55 (03)
:414-422

Orlhac, Fanny
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Paris 11, Orsay, France Univ Paris 11, Orsay, France

论文数: 引用数:
h-index:
机构:

Maisonobe, Jacques-Antoine
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Paris 11, Orsay, France Univ Paris 11, Orsay, France

Garcia, Camilo A.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Libre Bruxelles, Inst Jules Bordet, Dept Nucl Med, Brussels, Belgium Univ Paris 11, Orsay, France

Vanderlinden, Bruno
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Libre Bruxelles, Inst Jules Bordet, Dept Nucl Med, Brussels, Belgium Univ Paris 11, Orsay, France

Buvat, Irene
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Paris 11, Orsay, France
CEA SHFJ, Orsay, France Univ Paris 11, Orsay, France
[85]
Machine Learning methods for Quantitative Radiomic Biomarkers
[J].
Parmar, Chintan
;
Grossmann, Patrick
;
Bussink, Johan
;
Lambin, Philippe
;
Aerts, Hugo J. W. L.
.
SCIENTIFIC REPORTS,
2015, 5

Parmar, Chintan
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Sch Med, Dept Radiat Oncol,Dana Farber Canc Inst, Boston, MA 02115 USA
Maastricht Univ, Res Inst GROW, Radiat Oncol MAASTRO, Maastricht, Netherlands
Indian Stat Inst, Machine Intelligence Unit, Kolkata, India Harvard Univ, Brigham & Womens Hosp, Sch Med, Dept Radiat Oncol,Dana Farber Canc Inst, Boston, MA 02115 USA

Grossmann, Patrick
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Sch Med, Dept Radiat Oncol,Dana Farber Canc Inst, Boston, MA 02115 USA
Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA Harvard Univ, Brigham & Womens Hosp, Sch Med, Dept Radiat Oncol,Dana Farber Canc Inst, Boston, MA 02115 USA

Bussink, Johan
论文数: 0 引用数: 0
h-index: 0
机构:
Radboud Univ Nijmegen, Med Ctr, Dept Radiat Oncol, NL-6525 ED Nijmegen, Netherlands Harvard Univ, Brigham & Womens Hosp, Sch Med, Dept Radiat Oncol,Dana Farber Canc Inst, Boston, MA 02115 USA

Lambin, Philippe
论文数: 0 引用数: 0
h-index: 0
机构:
Maastricht Univ, Res Inst GROW, Radiat Oncol MAASTRO, Maastricht, Netherlands Harvard Univ, Brigham & Womens Hosp, Sch Med, Dept Radiat Oncol,Dana Farber Canc Inst, Boston, MA 02115 USA

Aerts, Hugo J. W. L.
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Sch Med, Dept Radiat Oncol,Dana Farber Canc Inst, Boston, MA 02115 USA
Harvard Univ, Brigham & Womens Hosp, Sch Med, Dept Radiol,Dana Farber Canc Inst, Boston, MA 02115 USA
Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA Harvard Univ, Brigham & Womens Hosp, Sch Med, Dept Radiat Oncol,Dana Farber Canc Inst, Boston, MA 02115 USA
[86]
Radiomic feature clusters and Prognostic Signatures specific for Lung and Head & Neck cancer
[J].
Parmar, Chintan
;
Leijenaar, Ralph T. H.
;
Grossmann, Patrick
;
Velazquez, Emmanuel Rios
;
Bussink, Johan
;
Rietveld, Derek
;
Rietbergen, Michelle M.
;
Haibe-Kains, Benjamin
;
Lambin, Philippe
;
Aerts, Hugo J. W. L.
.
SCIENTIFIC REPORTS,
2015, 5

Parmar, Chintan
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA
Maastricht Univ, Res Inst GROW, Radiat Oncol MAASTRO, NL-6200 MD Maastricht, Netherlands
Indian Stat Inst, Machine Intelligence Unit, Kolkata, India Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA

Leijenaar, Ralph T. H.
论文数: 0 引用数: 0
h-index: 0
机构:
Maastricht Univ, Res Inst GROW, Radiat Oncol MAASTRO, NL-6200 MD Maastricht, Netherlands Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA

Grossmann, Patrick
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA
Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA

Velazquez, Emmanuel Rios
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA

Bussink, Johan
论文数: 0 引用数: 0
h-index: 0
机构:
Radboud Univ Nijmegen, Med Ctr, Dept Radiat Oncol, Nijmegen, Netherlands Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA

Rietveld, Derek
论文数: 0 引用数: 0
h-index: 0
机构:
Vrije Univ Amsterdam, Med Ctr, Dept Radiat Oncol, Amsterdam, Netherlands Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA

Rietbergen, Michelle M.
论文数: 0 引用数: 0
h-index: 0
机构:
Vrije Univ Amsterdam, Med Ctr, Dept Otolaryngol Head & Neck Surg, Amsterdam, Netherlands Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA

论文数: 引用数:
h-index:
机构:

Lambin, Philippe
论文数: 0 引用数: 0
h-index: 0
机构:
Maastricht Univ, Res Inst GROW, Radiat Oncol MAASTRO, NL-6200 MD Maastricht, Netherlands Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA

Aerts, Hugo J. W. L.
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA
Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiol, Boston, MA 02115 USA
Dana Farber Canc Inst, Dept Biostat & Computat Biol, Boston, MA 02115 USA Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol, Boston, MA 02115 USA
[87]
Robust Radiomics Feature Quantification Using Semiautomatic Volumetric Segmentation
[J].
Parmar, Chintan
;
Velazquez, Emmanuel Rios
;
Leijenaar, Ralph
;
Jermoumi, Mohammed
;
Carvalho, Sara
;
Mak, Raymond H.
;
Mitra, Sushmita
;
Shankar, B. Uma
;
Kikinis, Ron
;
Haibe-Kains, Benjamin
;
Lambin, Philippe
;
Aerts, Hugo J. W. L.
.
PLOS ONE,
2014, 9 (07)

Parmar, Chintan
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA
Maastricht Univ, Dept Radiat Oncol MAASTRO, Maastricht, Netherlands
Indian Stat Inst, Machine Intelligence Unit, Kolkata, India Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA

Velazquez, Emmanuel Rios
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA
Maastricht Univ, Dept Radiat Oncol MAASTRO, Maastricht, Netherlands Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA

Leijenaar, Ralph
论文数: 0 引用数: 0
h-index: 0
机构:
Maastricht Univ, Dept Radiat Oncol MAASTRO, Maastricht, Netherlands Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA

Jermoumi, Mohammed
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA
Univ Massachusetts, Lowell, MA USA Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA

Carvalho, Sara
论文数: 0 引用数: 0
h-index: 0
机构:
Maastricht Univ, Dept Radiat Oncol MAASTRO, Maastricht, Netherlands Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA

Mak, Raymond H.
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA

Mitra, Sushmita
论文数: 0 引用数: 0
h-index: 0
机构:
Indian Stat Inst, Machine Intelligence Unit, Kolkata, India Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA

Shankar, B. Uma
论文数: 0 引用数: 0
h-index: 0
机构:
Indian Stat Inst, Machine Intelligence Unit, Kolkata, India Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA

Kikinis, Ron
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Dept Radiol, Sch Med, Boston, MA 02115 USA Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA

论文数: 引用数:
h-index:
机构:

Lambin, Philippe
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA

Aerts, Hugo J. W. L.
论文数: 0 引用数: 0
h-index: 0
机构:
Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA
Maastricht Univ, Dept Radiat Oncol MAASTRO, Maastricht, Netherlands
Harvard Univ, Brigham & Womens Hosp, Dept Radiol, Sch Med, Boston, MA 02115 USA Harvard Univ, Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Radiat Oncol,Med Sch, Boston, MA 02115 USA
[88]
Analysis of parametric histogram from dynamic contrast-enhanced MRI: application in evaluating brain tumor response to radiotherapy
[J].
Peng, Shin-Lei
;
Chen, Chih-Feng
;
Liu, Ho-Ling
;
Lui, Chun-Chung
;
Huang, Yu-Jie
;
Lee, Tsung-Han
;
Chang, Chiung-Chih
;
Wang, Fu-Nien
.
NMR IN BIOMEDICINE,
2013, 26 (04)
:443-450

Peng, Shin-Lei
论文数: 0 引用数: 0
h-index: 0
机构:
Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu 30013, Taiwan Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu 30013, Taiwan

Chen, Chih-Feng
论文数: 0 引用数: 0
h-index: 0
机构:
Chang Gung Mem Hosp, Dept Radiol, ChiaYi Branch, Chiayi, Taiwan
Chang Gung Univ Sci & Technol, Chiayi, Taiwan Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu 30013, Taiwan

Liu, Ho-Ling
论文数: 0 引用数: 0
h-index: 0
机构:
Chang Gung Univ, Dept Med Imaging & Radiol Sci, Tao Yuan, Taiwan
Chang Gung Univ, Healthy Aging Res Ctr, Tao Yuan, Taiwan Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu 30013, Taiwan

Lui, Chun-Chung
论文数: 0 引用数: 0
h-index: 0
机构:
Kaohsiung Chang Gung Mem Hosp, Dept Diagnost Radiol, Kaohsiung, Taiwan
Chang Gung Univ, Coll Med, Kaohsiung, Taiwan Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu 30013, Taiwan

Huang, Yu-Jie
论文数: 0 引用数: 0
h-index: 0
机构:
Chang Gung Univ, Coll Med, Kaohsiung, Taiwan
Kaohsiung Chang Gung Mem Hosp, Dept Radiat Oncol, Kaohsiung, Taiwan Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu 30013, Taiwan

Lee, Tsung-Han
论文数: 0 引用数: 0
h-index: 0
机构:
Chang Gung Univ, Coll Med, Kaohsiung, Taiwan
Kaohsiung Chang Gung Mem Hosp, Div Trauma, Dept Surg, Kaohsiung, Taiwan Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu 30013, Taiwan

Chang, Chiung-Chih
论文数: 0 引用数: 0
h-index: 0
机构:
Chang Gung Univ, Coll Med, Kaohsiung, Taiwan
Kaohsiung Chang Gung Mem Hosp, Dept Neurol, Kaohsiung, Taiwan Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu 30013, Taiwan

Wang, Fu-Nien
论文数: 0 引用数: 0
h-index: 0
机构:
Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu 30013, Taiwan Natl Tsing Hua Univ, Dept Biomed Engn & Environm Sci, Hsinchu 30013, Taiwan
[89]
FRACTAL-BASED DESCRIPTION OF NATURAL SCENES
[J].
PENTLAND, AP
.
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE,
1984, 6 (06)
:661-674

PENTLAND, AP
论文数: 0 引用数: 0
h-index: 0
[90]
Pulmonary nodule characterization: A comparison of conventional with quantitative and visual semi-quantitative analyses using contrast enhancement maps
[J].
Petkovska, Iva
;
Shah, Sumit K.
;
McNitt-Gray, Michael F.
;
Goldin, Jonathan G.
;
Brown, Matthew S.
;
Kim, Hyun J.
;
Brown, Kathleen
;
Aberle, Denise R.
.
EUROPEAN JOURNAL OF RADIOLOGY,
2006, 59 (02)
:244-252

Petkovska, Iva
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA

Shah, Sumit K.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA

McNitt-Gray, Michael F.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA

Goldin, Jonathan G.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA

Brown, Matthew S.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA

Kim, Hyun J.
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Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA

Brown, Kathleen
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Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA

Aberle, Denise R.
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Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA Univ Calif Los Angeles, Dept Radiol Sci, David Geffen Sch Med, Thorac Imaging Res Grp, Los Angeles, CA 90095 USA