Selected peer-reviewed journal publications (in chronological order).

  1. H. Greenspan, C. Anderson and S. Akber, “Image Enhancement by Non-Linear Extrapolation in Frequency Space,” IEEE Trans. Image Processing (IEEE-IP), Vol. 9, No. 6, pp. 1035-1048, June 2000.
  2. H. Greenspan, M. Laifenfeld, S. Einav and O. Barnea, “Center-line Extraction in Quantitative Coronary Angiography as a Function of the Coronary Geometrical Complexity,” IEEE Trans. on Medical Imaging (IEEE-TMI), Vol. 20, No. 9, pp. 928-941, Sept. 2001.
  3. H. Greenspan, J. Goldberger and Itai Eshet, “Mixture Model for Face Color Modeling and Segmentation”, Pattern Recognition Letters, Vol. 22, pp. 1525-1536, Sept. 2001.
  4. H. Greenspan, J. Goldberger and L. Ridel, “A Continuous Probabilistic Framework for Image Matching,” J. of Computer Vision and Image Understanding, Vol. 84, No. 3, pp. 384-406, Dec. 2001.
  5. H. Greenspan, C. Rothmann, T. Cycowitz, Y. Nissan, A. Cohen and Z. Malik, Classification of Lymphoproliferative Disorders by Spectral Imaging of the Nucleus", Journal of Histology and Histopathology, Vol. 17, No. 3, pp. 767-73, 2002.
  6. H. Greenspan, G. Oz, N. Kiryati and S. Peled, “MRI inter-slice reconstruction using super-resolution”, Magnetic Resonance Imaging, Vol. 20, No. 5, pp. 437-446, June 2002.
  7. C. Carson, S. Belongie, H. Greenspan and J. Malik, “Blobworld: Image Segmentation using Expectation-Maximization and its Application to Image Querying”, IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE-PAMI), Vol. 24, No. 8, pp. 1026-1038, August 2002.
  8. H. Greenspan, G. Dvir, Y. Rubner, “Context Dependent Segmentation and Matching in Image Databases,” Journal of Computer Vision and Image Understanding (CVIU), online publication: October 2003; printed version: Vol 93, pp. 86-109, January 2004.
  9. H. Greenspan, J. Goldberger and A. Mayer, “Probabilistic Space-Time Video Modeling via Piecewise GMM”, IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE-PAMI), Vol 26, No. 3, pp. 384-396, March 2004.
  10. H. Greenspan, J. Goldberger and A. Mayer, “Probabilistic Space-Time Video Modeling via Piecewise GMM”, IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE-PAMI), Vol 26, No. 3, pp. 384-396, March 2004.
  11. S. Trattner, H. Greenspan, G. Tepper and S. Abboud, “Automatic Identification of Bacterial Types using Statistical Imaging Methods,” IEEE Transactions on Medical Imaging (IEEE-TMI), Vol 23, No. 7, pp. 807-820, July 2004.
  12. H. Greenspan, O. Shechner, M. Scheinowitz and M.S. Feinberg, “Doppler echocardiography flow-velocity image analysis for patients with atrial fibrillation,” Ultrasound in Medicine and Biology, Vol. 31, No. 8, 1031-1040, August 2005.
  13. J. Goldberger, S. Gordon and H. Greenspan, “Unsupervised Image-Set Clustering Using an Information Theoretic Framework,” IEEE Transactions on Image Processing (IEEE-IP), Vol. 15, No. 2, pp.449-458, February 2006.
  14. J. Goldberger and H. Greenspan. “Context-based Segmentation of Image Sequences,” IEEE Trans. on Pattern Analysis and Machine Intelligence (IEEE-PAMI), Vol. 28, No. 3, pp. 463-468, March 2006.
  15. H. Greenspan, A. Ruf and J. Goldberger, “Constrained Gaussian Mixture Model Framework for Automatic Segmentation of MR Brain Images,” IEEE Transactions on Medical Imaging (IEEE-TMI), Vol. 25, No. 9, pp. 1233 - 1245, September 2006.
  16. H. Greenspan, and A. Pinhas.: Medical Image Categorization and Retrieval for PACS using the GMM-KL framework. IEEE Tran. on Information Technology in BioMedicine, Vol. 11, Issue 2, 190-2002, 2007.
  17. H. Greenspan, ``Revisiting the feature and content gap for landmark-based and image-to-image retrieval in medical CBIR,'' Int. J. of Healthcare Infor. Sys. and Informatics (IJHISI), 4(1), pp. 68-87, 2009.
  18. H. Greenspan, S. Gordon, G. Zimmerman, J. Jeronimo, S. Antani and R. Long, ''Automatic detection of anatomical landmarks in uterine cervix images", IEEE Trans on Medical Imaging (IEEE-TMI), Vol. 28, No. 3, pp. 454-468, March 2009.
  19. S. Gordon, S. Lotenberg, R. Long, S. Antani, J. Jeronimo and H. Greenspan, "Evaluation of uterine cervix segmentations using ground truth from multiple experts", J. of Computerized medical imaging and graphics, Vol. 33, No. 3, pp. 205-216, April 2009.
  20. S. Lotenberg , S. Gordon and H. Greenspan,”Shape Priors for Segmentation of the Cervix Region within Uterine Cervix Images," Journal of Digital Imaging (JDI), Vol. 22, No. 3, pp. 217-343, June 2009.
  21. A. Mayer and H. Greenspan, “An adaptive mean-shift framework for MRI brain segmentation,” IEEE Trans on Medical Imaging (IEEE-TMI), Vol. 28, No. 8, pp. 1238-50, August 2009.
  22. S. Gordon and H. Greenspan,“An agglomerative segmentation framework for non-convex regions within uterine cervix images”, Journal of Image and Vision Computing, Vol. 28, No. 12, pp. 1682-1701, December 2010.
  23. O. Freifeld, H. Greenspan and J Goldberger, "Multiple Sclerosis Lesion Detection Using Constrained GMM and Curve Evolution”, International Journal of Biomedical Imaging, Volume 2009 (2009), Article ID 715124
  24. S. Napel, CF. Beaulieu, C. Rodriguez, J. Cui, J. Xu, A. Gupta, D. Korenblum, H. Greenspan, Y Ma, DL. Rubin, “Automated Retrieval of CT Images of Liver Lesions Based on Image Similarity: Method and Preliminary Results,” in press Radiology, January 13, 2010.
  25. O. Zvitia, A. Mayer, R. Shadmi, S. Miron and H. Greenspan, “Co-registration of White Matter Tractographies by Adaptive-Mean-Shift and Gaussian Mixture Modeling”, IEEE Trans on Medical Imaging (IEEE-TMI), Vol. 29, No. 1, pp. 132-145, January 2010.
  26. A. Alush, H. Greenspan and J. Goldberger, ''Automated and interactive lesion detection and segmentation in Uterine cervix images," IEEE Trans on Medical Imaging (IEEE-TMI), Vol. 29, No. 2, pp. 488-501, February 2010.
  27. S. Napel , C.F. Beaulieu, C. Rodriguez , J. Cui , J. Xu , A. Gupta , D. Korenblum , H. Greenspan, Y. Ma, D.L. Rubin, ‘’Automated Retrieval of CT Images of Liver Lesions Based on Image Similarity:Method and Preliminary Results," Radiology, Vol. 256, No. 1, pp. 243-252, July 2010.
  28. S. Gordon and H. Greenspan, ‘’An agglomerative segmentation framework for non-convex regions within uterine cervix images", Journal of Image and Vision Computing, Vol. 28, No. 12, pp. 1682-1701, December 2010.
  29. A. Mayer, G. Zimmerman-Moreno, R. Shadmi, A. Batikoff and H. Greenspan, ‘’A supervised framework for the registration and segmentation of white matter fiber tracts," IEEE Trans on Medical Imaging (IEEE-TMI), Vol. 30, No. 1, pp. 131-145, January 2011.
  30. U. Avni , H. Greenspan, E. Konen, M. Sharon, and J. Goldberger, ‘’X-ray Categorization and Retrieval on the Organ and Pathology Level, Using Patch-Based Visual Words", IEEE Trans on Medical Imaging (IEEE-TMI), Vol. 30, No. 3, pp. 733 - 746, March 2011.
  31. C.B. Akgul , D.L. Rubin, S. Napel, C.F. Beaulieu, H. Greenspan, B. Acar, ‘’Content Based Image Retrieval in Radiology: Current Status and Future Directions," Journal of Digital Imaging, Vol. 24, No. 2, pp.208-222, April 2011.
  32. J. Xu , H. Greenspan, S. Napel, D. L. Rubin, ‘’Automated Temporal Tracking and Segmentation of Lymphoma on serial CT Examinations," Medical Physics, Vol. 38, No. 11, pp. 5879-5887, October 2011.
  33. J. Xu, S. Napel, H. Greenspan, C. F. Beaulieu, N. Agrawal, D.L. Rubin, ‘’Quantifying the margin sharpness of lesions on radiological images for content-based image retrieval," Med Physics, Vol. 39, No. 9, pp. 5405-5418, September 2012.

Patents

  1. US5717789: Image enhancement by non-linear extrapolation in frequency space, C. Anderson and H. Greenspan, Filed Sept. 1995; Issued February 1998.
  2. US5956427: DFT encoding of oriented filter responses for rotation invariance and orientation estimation in digitized images, H. Greenspan and S. Belongie, Filed June 1995; Issued September 1999.
  3. US6005983: Image enhancement by non-linear extrapolation in frequency space, C. Anderson and H. Greenspan, Filed Sept. 1997; Issued December 1999.
  4. US7184100: Method of Selecting Key-Frames from a Video Sequence, I. Wilf, O. Menadova and H. Greenspan, Filed March 1999; Issued February 2007.
  5. US61358979: Method and System of Classifying Medical Images," H. Greenspan, J. Goldberger, U. Avni, E. Konen and M. Sharon, Filed June 2010.