Jing-Ming Guo
Jing-Ming Guo
Director, Advanced Intelligent Image and Vision Technology Research Center, National Taiwan University of Science and Technology
Distinguished Professor, Department of Electrical Engineering, National Taiwan University of Science and Technology
Research Areas
Big data signal processing, artificial intelligence, digital image/video processing, computer vision, biometrics recognition, digital halftoning, multimedia security
Course
Digital Image Processing, Image and Video Coding and Security, Multimedia Signal Processing, Signals and Systems, Electronics
LAB
Multimedia Signal Processing LAB (EE602-2) (http://sites.google.com/site/mspeentust)
Office
T2-424, No.43, Keelung Rd., Sec.4, Da'an Dist., Taipei City 106335, Taiwan (R.O.C.)
Phone
(02)27303241
FAX
(02)27303241
jmguo@mail.ntust.edu.tw
Education & Experience
PhD: Institute of Communication Engineering, National Taiwan University
Biography:
Prof. Guo received the Ph.D. degree from the Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan, in 2004. He is currently a full Professor with the Department of Electrical Engineering, and Director of Advanced Intelligent Image and Vision Technology Research Center. He has been seconded as Chief Technology Officer to Service Systems Technology Center and Information and Communications Research Laboratories of Industrial Technology Research Institute (ITRI) starting from 2022 and 2023, respectively. He was Vice Dean of the College of Electrical Engineering and Computer Science, and Director of the Innovative Business Incubation Center, Office of Research and Development. He was Visiting Scholar at the Digital Video and Multimedia Lab, Department of Electrical Engineering, Columbia University, USA from June to August, 2015, and the Signal Processing Lab, Department of Electrical and Computer Engineering, University of California, Santa Barbara, USA from July 2002 to June 2003 and June-November, 2014. His research interests include multimedia signal processing, biometrics, computer vision, and digital halftoning.
Dr. Guo is a Senior Member of the IEEE and Fellow of the IET. He has been promoted as a Distinguished Professor in 2012 for his significant research contributions. He has received many awards, including Best Paper Awards (IEEE ICCE-TW 2020, IS3C 2020, NSSSE 2020, ICSSE 2011 and 2020, ICS 2014, and CVGIP 2005, 2006, 2013, 2016, and 2019), Outstanding Contribution Award from Taiwan Consumer Electronics Society in 2021, Outstanding Electrical Engineering Professor Award from Chinese Institute of Electrical Engineering, Taiwan in 2016, Outstanding Research Contribution Award from Institute of System Engineering in 2017, Excellence Research Awards from his university for five times (2008, 2011, 2014, 2017, 2020, and 2022, this award is evaluated and issued every three years), Outstanding Industry-Academia Collaboration Awards from Ministry of Science and Technology, Taiwan, in 2013. Outstanding youth Electrical Engineer Award from Chinese Institute of Electrical Engineering in 2011, Outstanding young Investigator Award from Taiwan Institute of System Engineering in 2011.
Dr. Guo is Chapter Chair of IEEE Signal Processing Society, Taipei Section, Board of Governor member of Asia Pacific Signal and Information Processing Association, and President of IET Taipei Local Network. He has been General Chair of many international conferences, e.g., APSIPA 2023, IEEE Life Science Workshop 2020, ISPACS 2019, IEEE ICCE-Berlin 2019, IWAIT 2018, and IEEE ICCE-TW 2015. He has been Technical Program Chair of many international conferences as well, e.g., IEEE ICIP 2023, IWAIT 2022, IEEE ICCE-TW 2014, IEEE ISCE 2013, and ISPACS 2012. He is/was Associate Editor of the IEEE Transactions on Image Processing, IEEE Transactions on Circuits and Systems for Video Technologies, IEEE Transactions on Multimedia, IEEE Signal Processing Letters, Information Sciences, Signal Processing, and Journal of Information Science and Engineering.
Honors:
1.Outstanding Research Award from National Taiwan University of Science and Technology, 2022
2.Outstanding Contribution Award from Taiwan Consumer Electronics Society, 2021
3.Best Paper Award, IPPR CVGIP 2021
4.Best Paper Award, IEEE ICCE-TW 2020
5.Best Paper Award, IS3C 2020
6.Best Paper Award, ICSSE 2020
7.Best Paper Award, NSSSE 2020
8.Outstanding Research Award from National Taiwan University of Science and Technology, 2020
9.Outstanding Paper Award from IPPR, Computer Vision and Graphic Image Processing, 2019
10.Outstanding Research Award from National Taiwan University of Science and Technology, 2018
11.Outstanding Research Contribution Award from Institute of System Engineering, 2017
12.Outstanding Professor Award on Electrical Engineering from Chinese Institute of Electrical Engineering, 2016
13.Instructed student receiving Excellence dissertation award from Taiwanese Association for Consumer Electronics, 2016
14.Digital Drift Best Paper Award on Deep Learning for Visual Analysis, IPPR conference on Computer Vision and Graphic Image Processing, 2016
15.Outstanding young scholar multi-year research grant, Ministry of Science and Technology, Taiwan, 2016
16.Instructed student receiving National Electronics Innovation and Design Competition Excellence Award, 2016
17.Instructed student receiving National Electronics Innovation and Design Competition 2nd Runner-up, 2016
18.Instructed student receiving Microelectronic/Information System Application and Integration Contest Second Runner-up, 2016
19.Outstanding Research Award from National Taiwan University of Science and Technology, 2015
20.IEEE Service Award, 2015
21.Instructed student receiving Outstanding Master Thesis Award from Institute of Information & Computing Machinery, 2015
22.Instructed students receiving The Champion of the IPPR Innovated Technology and Industrial Application Competition, 2015
23.Instructed students receiving Outstanding Dissertation Award from Taiwanese Association for Consumer Electronics, 2015
24.Instructed students receiving The 10th Signal Processing Creative Design Competition Excellence Award, 2015
25.Instructed students receiving National Electronics Innovation and Design Competition Champion and Runner-up, 2015
26.Best Paper Award from International Computer Symposium, 2014
27.Instructed Student receiving Open Data Innovation Application Excellent Competition Award from Ministry of Economic Affairs, 2014
28.Best Paper Selection Committee member of the IEEE Transactions on Multimedia, 2014
29.Instructed Student receiving Best dissertation award from Institute of Image Processing & Pattern Recognition, 2014
30.IET Fellow elevation, 2013
31.Instructed student receiving Best dissertation award from Institute of Information & Computing Machinery, 2013
32.Instructed student receiving Best dissertation award from Taiwanese Association for Consumer Electronics, 2013
33.Bronze Medal of National Microelectronics Application Competition, 2013
34.Excellent University-Industry Collaboration Award from National Science Council, Taiwan, 2013
35.Outstanding Paper Award from IPPR, Computer Vision and Graphic Image Processing, 2013
36.Distinguished Professor elevation, 2012
37.Excellent teaching material award from Ministry of Education, Taiwan, 2012
38.Outstanding youth Electrical Engineer Award from Chinese Institute of Electrical Engineering, 2011
39.Outstanding young Investigator Award from the Institute of System Engineering, 2011
40.Excellence Research Award from National Taiwan University of Science and Technology, 2011
41.Best Paper Award from International Conference on System Science and Engineering, 2011
42.IEEE Senior Member elevation, 2010
43.Paper Award from International Conference on System Science and Engineering, 2010
44.Instructed student receiving Thesis Award, Taiwan Fuzzy Systems Association, 2009
45.Instructed student receiving Thesis Award, Chi Mei Optoelectronics, 2009
46.Excellence Teaching Award from National Taiwan University of Science and Technology, 2009
47.Excellence Research Award from National Taiwan University of Science and Technology, 2008
48.Outstanding Paper Award from IPPR, Computer Vision and Graphic Image Processing, 2005 and 2006
49.Acer Dragon Dissertation Award from Acer foundation, 2005
50.Excellence Faculty Award from Jin Wen University of Science and Technology, 2002 and 2003
Editor for Journals:
1.Associate Editor: IEEE Transactions on Image Processing
2.Associate Editor: IEEE Transactions on Circuits and Systems for Video Technologies
3.Associate Editor: IEEE Transactions on Multimedia
4.Associate Editor: IEEE Signal Processing Letters
5.Associate Editor: Signal Processing
6.Associate Editor: Information Sciences
7.Associate Editor: Journal of Information Science and Engineering
8.Guest Editor: Special issue on Intelligent Pervasive Communication Systems for Realizing Personalized Healthcare in Connected Environments, IEEE Communications Magazine
9.Co-Guest Editor: Special issue on Intelligent Signal Processing and Communication Systems, Journal of the Chinese Institute of Engineers (Published in 2014)
10.Co-Guest Editor: Special issue on Advances on Intelligent Signal Processing, Journal of Applied Science and Engineering (Published in 2013)
11.Editorial Board Member: International Journal of Internet of Things and its Applications, 2016-
12.Editorial Board Member: Advances in Internet of Things, 2015-
13.Editorial Board Member: International Journal of Advanced Engineering Applications, 2013-
14.Editorial Board Member: Journal of Engineering, 2012-
15.Editorial Board Member: The Scientific World Journal, 2012-
16.Editorial Board Member: Open Journal of Information Security and Applications, 2013-
17.Editorial Board Member: Peertechz Journal of Computer Science and Engineering, 2016-
Society members:
1.Chair, Taiwan Consumer Electronics Society, Taiwan, 2022-
2.Member of Board of Governors, Asia Pacific Signal and Information Processing Association, 2021-
3.Member of Board of Governors, Chinese Business Incubation Association, Taiwan, 2018-
4.Vice Chair, Chinese Business Incubation Association, 2018-2021
5.Member of Board of Governors, Taiwan Consumer Electronics Society, Taiwan, 2018-2022
6.Chair, IET Taipei Local Network, 2018-2022
7.Member of Board of Governors, Taiwan Association of System Science and Engineering, Taiwan, 2017-
8.Chapter Chair, IEEE Signal Processing Society, Taipei Section, 2016-
9.Vice Chair, IET Taipei Local Network, 2016-2018
10.Member of Board of Governors, Chinese Image Processing and Pattern Recognition Society, Taiwan, 2016-
11.Technical Committee Member, Applied Signal Processing Systems Technical Committee (ASPS TC), IEEE Signal Processing Society, 2021-
12.Technical Committee Member, Internet of Thing Special Interest Group (IoT SIG), IEEE Signal Processing Society, 2015-
13.Technical Committee Member, Image, Video, and Multimedia (IVM TC), Asia-Pacific Signal and Information Processing Association (APSIPA), 2015-
14.IET Fellow, 2013-
15.Technical Committee Member, Visual Signal Processing & Communications (VSPC TC), IEEE CAS Society, 2013-
16.IEEE Senior Member, 2010-
17.Member of Institute of Information & Computing Machinery, 2010-
18.Member of Institute of System Engineering, 2009-
19.Member of Chinese Image Processing and Pattern Recognition Society, 2004-
Academic Services:
1.Technical Program Co-Chair, IEEE International Conference on Image Processing, Malaysia, 2023
2.Technical Program Co-Chair, International Workshop of Advanced Image Technology, Hong Kong, 2022
3.General Co-Chair, IEEE Life Science Workshop, 2020
4.General Co-Chair, IEEE International Symposium on Intelligent Signal Processing and Communication Systems, 2020
5.General Chair, IEEE International Symposium on Intelligent Signal Processing and Communication Systems, 2019
6.General Chair, IEEE International Conference on Consumer Electronics-Berlin, 2019
7.Area Chair, IEEE International Conference on Multimedia and Expo, 2019
8.Area Chair, IEEE International Conference on Image Processing, 2019
9.Project Review Committee Member, Ministry of Science and Technology 2018-
10.Vice Dean, Collage of Electrical Engineering and Computer Sciences, National Taiwan University of Science and Technology, 2016-2018
11.Director, Business Incubation Center, National Taiwan University of Science and Technology, 2016-2018
12.General Chair, International Workshop on Advanced Image Technology, 2018
13.Area Chair, IEEE International Conference on Multimedia and Expo, 2018
14.Director, Institute of System Engineering, 2017-
15.Director, Chinese Image Processing and Pattern Recognition Society (IPPR), Taiwan, 2016
16.Area Chair, IEEE International Conference on Visual Communication and Image Processing, Chengdu, 2016
17.General Chair, IEEE International Conference on Consumer Electronics, Taiwan, 2016
18.Area Chair, IEEE International Conference on Visual Communications and Image Processing, Singapore, 2015
19.Workshop Chair, Asia Conference on Pattern Recognition, Kuala Lumpur, 2015
20.Area Chair, IEEE International Conference on Multimedia and Expo, 2015
21.Director, IET Taipei Local Network, 2014-2016
22.General Chair, IEEE International Conference on Consumer Electronics, Taiwan, 2015
23.Technical Program Chair, IEEE International Conference on Consumer Electronics, Taiwan, 2014
24.Technical Program Co-Chair, IEEE International Symposium on Intelligent Signal Processing and Communication Systems 2014
25.Local Arrangement Chair, International Conference on Fuzzy Theory and Its Applications, 2013
26.Technical Program Chair, IEEE International Symposium on Consumer Electronics, 2013
27.Technical Program Chair, IEEE International Symposium on Intelligent Signal Processing and Communication Systems, 2012
28.Chair, IEEE Taipei Section GOLD Group, 2012-
29.Officer, IEEE Taipei Section, 2012-
Keynote speeches:
1.“Development Trends and Considerations for Practical Applications of Generative AI”, International Conference on Networks, Communication and Computing, Osaka, Japan 2023
2.“Trends on the Generative AI”, International Conference on Electronic and Computer Engineering, Johor, Malaysia, 2023
3.“LightDoc: Hybrid Decoder Representation and Cascade Skip Connection for Efficient Document Segmentation”, IEEE International Conference on Signal and Image Processing Applications, Kuala Terengganu, Terengganu, Malaysia, 2021
4.“Image Processing on Document Segmentation and Its extension to Finance Applications”, International Conference on Converging Technology in Electrical and Information Engineering, Jakarta, Indonesia, 2021
5.“Hybrid High-level and Low-level Features for Image Retrieval”: 2017 Fifth International Conference on Internet Applications, Protocols and Services, Solo, Indonesia, 2017
6.“Can High-Level Deep Learning Features Present the Best Performance on Image Retrieval without Low-Level Features”, IEEE International Conference on Consumer Electronics, Taiwan, 2017
7.“Hybrid High-level and Low-level Features for Image Retrieval”: International Conference on Frontier Computing, Osaka, Japan, 2017
8.“Advances on Image Retrieval: Fusion Structure with Halftoning, Compression, and Deep Learning”: International Forum on Advanced Technologies, Taroko, Hualien, Taiwan, 2017
9.“Advances on Image Retrieval: Fusion Structure with Halftoning, Compression, and Deep Learning”: International Conference for Top and Emerging Computer Scientists, Taipei, Taiwan, Dec. 22, 2016
10.“Modern digital halftoning and its extensions to image processing and computer vision”: International Conference on Computer Technology and Software Engineering, Wuhan, China, 2016
11.“Evolvement on image enhancement”: International Conference on Computer Engineering and Information System, Changsha, Hunan, China, 2016
12.“Former developments and future possibilities of the digital halftoning”: International Workshop on Advanced Image Technology, Thailand, 2014
13.“Foreground/background separation: Applications on railroad crossing obstacle detection and video synopsis”: Conference on Advanced Electrical and Electronics Technology, Taiwan, 2014
14.“Digital Halftoning: A multi-functional tool beyond printing”: The 25th IPPR Conference on Computer Vision, Graphics, and Image Processing, Taiwan, 2013
General speeches:
1. “Analysis on The Trend of Big Data: From Supervised to Generative AI”, Industrial Technology Research Institute, Taiwan, May 10, 2023
2. “Advances on Image Retrieval Fusion Structure with Halftoning, Compression, and Deep Learning”, Harbin Institute of Technology, China, May 29, 2022
3. “Artificially Intelligence on Vision Deployment”, Wistron Co., Ltd. April. 15, 2022
4. “Artificially Intelligence on Vision Deployment”, Lite-On Technology Co., Ltd. Sep. 9, 2021
5. “CMP pad break-in Parameter Optimization with Artificial Intelligence”, The 6th Ebara Open Innovation Symposium on CMP, Tokyo, June 16, 2021
6. “Introduction to Machine Learning”, IEEE SPS Summer School, Malaysia Chapter, June 14, 2021
7. “Experience Exchange on Image Processing and Computer Vision for Industry-University Collaboration”, School of Data and Computer Science, Sun Yat-Sen University, Guangzhou, China, January 3, 2020
8. “Experience Exchange on Image Processing and Computer Vision for Industry-University Collaboration”, Department of Computer Science, National Chiao Tung University, Taiwan, December 25, 2019
9. “Advances on Biometrics and Future Possibilities”, Invited talk at ECTI-CON, Pattaya, Thailand, July 10, 2019
10. “Artificial Intelligence”, National Defense Medical Center, Taipei, Taiwan, May 28, 2019
11. “Artificial Intelligence and the Future of Human”, Computex, Taipei, Taiwan, May 28, 2019
12. “Data Management with Intelligent Visual Processing and Its Industry Applications”, National Quemoy University, Kinmen, Taiwan, May 17, 2019
13. “Smart City Surveillance and Security Recognition”, Small and Medium Enterprise Association, Ministry of Economic, Taipei, Taiwan, September 26, 2018
14. “Hybrid High-level and Low-level Features for Image Retrieval”, Tokyo Tech, Tokyo, Japan, August 31, 2018
15. “Advances on Image Retrieval Fusion Structure with Halftoning, Compression, and Deep Learning”, Tongji University, Shanghai, China, July 9, 2018
16. “Hybrid High-level and Low-level Features for Image Retrieval”, UK-TW Web & Data Science Workshop, Academia Sinica, Taiwan, December 11, 2017
17. “Industry-University Collaboration Experiences on Image Processing and Computer Vision”, Department of Computer Science, National Tsing Hua University, Taiwan, September 27, 2017
18. “Big Data and Machine Learning”: Department of Electronics Engineering, Huaqiao University, China, April 13, 2017
19. “Recent Advances on Machine Learning”: Department of Electronics Engineering, National Formosa University, Taiwan, April 10, 2017
20. “Watermarking and Halftoning”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, March 4, 2017
21. “Image Processing and Life”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, Nov. 14, 2016
22. “High Performance Image Retrieval: Fusion Structure with Halftoning, Compression, and Deep Learning”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, Oct. 10, 2016
23. “Advances on Image Retrieval”: Xidian University, China, September 19, 2016
24. “Research and Ethics”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, September 14, 2016
25. “High Performance Image Retrieval: Fusion Structure with Halftoning, Compression, and Deep Learning”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, Nov. 14, 2016
26. “High Performance Image Retrieval: Fusion Structure with Halftoning, Compression, and Deep Learning”: Northeastern University, China, August 2, 2016
27. “Recent advances on biometrics”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, May 17, 2016
28. “Recent advances on computer vision”: Department of Electrical Engineering, National Chung Hsing University, Taiwan, Dec. 25, 2015
29. “Experiences sharing on University-Industry collaboration projects”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, Nov. 17, 2015
30. “Noise-suppressed contrast enhancement ”: Institute of automation technology, National Taipei University of Technology, Taiwan, Dec. 24, 2014
31. “Compression-oriented image retrieval”: Department of Electrical Engineering, Chinese Culture University, Taiwan, Dec. 5, 2014
32. “Compression-oriented image retrieval”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, Dec. 15, 2014
33. “Challenges and requirements for an academic job”: Graduate Institute of Communication Engineering, National Taiwan University, March 19, 2014
34. “Digital halftoning as an example: How to dig deep and branch out from a small research field”: Graduate Institute of Communication Engineering, National Taiwan University, March 24, 2014
35. “Advanced video synopsis”: Department of Electrical Engineering, National Chi Nan University, Taiwan, 2014
36. “Inverse halftoning and its classification”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, April, 2014
37. “High speed foreground/background separation”: Department of Computer Science and Information Engineering, National Cheng Kung University, 2014
38. “High speed foreground/background separation”: Department of Electrical Engineering, National Dong Hwa University, 2014
39. “Advanced video synopsis”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, March, 2014
40. “Source coding”: IEEE Signal Processing Society summer school on Signal and Information Processing (SIP), 2013
41. “High speed foreground/background separation, and its railroad crossing obstacle detection and video synopsis applications”: Department of Electrical Engineering, National Sun Yat-sen University, 2013
42. “Face gender recognition”: Department of Computer Science and Information Engineering, National Ilan university, 2013
43. “Identity recognition with lips”: Department of Electrical Engineering, Chinese Culture University, Taiwan, 2013
44. “Face gender recognition”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, March, 2013
45. “Visual cryptography with meaningful host images”: Department of Computer Science and Information Engineering, St. Johns University, Taiwan, 2013
46. “Recent development of multimedia”: Department of Electrical Engineering, Chinese Culture University, Taiwan, 2013
47. “Digital halftoning”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, March, 2013
48. “Recent development of multimedia”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, April, 2013
49. “Visual cryptography with meaningful host images”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, May, 2013
50. “Source coding”: IEEE Signal Processing Society summer school on Signal and Information Processing (SIP), 2012
51. “Low complexity image compression”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, September, 2012
52. “Recent advance in digital halftoning”: Department of Computer Science and Information Engineering, Ming Chuan University, Taiwan, 2012
53. “Fundamental researches on image processing and computer vision”: Department of Computer Science and Information Engineering, St. Johns University, Taiwan, 2012
54. “Modern digital halftoning”: Department of Computer Science, National Chiao Tung University, Taiwan, 2012
55. “Teaching experience sharing”: College of Electrical Engineering & Computer Science, TungNan University, Taiwan, 2011
56. “Recent advance in facial biometrics”: Department of Electrical Engineering, Chinese Culture University, Taiwan, 2011
57. “Leadership in managing a lab”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, September, 2011
58. “The possibility of halftoning over computer vision”: Department of Electrical Engineering, Chung Gung University, 2011
59. “Modern digital halftoning”: Department of Electrical Engineering, National Chi Nan University, Taiwan, 2011
60. “Modern digital halftoning”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, April, 2011
61. “Extremely Low complexity compression possibility and its security”: Department of Computer Science and Information Engineering, National Central University, Taiwan, 2010
62. “Low complexity compression possibility and its security”: Department of Computer Science and Information Engineering, St. Johns University, Taiwan, 2010
63. “Modern digital halftoning”: Department of Computer Science and Information Engineering, National Taiwan Ocean University, Taiwan, 2009
64. “Former developments and future possibilities of digital halftoning”: Department of Computer Science and Information Engineering, St. Johns University, Taiwan, 2009
65. “Image and Video Compression and security”: Graduate Institute of Computer and Communication Engineering, National Kaohsiung First University of Science and Technology, Taiwan, 2009
66. “Image and Video Compression and security”: Graduate Institute of Computer and Communication Engineering, National Taipei University of Technology, Taiwan, 2009
67. “Image Compression and security”: Department of Electronics Engineering, Chung Yuan Christian University, Taiwan, 2008
68. “Multimedia security”: Department of Computer Science and Information Engineering, St. Johns University, Taiwan, 2008
69. “Security in halftone images”: Department of Computer Science and Information Engineering, National Chung Cheng University, Taiwan, 2008
70. “Security in halftone images”: Department of Computer Science and Information Engineering, National Taiwan Normal University, Taiwan, 2008
71. “Recent development in data hiding”: Department of Biophotonics, National Yang-Ming University, Taiwan, 2007
72. “Data hiding and watermarking in halftone images”: Department of Computer Science and Information Engineering, Cheng Gung University, Taiwan, 2007
73. “Quality compressed steganography using hidden referenced halftonning”: Department of Computer Science and Information Engineering, National Taipei University, Taiwan, 2007
“Data hiding and watermarking in halftone images”: Department of Communication Engineering, National Central University, Taiwan, 2006