Yulei Jiang

Summary

Affiliation: University of Chicago
Country: USA

Publications

  1. ncbi request reprint A quadratic model for combining quantitative diagnostic assessments from radiologist and computer in computer-aided diagnosis
    Yulei Jiang
    Department of Radiology, The University of Chicago, Chicago, IL 60637, USA
    Acad Radiol 13:140-51. 2006
  2. ncbi request reprint Potential of computer-aided diagnosis to reduce variability in radiologists' interpretations of mammograms depicting microcalcifications
    Y Jiang
    Kurt Rossmann Laboratories for Radiologic Image Research, Dept of Radiology, Univ of Chicago, 5841 S Maryland Ave, MC2026, Chicago, IL 60637, USA
    Radiology 220:787-94. 2001
  3. ncbi request reprint Computer-aided diagnosis of breast cancer in mammography: evidence and potential
    Yulei Jiang
    Kurt Rossmann Laboratories for Radiologic Image Research, Department of Radiology, The University of Chicago, 5841 South Maryland Avenue, Chicago, IL 60637, USA
    Technol Cancer Res Treat 1:211-6. 2002
  4. ncbi request reprint Uncertainty in the output of artificial neural networks
    Yulei Jiang
    Kurt Rossmann Laboratories for Radiologic Image Research, Department of Radiology, MC2026, The University of Chicago, 5841 South Maryland Ave, Chicago, IL 60637, USA
    IEEE Trans Med Imaging 22:913-21. 2003
  5. ncbi request reprint Breast cancer detection rate: designing imaging trials to demonstrate improvements
    Yulei Jiang
    Department of Radiology, University of Chicago, 5841 S Maryland Ave, MC2026, Chicago, IL 60637, USA
    Radiology 243:360-7. 2007
  6. doi request reprint Quantitative analysis of multiparametric prostate MR images: differentiation between prostate cancer and normal tissue and correlation with Gleason score--a computer-aided diagnosis development study
    Yahui Peng
    Departments of Radiology, Pathology, and Surgery, Section of Urology, University of Chicago, 5841 S Maryland Ave, MC2026, Chicago, IL 60637, USA
    Radiology 267:787-96. 2013
  7. ncbi request reprint Effect of correlation on combining diagnostic information from two images of the same patient
    Bei Liu
    Department of Radiology, The University of Chicago, Chicago, Illinois 60637, USA
    Med Phys 32:3329-38. 2005
  8. doi request reprint Seminal vesicle invasion in prostate cancer: evaluation by using multiparametric endorectal MR imaging
    Fatma Nur Soylu
    Department of Radiology, University of Chicago, 5841 S Maryland Ave, MC 2026, Chicago, IL 60637, USA
    Radiology 267:797-806. 2013
  9. ncbi request reprint Radial gradient-based segmentation of mammographic microcalcifications: observer evaluation and effect on CAD performance
    Sophie Paquerault
    Department of Radiology, The University of Chicago, 5841 South Maryland Avenue, MC 2026, Chicago, Illinois 60637, USA
    Med Phys 31:2648-57. 2004
  10. ncbi request reprint Comparison of independent double readings and computer-aided diagnosis (CAD) for the diagnosis of breast calcifications
    Yulei Jiang
    Department of Radiology, The University of Chicago, 5841 South Maryland Avenue, Chicago, IL 60637
    Acad Radiol 13:84-94. 2006

Collaborators

Detail Information

Publications32

  1. ncbi request reprint A quadratic model for combining quantitative diagnostic assessments from radiologist and computer in computer-aided diagnosis
    Yulei Jiang
    Department of Radiology, The University of Chicago, Chicago, IL 60637, USA
    Acad Radiol 13:140-51. 2006
    ....
  2. ncbi request reprint Potential of computer-aided diagnosis to reduce variability in radiologists' interpretations of mammograms depicting microcalcifications
    Y Jiang
    Kurt Rossmann Laboratories for Radiologic Image Research, Dept of Radiology, Univ of Chicago, 5841 S Maryland Ave, MC2026, Chicago, IL 60637, USA
    Radiology 220:787-94. 2001
    ..To evaluate whether computer-aided diagnosis can reduce interobserver variability in the interpretation of mammograms...
  3. ncbi request reprint Computer-aided diagnosis of breast cancer in mammography: evidence and potential
    Yulei Jiang
    Kurt Rossmann Laboratories for Radiologic Image Research, Department of Radiology, The University of Chicago, 5841 South Maryland Avenue, Chicago, IL 60637, USA
    Technol Cancer Res Treat 1:211-6. 2002
    ..These results indicate a potential clinical role of CAD in mammography for the detection of breast cancer...
  4. ncbi request reprint Uncertainty in the output of artificial neural networks
    Yulei Jiang
    Kurt Rossmann Laboratories for Radiologic Image Research, Department of Radiology, MC2026, The University of Chicago, 5841 South Maryland Ave, Chicago, IL 60637, USA
    IEEE Trans Med Imaging 22:913-21. 2003
    ..Recognition of this variability and the deterministic view of the ANN present a fundamental contradiction. The implication of this variability to the classification task warrants additional study...
  5. ncbi request reprint Breast cancer detection rate: designing imaging trials to demonstrate improvements
    Yulei Jiang
    Department of Radiology, University of Chicago, 5841 S Maryland Ave, MC2026, Chicago, IL 60637, USA
    Radiology 243:360-7. 2007
    ..To estimate the extent of variability in screening mammography cancer detection rates and its effect on a hypothetical clinical trial of a new screening modality used to measure changes in cancer detection rate...
  6. doi request reprint Quantitative analysis of multiparametric prostate MR images: differentiation between prostate cancer and normal tissue and correlation with Gleason score--a computer-aided diagnosis development study
    Yahui Peng
    Departments of Radiology, Pathology, and Surgery, Section of Urology, University of Chicago, 5841 S Maryland Ave, MC2026, Chicago, IL 60637, USA
    Radiology 267:787-96. 2013
    ....
  7. ncbi request reprint Effect of correlation on combining diagnostic information from two images of the same patient
    Bei Liu
    Department of Radiology, The University of Chicago, Chicago, Illinois 60637, USA
    Med Phys 32:3329-38. 2005
    ..These theoretical results are illustrated with analysis of a mammography study...
  8. doi request reprint Seminal vesicle invasion in prostate cancer: evaluation by using multiparametric endorectal MR imaging
    Fatma Nur Soylu
    Department of Radiology, University of Chicago, 5841 S Maryland Ave, MC 2026, Chicago, IL 60637, USA
    Radiology 267:797-806. 2013
    ....
  9. ncbi request reprint Radial gradient-based segmentation of mammographic microcalcifications: observer evaluation and effect on CAD performance
    Sophie Paquerault
    Department of Radiology, The University of Chicago, 5841 South Maryland Avenue, MC 2026, Chicago, Illinois 60637, USA
    Med Phys 31:2648-57. 2004
    ..86 with the proposed segmentation method, 0.80 with the region-growing method, and 0.83 with the watershed method...
  10. ncbi request reprint Comparison of independent double readings and computer-aided diagnosis (CAD) for the diagnosis of breast calcifications
    Yulei Jiang
    Department of Radiology, The University of Chicago, 5841 South Maryland Avenue, Chicago, IL 60637
    Acad Radiol 13:84-94. 2006
    ..The aim of the study is to compare independent double readings by radiologists and computer-aided diagnosis (CAD) in diagnostic interpretation of mammographic calcifications...
  11. ncbi request reprint A study on several machine-learning methods for classification of malignant and benign clustered microcalcifications
    Liyang Wei
    Department of Biomedical Engineering, Illinois Institute of Technology, Chicago, IL 60616, USA
    IEEE Trans Med Imaging 24:371-80. 2005
    ..e., SVM, KFD, and RVM) yielded the best performance (Az = 0.85, SVM), significantly outperforming a well-established, clinically-proven CADx approach that is based on neural network (Az = 0.80)...
  12. pmc Independent evaluation of computer classification of malignant and benign calcifications in full-field digital mammograms
    Rich S Rana
    Department of Radiology, The University of Chicago, 5841 South Maryland Avenue, Chicago, IL 60637, USA
    Acad Radiol 14:363-70. 2007
    ..The present study evaluated the computer technique independently on a new database of FFDM images with automatic detection of the individual calcifications...
  13. doi request reprint Hybrid multidimensional T2 and diffusion-weighted MRI for prostate cancer detection
    Shiyang Wang
    Department of Radiology, The University of Chicago, Chicago, Illinois, USA
    J Magn Reson Imaging 39:781-8. 2014
    ....
  14. doi request reprint Dynamic Contrast-enhanced MR Imaging Features of the Normal Central Zone of the Prostate
    Barry G Hansford
    Department of Radiology, University of Chicago Medicine, 5841 South Maryland Ave, MC2026, Chicago, IL 60637 Electronic address
    Acad Radiol 21:569-77. 2014
    ..Evaluate qualitative dynamic contrast-enhanced magnetic resonance imaging (MRI) characteristics of normal central zone based on recently described central zone MRI features...
  15. doi request reprint Prostate volumes derived from MRI and volume-adjusted serum prostate-specific antigen: correlation with Gleason score of prostate cancer
    Ibrahim Karademir
    1 Department of Radiology, University of Chicago, 5841 S Maryland Ave, MC 2026, Chicago, IL 60637
    AJR Am J Roentgenol 201:1041-8. 2013
    ..The purpose of this article is to study relationships between MRI-based prostate volume and volume-adjusted serum prostate-specific antigen (PSA) concentration estimates and prostate cancer Gleason score...
  16. pmc A scaling transformation for classifier output based on likelihood ratio: applications to a CAD workstation for diagnosis of breast cancer
    Karla Horsch
    Department of Radiology, The University of Chicago, Chicago, IL 60637, USA
    Med Phys 39:2787-804. 2012
    ..In particular, they investigated transformations between radiologists and computer classifiers, with the goal of addressing the problem of comparing and interpreting case-specific values of output from two classifiers...
  17. doi request reprint On the shape of the population ROC curve
    Yulei Jiang
    Department of Radiology, The University of Chicago, 5841 South Maryland Avenue, MC 2026, Chicago, IL 60637, USA
    Acad Radiol 20:897-907. 2013
    ..Human observers often do not produce empirical operating points near the northeast corner of the receiver operating characteristic (ROC) plot, and thus the local shape of the population ROC curve is unknown...
  18. ncbi request reprint An ROC comparison of four methods of combining information from multiple images of the same patient
    Bei Liu
    Kurt Rossmann Laboratories for Radiologic Image Research, Department of Radiology, The University of Chicago, Chicago, Illinois 60637, USA
    Med Phys 31:2552-63. 2004
    ..These results can be used as a guide in attempting to increase the efficacy of CAD when multiple images are available from the same patient...
  19. doi request reprint The effect of two priors on Bayesian estimation of "Proper" binormal ROC curves from common and degenerate datasets
    Richard M Zur
    Department of Radiology, The University of Chicago, IL 60637, USA
    Acad Radiol 17:969-79. 2010
    ..We propose a new prior that is flat over the area under the ROC curve (AUC) and investigate its effect on the Bayesian estimates...
  20. doi request reprint Revisiting the central gland anatomy via MRI: does the central gland extend below the level of verumontanum?
    Barry Glenn Hansford
    Department of Radiology, University of Chicago Medicine, Chicago, Illinois, USA
    J Magn Reson Imaging 39:167-71. 2014
    ..To determine whether the central gland of the prostate, composed of both central and transition zones, extends below the verumontanum in patients over age 43 based on prostate magnetic resonance imaging (MRI)...
  21. ncbi request reprint Computer-aided diagnosis in radiology: potential and pitfalls
    K Doi
    Department of Radiology, The University of Chicago, IL 60637, USA
    Eur J Radiol 31:97-109. 1999
    ..An intelligent CAD workstation was developed for detection of breast lesions in mammograms. Results obtained from the first 10,000 cases indicated the potential of CAD in detecting approximately one-half of 'missed' breast cancer...
  22. doi request reprint Enhanced expression of FHL2 leads to abnormal myelopoiesis in vivo
    Z Qian
    Section of Hematology Oncology and the Cancer Research Center, University of Chicago, Chicago, IL 60637, USA
    Leukemia 23:1650-7. 2009
    ..These results raise the possibility that deregulation of FHL2 contributes to the development of human myeloid disorders...
  23. doi request reprint Diffusion-weighted MR imaging of focal liver lesions in the left and right lobes: is there a difference in ADC values?
    Christine Schmid-Tannwald
    Department of Radiology, University of Chicago, Chicago, IL, USA
    Acad Radiol 20:440-5. 2013
    ..To determine possible differences between the left and right hepatic lobes in apparent diffusion coefficient (ADC) values of benign and malignant focal liver lesions (FLLs) and normal liver parenchyma...
  24. pmc Noise injection for training artificial neural networks: a comparison with weight decay and early stopping
    Richard M Zur
    Department of Radiology, The University of Chicago, 5841 South Maryland Avenue, MC2026, Chicago, Illinois 60637, USA
    Med Phys 36:4810-8. 2009
    ..These results indicate that training ANNs with noise injection can reduce overfitting to a greater degree than early stopping and to a similar degree as weight decay...
  25. ncbi request reprint Anniversary paper: evaluation of medical imaging systems
    Elizabeth A Krupinski
    Department of Radiology, University of Arizona, Tucson, Arizona 85724, USA
    Med Phys 35:645-59. 2008
    ..They discuss unique challenges in system evaluation that face the imaging community today and opportunities for future advances...
  26. ncbi request reprint Dependence of computer classification of clustered microcalcifications on the correct detection of microcalcifications
    Y Jiang
    Department of Radiology, The University of Chicago, Illinois 60637, USA
    Med Phys 28:1949-57. 2001
    ....
  27. pmc Computer-aided identification of prostatic adenocarcinoma: Segmentation of glandular structures
    Yahui Peng
    Department of Radiology, The University of Chicago, Chicago, IL 60637, USA
    J Pathol Inform 2:33. 2011
    ..We have developed a computer method to segment individual glandular units and to extract quantitative image features, for computer identification of prostatic adenocarcinoma...
  28. doi request reprint Prostate cancer: differentiation of central gland cancer from benign prostatic hyperplasia by using diffusion-weighted and dynamic contrast-enhanced MR imaging
    Aytekin Oto
    Department of Radiology, University of Chicago, 5841 S Maryland Ave, MC 2026, Chicago, IL 60637, USA
    Radiology 257:715-23. 2010
    ....
  29. pmc A multitarget training method for artificial neural network with application to computer-aided diagnosis
    Bei Liu
    Department of Radiation Oncology, University of Southern California, Los Angeles, CA, USA
    Med Phys 40:011908. 2013
    ..The authors propose a new training method for artificial neural networks (ANNs) in two-class classification tasks such as classifying breast lesions on a mammogram as malignant or benign...
  30. pmc Computer-aided detection of prostate cancer on tissue sections
    Yahui Peng
    Department of Radiology, The University of Chicago, Chicago, IL 60637, USA
    Appl Immunohistochem Mol Morphol 17:442-50. 2009
    ..These results show that the novel automated computer technique can accurately identify prostatic adenocarcinoma in the triple-antibody cocktail-stained prostate sections...
  31. ncbi request reprint Severity of vertebral fracture reflects deterioration of bone microarchitecture
    H K Genant
    Department of Radiology, University of California, 533 Parnassus Avenue, Suite U368E, San Francisco, CA 94143 1250, USA
    Osteoporos Int 18:69-76. 2007
    ..The objective of this study was to determine whether assessment of four grades of vertebral fracture severity could serve as a noninvasive surrogate marker for trabecular bone volume and microarchitecture...
  32. ncbi request reprint [Effect of emulsion on chromatographic process]
    Yulei Jiang
    College of Material Science and Chemical Engineering, Zhejiang University, Hangzhou 310027, China
    Se Pu 22:620-3. 2004
    ..It is shown that the chromatographic progress with emulsion is more complicated and multiple. The existence of multi mobile phases may sharpen simple wave to be shock wave or diffuse shock wave to be simple wave...

Research Grants12

  1. Computer-Aided Diagnosis of Breast Lesions in Mammograms
    Yulei Jiang; Fiscal Year: 2010
    ..This project will address significant limitations of current CADx technique with the objective of advancing CADx to become a clinical tool for breast cancer detection and diagnosis. ..
  2. Computer-Aided Diagnosis of Breast Lesions in Mammograms
    Yulei Jiang; Fiscal Year: 2009
    ..This project will address significant limitations of current CADx technique with the objective of advancing CADx to become a clinical tool for breast cancer detection and diagnosis. ..
  3. Computer-Aided Analysis of Histopathology Images of Prostate Cancer
    Yulei Jiang; Fiscal Year: 2007
    ..If the aims of this application are achieved, and if feasibilities are demonstrated successfully, then a new, previously not explored area of research will open up, with potential future impact to clinical practice. ..
  4. Computer-Aided Diagnosis of Breast Lesions in Mammograms
    Yulei Jiang; Fiscal Year: 2006
    ....
  5. Estimating Neural Network Precision for Cancer Diagnosis
    Yulei Jiang; Fiscal Year: 2003
    ....
  6. Neural Network Prediction of Prostate Cancer Progression
    Yulei Jiang; Fiscal Year: 2003
    ..abstract_text> ..