Conference Papers

Conference Proceeding Papers 

  1. F. Y. Shih and O. R. Mitchell, ``Threshold decomposition of grayscale morphology into binary morphology,'' Proc. Computer Integrated Design, Manufacturing and Automation, Lafayette, IN, pp. 266-274, 1985.
  2. F. Y. Shih and O. R. Mitchell, ``Skeletonization by grayscale
    morphology,'' Proc. Computer Integrated Design, Manufacturing and Automation, Lafayette, IN, pp. 401-406, 1986.
  3. D. Anderson, F. Shih, et al., ``Vision guided servoing for
    intelligent automated assembly,'' Proc. Computer Integrated Design,
    Manufacturing and Automation    , Lafayette, IN, pp. 428-431, 1986.
  4. F. Y. Shih and O. R. Mitchell, ``Skeletonization and distance transformation by grayscale morphology,'' Proc. SPIE Symp. Automated Inspection and High Speed Vision Architectures, Cambridge, MA, pp. 80-86, November 1987. 
  5. F. Y. Shih and O. R. Mitchell, ``Decomposition of gray scale morphological structuring elements,'' Proc. IEEE Computer Society Workshop Computer Vision, Miami Beach, FL, pp. 304-306, December 1987. 
  6. F. Y. Shih and O. R. Mitchell, ``Industrial parts recognition and inspection by image morphology,'' Proc. IEEE Inter. Conf. Robotics and Automation, Philadelphia, PA, Vol. 3, pp. 1764-1766, April 1988. 
  7. F. Y. Shih and O. R. Mitchell, ``Automated fast recognition and location of arbitrarily shaped objects by image morphology,'' Proc. IEEE Conf. Computer Vision and Pattern Recognition, Ann Arbor, MI, pp. 774-779, June 1988. 
  8. F. Y. Shih and H. S. Don, ``Machine tools recognition by image morphology,'' Proc. IEEE Inter. Computer Symp., Taiwan, pp. 1503-1509, Dec. 1988. 
  9. F. Y. Shih and J. Moh, ``Image morphological operations by neural circuits,'' Proc. IEEE Inter. Symp. Circuits and Systems, pp. 774-777, Oregon, May 1989. 
  10. F. Y. Shih, ``A new image compression technique based on geometric features,'' Proc. IEEE Inter. Conf. Image Processing, Singapore, Sep. 1989. 
  11. R. A. Wahler and F. Y. Shih, ``Image enhancement for radiographs utilizing filtering, gray scale transformation and Sobel gradient operator,'' Proc. 11th Annual Inter. Conf. of IEEE Engineering in Medical & Biology Society, Seattle, WA, pp. 618-619, November 1989. 
  12. F. Y. Shih and C. Prathuri, ``Depth cues from optical flow,'' Proc. SPIE Intelligent Robotics and Computer Vision VIII, Philadelphia, PA, pp. 770-777, November 1989. 
  13. F. Y. Shih, ``Representation of geometric features, tolerances, and attributes using mathematical morphology,'' Proc. SPIE Visual Communications and Image Processing IV, Philadelphia, PA, pp. 192-199, November 1989. 
  14. F. Y. Shih and O. R. Mitchell, ``Euclidean distance transformation based on gray-scale morphology,'' Proc. Sixth Israel Conf. Artificial Intelligence and Computer Vision, December 1989. 
  15. F. Y. Shih and C. S. Prathuri, ``Shape extraction from size histogram,'' Proc. Sixth Israel Conf. Artificial Intelligence and Computer Vision, December 1989. 
  16. F. Y. Shih and J. Moh, ``A self-organization architecture for clustering analysis,'' Proc. 23rd IEEE Inter. Conf. System Sciences, Hawaii, January 1990. 
  17. F. Y. Shih, C. T. King and C. C. Pu, ``A two-scan algorithm and architecture to a root for morphological filters,'' Proc. IEEE Inter. Phoenix Conf. Computers and Communications, Arizona, pp. 78-84, March 1990. 
  18. F. Y. Shih and P. Yeh, ``Model-based partial shape recognition using contour curvature and affine transformation,'' Proc. IEEE Inter. Conf. Systems Integration, Morristown, NJ, pp. 294-301, April 1990. 
  19. F. Y. Shih and C. C. Pu, ``Medial axis transformation with single-pixel and connectivity preservation using Euclidean distance computation,'' Proc. 10th IEEE Inter. Conf. Pattern Recognition, Atlantic City, NJ, pp. 723-725, June 1990. 
  20. F. Y. Shih, J. Moh, and H. Bourne, ``A neural architecture applied to the enhancement of noisy binary images without prior knowledge,'' Proc. IEEE Inter. Conf. Tools for Artificial Intelligence, Herndon, VA, pp. 699-705, Nov. 1990. 
  21. F. Y. Shih and J. Moh, ``Improved adaptive resonance theory,'' Proc. SPIE Conf. Intelligent Robots and Computer Vision IX: Neural, Biological, and 3-D Methods, vol. 1382, Boston, MA, pp. 26-36, Nov. 1990.
  22. F. Y. Shih and J. Moh, ``Implementing neural morphological operations using programmable logic,'' Proc. SPIE Conf. Intelligent Robots and Computer Vision IX: Neural, Biological, and 3-D Methods, vol. 1382, Boston, MA, pp. 99-110, Nov. 1990. 
  23. F. Y. Shih and O. R. Mitchell, ``A mathematical morphology approach to Euclidean distance transformation,'' Proc. IEEE Inter. Computer Symp., Taiwan, R.O.C., pp. 633-638, Dec. 1990. 
  24. F. Y. Shih and C. C. Pu, ``A maxima-tracking method for skeletonization from Euclidean distance function,'' Proc. IEEE Inter. Conf. Tools for Artificial Intelligence, San Jose, CA, pp. 246-253, Nov. 1991. 
  25. F. Y. Shih and H. Wu, ``Decomposition of geometric-shaped structuring elements using morphological transformations on binary images,'' Proc. IEEE Inter. Phoenix Conf. Computers and Communications, Scottsdale, AZ, pp. 321-328, April 1992. 
  26. F. Y. Shih, S. Chen, D. C. Hung, and P. A. Ng, ``A document segmentation, classification and recognition system,'' Proc. IEEE Inter. Conf. Systems Integration, Morristown, NJ, pp. 258-267, June 1992. 
  27. F. Y. Shih and W. Wong, ``Restoration of binary and gray-scale images using contour mid-crack codes description,'' Proc. IEEE Inter. Conf. Pattern Recognition, Vol. 3, Netherlands, pp. 725-728, August 1992. 
  28. F. Y. Shih and G. P. Chen, ``Classification of landsat Remote Sensing Images by a Fuzzy Unsupervised Clustering Algorithm,'' Proc. Inter. Conf. Fuzzy Theory & Technology, Durham, NC, p. 314, Oct. 1992. 
  29. D. Shasha, J. Wang, K. Zhang, and F. Shih, ``Pattern matching in unordered trees,'' Proc. IEEE Inter. Conf. Tools for Artificial Intelligence, Arlington, VA, pp. 352-361, Nov. 1992. 
  30. F. Y. Shih and C. C. Pu, ``Morphological shape description using geometric spectrum on multidimensional binary images,'' Proc. SPIE Conf. Visual Communications and Image Processing, Boston, MA, pp. 907-918, Nov. 1992. 
  31. F. Y. Shih, ``Progress in mathematical morphology used for image processing and distance transform,'' Proc. National Science Foundation Design and Manufacturing Systems Conf., Charlotte, NC, pp. 1837-1841, Jan. 1993. 
  32. C. C. Pu and F. Y. Shih, ``Soft mathematical morphology: binary and gray scale,'' Proc. Inter. Workshop: Mathematical Morphology and Its Applications to Signal Processing, Barcelona, Spain, May 1993. 
  33. F. Y. Shih and C. C. Pu, ``Threshold decomposition of soft morphological filters,'' Proc. IEEE Conf. Computer Vision and Pattern Recognition, New York City, NY, pp. 672-673, June 1993. 
  34. C. C. Pu and F. Y. Shih, ``Morphological shape description and shape recognition using geometric spectrum on multidimensional binary images ,'' Proc. of the IECON '93, Inter. Conf. Industrial Electronics, Control, and Instrumentation, pp. 1371-1376, 1993.
  35. F. Y. Shih and C.-H. T. Yang, ``On solving exact Euclidean distance transformation with invariance to object size,'' Proc. IEEE Conf. Computer Vision and Pattern Recognition, New York City, NY, pp. 607-608, June 1993. 
  36. C. C. Pu and F. Y. Shih, ``Design and implementation of soft morphological filters,'' Proc. Inter. Conf. on Signal Processing Applications and Technology, Oct. 1993. 
  37. S.-S. Chen, F. Y. Shih, and P. A. Ng, ``A fuzzy model for unsupervised character classification,'' Proc. Inter. Conf. Fuzzy Theory & Technology, Durham, NC, pp. 70-72, Oct. 1993. 
  38. J. Moh and F. Y. Shih, ``A general purpose model for image processing based on multilayer perceptrons,'' Proc. World Congress on Neural Networks, San Diego, CA, June 1994. 
  39. F. Y. Shih, V. Gaddipati, and D. Blackmore, ``Error analysis of surface fitting for swept volumes,'' Proc. Japan-U.S.A. Symposium on Flexible Automation, Kobe, Japan, pp. 733-737, July 1994. 
  40. J. Moh and F. Y. Shih, ``Neural architectures for mathematical morphology and fuzzy morphology,'' Proc. Inter. Joint Conf. on Information Sciences, Pinehurst, NC, pp. 308-311, Nov. 1994.
  41. S. Chen, F. Y. Shih, and P. A. Ng, ``A fuzzy model for skeletonization,'' Proc. Inter. Joint Conf. on Information Sciences, Pinehurst, NC, pp. 256-259, Nov. 1994. 
  42. W. Wong, Y. Chen, and F. Y. Shih, ``A fully parallel algorithm for the extraction of chain and mid-crack codes of multiple contours,'' Proc. International Computer Symposium, Taiwan, pp. 565-570, Dec. 1994. 
  43. C. Pu and F. Y. Shih, ``Threshold decomposition of gray-scale soft morphological erosion into binary soft morphological erosion,'' Proc. International Computer Symposium, Taiwan, pp. 224-229, Dec. 1994. 
  44. F. Y. Shih, C. Lai, S. Pei, and J. Horng, ``Order statistic soft morphological filters,'' Proc. Inter. Conf. Information Sciences, Research Triangle Park, NC, pp. 1-4, March. 1997. 
  45. F. Y. Shih and M. Rosiek, ``A morphological approach for target recognition,'' Proc. Inter. Conf. Information Sciences, Research Triangle Park, NC, pp. 8-11, March. 1997. 
  46. F. Y. Shih and N. Kannan, ``Object oriented software development for image processing toolkit,'' Proc. Inter. Conf. Information Sciences, Research Triangle Park, NC, pp. 16-18, March. 1997. 
  47. F. Y. Shih, R. Soodini, and M. Rosiek, ``Image multiresolution decomposition and progressive transmission using wavelets,'' Proc. Inter. Conf. Information Sciences, Research Triangle Park, NC, pp. 19-22, March. 1997. 
  48. J. Moh and F. Y. Shih, ``A new neural network architecture for personal handwritten recognition,'' Proc. Inter. Conf. Information Sciences, Research Triangle Park, NC, pp. 23-26, March. 1997. 
  49. S. Pei, C. Lai, F. Y. Shih, ``A morphological approach to shortest path planning for rotating objects,'' Proc. Inter. Symp. on Multimedia Information Processing, pp. 56-61, Taipei, Taiwan, Dec. 1997. 
  50. E. Morales and F. Y. Shih, ``Wavelet image compression using pruned quadtrees,'' Proc. Inter. Workshop Computer Vision, Pattern Recognition and Image Processing, Research Triangle Park, NC, pp. 449-452, Oct. 1998. 
  51. F. Y. Shih and W.-T. Wong, ``A one-pass algorithm for local symmetry of contours from chain codes,'' Proc. Inter. Workshop Computer Vision, Pattern Recognition and Image Processing, Research Triangle Park, NC, pp. 258-261, Oct. 1998. 
  52. F. Y. Shih and P.-H. Hsu, ``Using contour-direction features to speed up character recognition,'' Proc. Inter. Conference on Information Sciences, Atlantic City, NJ, pp. 200-203, Feb. 2000. 
  53. F. Y. Shih and M. Wu, ``B-spline applications to image filtering,'' Proc. Inter. Conference on Information Sciences, Atlantic City, NJ, pp. 87-90, Feb. 2000. 
  54. F. Y. Shih and S. Y. Wu, ``Image watermarking in both spatial and frequenc domains,'' Proc. 2002 Computer Graphics Workshop, Taiwan, June 2002.
  55. F. Y. Shih and S. Y. Wu, ``Genetic algorithms based error correction in image watermarking,'' Proc. 2002 Computer Graphics Workshop, Taiwan, June 2002.
  56. G. Bengu. G. Liu, R. Adval, F. Shih, ``Educational application of an online context sensitive speech dictionary,'' Seventeenth Inter. Symposium on Computer and Information Sciences, Orlando, FL, pp. 114-121, Oct. 2002.
  57. M. Qu, F. Y. Shih, J. Jing, and H. Wang, ``Automatic solar flare detection using MLP, RBF, and SVM,'' 34th Conference on AAS Solar Physics, Laurel, MD, pp. 808, June 2003.
  58. Y. Wu and F. Y. Shih, ``Multimedia compression and watermarking using genetic algorithms,'' Proc. 2003 Computer Graphics Workshop, Taiwan, Aug. 2003.
  59. F. Y. Shih, S. Cheng and C.-F. Chuang, ``Face and eye detection using PCA and SVM in color images'' 7th Joint Conferences on Information Sciences, Cary, NC, pp. 731-734, Sep. 2003.
  60. F. Y. Shih and V. Gaddipati, ``Object representation based on sweep mathematical morphology,'' 7th Joint Conferences on Information Sciences, Cary, NC, pp. 821-824, Sep. 2003.
  61. F. Y. Shih and Y. Wu, ``A deriving two-scan approach for exact Euclidean distance transformation,'' 7th Joint Conferences on Information Sciences, Cary, NC, pp. 825-828, Sep. 2003.
  62. H. Wang, M. Qu, F. Shih, C. Denker, A. Gerbessiotis, M. Lofdahl, D. Rees and C. Keller,  ``Innovative information technology for space weather research,'' 204th American Astronomical Society Meeting, Denver, CO, vol. 36, no. 2, p. 755, May 2004.
  63. M. Qu, F. Shih, J. Jing, and H. Wang, ``Automated solar detection and characterizatioin,'' 204th American Astronomical Society Meeting, Denver, CO, vol. 36, no. 2, p. 760, May 2004.
  64. M. Qu, F. Y. Shih, J. Jing, and H. Wang, ``Solar flare tracking using image processing techniques,'' IEEE Inter. Conf. on Multimedia and Expo, Taiwan, June 2004.
  65. F. Y. Shih and Y. Wu, ``A novel fragile watermarking technique,'' IEEE Inter. Conf. on Multimedia and Expo, Taiwan, June 2004.
  66. M. Qu, F. Y. Shih, J. Jing, H. Wang, and D. Rees, ``Automatic solar flare tracking,'' Eighth Inter. Conf. on Knowledge-based Intelligent Information & Engineering Systems, New Zealand, Sep. 2004.
  67. M. Qu, F. Y. Shih, J. Jing, and H. Wang, ``Automatic solar flare tracking using image processing techniques,'' Solar Image Processing Workshop II, Annapolis, MD, Nov. 2004.
  68. F. Y. Shih, ``Overview of machine learning in solar physics,'' Solar Image Processing Workshop II, p. 48, Annapolis, MD, Nov. 2004.
  69. W. Wong, F. Y. Shih, T. Su, ``Fast indexing for shape-based image retrieval based on similarity measures of spatial features,'' IEE Inter. Conf. on Visual Information Engineering, Scotland, UK, April 2005.
  70. F. Y. Shih, Y. Wu, and J. Chen, ``A smart sensor network for object detection, classification and recognition,'' The Fourteenth Wireless and Optical Communications Conference, Newark, NJ, April 2005.
  71. M. Qu, F. Y. Shih, J. Jing, and H. Wang, ``Automated recognition of solar flares in real-time data,'' The Fourteenth Wireless and Optical Communications Conference, Newark, NJ, April 2005.
  72. G. Fu, F. Y. Shih, and H. Wang, ``Automatic detection of prominence eruption,'' 2005 Joint Assembly AGU and AAS Solar Physics, New Orleans, Louisiana, May 2005.
  73. M. Qu, F. Y. Shih, J. Jing, and H. Wang, ``Automated detection and identification of solar filaments and sunspots,'' 2005 Joint Assembly AGU and AAS Solar Physics, New Orleans, Louisiana, May 2005.
  74. M. Qu, F. Y. Shih, J. Jing, and H. Wang, ``Automatic detectioin of corona mass ejections using pattern recognition techniques,'' 2005 Joint Assembly AGU and AAS Solar Physics, New Orleans, Louisiana, May 2005.
  75. Y. Wang, F. Y. Shih, and M. Ma, ``Precise gridding of microarray images by detecting and correcting rotations in subarrays,'' Sixth Inter. Conf. on Computer Vision, Pattern Recognition and Image Processing, Salt Lake City, UT, July 2005.
  76. K. Zhang, M. Ma, H. Wang, Y. Wang, T. Wang, F. Y. Shih, and P. Soteropoulos, ``Robust microarray image segmentation and quantification using extended local background,'' Sixth Inter. Conf. on Computer Vision, Pattern Recognition and Image Processing, Salt Lake City, UT, July 2005.
  77. K. Zhang, M. Ma, H. Wang, Y. Wang, M. Banerjee, A. Karmaker, J. Wang, F. Y. Shih, and H. Li, ``SNP auto-calling using support vector machines,'' Sixth Inter. Symposium on Computational Biology and Genome Informatics, Salt Lake City, UT, July 2005.
  78. S. Brahnam, C. Chuang, F. Y. Shih, and M. Slack, ``SVM classification of neonatal facial images of pain,'' Proc. WILF 2005 6th International Workshop on Fuzzy Logic and Applications, Crema, Italy, Sep. 2005.
  79. F. Y. Shih and Y. Fu, ``Color correction for color distorted images,'' Proc. the Third IASTED International Conf. on Circuits, Signals, and Systems, Marina del Rey, CA, pp. 206-211, Oct. 2005.
  80. Y. Wu and F. Y. Shih, ``A robust high-capacity watermarking algorithm,'' Proc. Electro/Information Technology Conference, East Lansing, MI, May 2006.
  81. Y. Wu and F. Y. Shih, ``Differential histogram equalization based image simplification,'' Proc. Electro/Information Technology Conference, East Lansing, MI, May 2006.
  82. G. Fu, F. Shih, and H. Wang, ``Automatic detection of emerging flux regions,'' 37th Solar Physics Division Meeting of the American Astronomical Society, vol. 38, no. 2, Durham, New Hampshire, June 25-30, 2006.
  83. G. Fu, F. Shih, and H. Wang, ``Solar image processing: detection of prominence eruptions,'' 19th Computer Vision, Graphics, and Image Processing Conference, Taoyuan, Taiwan, Aug. 13-15, 2006.
  84. J.-L. Chen, M.-C. Chen, T.-L. Chiang, Y.-C. Chang, and F. Y. Shih,``Distributed fermat-point location estimation for wireless sensor network applications,'' IEEE Sarnoff Symposium, Princeton, NJ, Apr. 2007.
  85. G. Fu, J. Jing, H. Song, F. Y. Shih, and H. Wang, ``Solar flare prediction using kernel-based regression analysis,'' Proc. American Astronomical Society AAS 210th Meeting, Honolulu, Hawaii, May 2007.
  86. G. Fu, F. Y. Shih, and H. Wang, ``Automatic detection of emerging flux regions in consecutive michelson doppler imager magnetograms,'' Proc. American Astronomical Society AAS 210th Meeting, Honolulu, Hawaii, May 2007.
  87. F. Y. Shih, Y. C. Chang, M. C. Peng, and Y. S. Lin, ``Cross layer design for RFID/EPC network,'' Proc. International Conference on Mobile Technology, Applications, and Systems, Yilan, Taiwan, pp. 1-6, 2008.
  88. Y. Yuan, F. Y. Shih, and H. Wang, ``Flare prediction using photoshperic magnetic features,'' Proc. Fourth Solar Image Processing Workshop, Baltimore, MD, Oct. 2008.
  89. Y. Yuan, F. Y. Shih, and J. Jing, ``An automated flare forecasting system using statistical and machine techniques,'' Proc. Solar Physics Division Meeting, American Astronomical Society, Boulder, Colorado, June 2009.
  90. Y. Yuan, F. Y. Shih, J. Jing, and H. Wang, ``Solar filament extraction and characterization,'' Proc. American Astronomical Society AAS 216th Meeting, Miami, FL, May 2010.
  91. Y. Yuan, F. Y. Shih, J. Jing, and H. Wang, ``Solar flares forecasting using sunspot-groups classification and photospheric magnetic parameters,'' IAU Symposium 273 Physics of Sun and Star Spots, Ventura, California, August 2010.
  92. Y. Q. Zhao, F. Y. Shih, Y. Q. Shi, ``Passive detection of paint-doctored JPEG images,'' 9th International Workshop on Digital Watermarking, Seoul, Korea, pp. 1-11, Oct. 2010, also in Lecture Notes in Computer Science, SpringerLink, vol. 6526, pp. 1-11, 2011.
  93. C. De and F. Y. Shih, ``Quantification and relative comparisons of synthesized texture,'' International Conference on Image Processing, Computer Vision, & Pattern Recognition, Las Vegas, Nevada, July 18-21, 2011.
  94. V. G. Edupuganti, Frank Y. Shih, and S. Kompalli, ``Categorization of camera captured documents based on logo identification,'' Proc. 14th Intl. Conf. Computer Analysis of Images and Patterns (CAIP), Seville, Spain, pp. 130-137, August 29-31, 2011.
  95. C. De and F. Y. Shih, ``Improved image inpainting using maximum value edge detector,'' Proc. Southwest Symp. Image Analysis and Interpretation, Santa Fe, New Mexico, USA, April 22-24, 2012.
  96. C. De and F. Y. Shih, ``Enhance hybrid texture synthesis,'' Proc. the 16th International Conference on Image Processing, Computer Vision, & Pattern Recognition, Las Vegas, Nevada, USA, July 16-19, 2012.
  97. Y.-J. Wu, C.-M. Tsai, and F. Y. Shih, ``Improving leaf classification rate via background removal and ROI extraction, '' Proc. the 4th International Conference on Control, Robotics and Informatics, Tokyo, Japan, Dec. 26-27, 2015.
  98. C.-M. Tsai, J.-W. Hsieh, and F. Y. Shih, ``Motion-based vehicle detection in Hsuehshan tunnel, '' Proc. the Eighth International Conference on Advanced Computational Intelligence, Chiang Mai, Thailand, Feb. 14-16, 2016.
  99. F. Y. Shih, S. Liu, G. Russell, K. Russell, and H. Phan, ``Classification of ecological data using deep learning methods, '' Proc. Global Conference on Biomedical Engineering, Taoyuan, Taiwan, Nov. 30-Dec. 3, 2018.
  100. Yunzhe Xue, Yanan Yang, Fadi Farhat, Frank Y. Shih, Olga Boukrina, A. M. Barrett, Jeffrey R. Binder, William W. Graves, and Usman W. Roshan, ``Brain tumor classification with tumor segmentations and a dual path residual convolutional neural network from MRI and pathology images, '' Proceedings of the MICCAI Radiology-Pathology Challenge on Brain Tumor Classification (CPM-RadPath), 2019.
  101. F. Gerges and F. Y. Shih, ``Automatic diagnosis of acne and rosacea using deep learning, '' Proc. 9th Intl. Conf. Digital Image Processing and Vision, Vancouver, Canada, May 30-31, 2020.
  102. F. Gerges and F. Y. Shih, ``A convolutional deep neural network approach for skin cancer detection using skin lesion images, '' Proc. 20th Industrial Conference on Data Mining, New York, USA, July 15-19, 2020.
  103. Y. Yang, F. Farhat, Y. Xue, F. Y. Shih, and U. Roshan, ``Classifying histopathology images with random depthwise convolutional neural networks, '' Proc. 7th Intl. Conf. Bioinformatics Research and Applications (ICBRA 2020), Berlin, Germany, Sep. 13-15, 2020.
  104. Z. Yang, Y. Yang, Y. Xue, F. Y. Shih, J. Ady, and U. Roshan, ``Accurate and adversarially robust classification of medical images and ECG time-series with gradient-free trained sign activation neural networks, '' IEEE Intl. Conf. Bioinformatics and Biomedicine (BIBM), Dec. 16-19, 2020.
  105. Y. Yang, F. Y. Shih, and U. Roshan, ``Adversarially robust and accurate machine learning for image classification, '' CRA-WP Visual Workshop, Apr. 23-24, 2021.
  106. F. Gerges, F. Y. Shih, and D. Azar, ``Automated diagnosis of acne and rosacea using convolution neural networks, '' Proc. 4th Intl. Conf. Artificial Intelligence and Pattern Recognition (AIPR 2021), Xiamen, China, Sep. 17-19, 2021.
  107. C. M. Tsai and F. Y. Shih, ``Real-time vehicle counting by deep-learning networks, '' Intl. Conf. Machine Learning and Cybernetics (ICMLC), Toyama, Japan, Sep. 9-11, 2022.
  108. N. Khatri, A. Dasgupta, Y. Shen, X. Zhong, and F. Y. Shih, ``Perspective transformation layer, '' Intl. Conf. Computational Science and Computational Intelligence, Las Vegas, USA, Dec. 14-16, 2022.