Abstract:
Reversible Data Hiding (RDH) has emerged to be a significant multi-disciplinary research
area. Different types of RDH schemes have already been developed and demonstrated
their potentials for applications like media-content authentication, copy-right
protection, integrity establishment and annotation. Recently, interpolation based RDH
(IRDH) schemes have shown great promises for better rate-distortion performance
with a set of unique advantages over their counterparts. Despite great promises, existing
IRDH schemes, however, have no consideration of ‘effective’ capacity management
for varying size of the payload. As a result, disregarding the varying embeddingcapacity
requirement, existing IRDH schemes fail to maintain the minimum possible
distortion in the embedded image. An IRDH scheme with adaptive embedding is therefore
vital for better rate-distortion performance.
In this thesis, a new IRDH scheme is developed and presented based on a simplified
parabolic interpolation (SPI) and adaptive embedding. Additionally, an adaptive
embedding approach is introduced with two new techniques, where a capacity control
parameter is formulated and utilized to attain the varying capacity requirement by determining
a minimum set of embeddable bits in a pixel for the best possible embedded
image quality. The first technique introduces a flag bit for distinguishing the original
payload bits from their complement which are embedded in the interpolated pixels.
In the second embedding technique, the correlation between an embeddable pixel and
estimated versions of an embedded pixel is utilized to avoid the use of any flag bit as
such an extra payload bit per pixel can be embedded therein. Thereby, the embedding
capacity significantly increases without compromising the image quality for similar
values of the capacity control parameter.
Computational modeling of the new IRDH scheme is presented and its performance
is evaluated with a set of popular test-images. While compared with the prominent
IRDH schemes, the proposed scheme both with or without flag demonstrated its efficiency
for significantly better embedding rate-distortion performance. Moreover, being
up-sampled, the embedded image would have a higher spatial resolution. It also does
not require any location map, and thus the total capacity can be effectively used for
data embedding. Nevertheless, it keeps the original pixels untouched and thus, would
be useful in military and medical image applications that restrict minimum possible
changes in the cover images.
Description:
The accomplishment of my M.Sc. research and write-up of this thesis are the most
memorable events in my life so far, which might not be possible without the support
of my supervisor, colleagues, friends, and family. At the end of this MSc research, it
is a pleasure to thank everybody, who has helped me all the way.
First and foremost, I would like to thank my supervisor, Major Hussain Md. Abu
Nyeem, PhD, EME, who has been a perfect mentor for me. I am grateful to him for
giving me directions, confidence and valuable advice, and for everything that I have
learned from him. He has had a tremendous impact on the way I perceive research and
life in general. Major Nyeem has also been very helpful in many ways to me and for my
research. His feedback from different critical angles has always been encouraging and
useful. He also has taught me many practical aspects of research from the elementary
level. Once again I thank my supervisor, with whom I feel that I genuinely have been
privileged to work.
I profoundly thank Professor Satya Prasad Majumder; Air Commodore Md
Hossam-E-Haider, PhD, BAF and Colonel A K M Nazrul Islam, PhD for their valuable
and constructive feedback, assistance and being on my final defense panel. I thank
Major Md Tawfiq Amin, PhD, EME for kind coordination and cooperation as the postgraduate
course coordinator. Also thanks to all the reviewers, for their appreciation
and feedback on my thesis and publications.
I am grateful to my colleagues and friends for making my working at MIST and
BMA, more than comfortable and enjoyable. I express my gratitude for their suggestions
and help to find a solution, technical or otherwise. I would be pleased to
extend my sincere thanks to all of my course teachers and staffs of EECE department,
MIST for their kind support. Special thanks to Captain Mahbub, Captain Shafiul and
Mr. Hafizur Rahman for their cordial assistance and official support to complete the
administrative procedures.
I thank each member of my family, for being understanding and supportive. I
am most thankful to my parents, for their invaluable encouragement. My mother, in
spite of her sickness from the last two years, who always encourages me all the ways,
I can not express my gratitude to her in words. Similarly, I could not find words
that express my gratefulness to my wife Farhat Ferdous Bonny, for her supportive
and understanding attitude. Many conversations, laughs and sweet memories with her
helped take the pressure off during my stressful times. Furthermore, I would also like
iv
ACKNOWLEDGEMENTS
to thank Mrs. Luisa Fozila Chowdhury, the spouse of my supervisor, for her endless
patience during my working days and nights with my supervisor. She was always
loving and caring to me that never made me feel away from home.
Although many of you may not understand, nor ever want to understand, much of
what is written beyond this page, you should at least know that it could not have been
done without you.
MD. ABDUL WAHED
Military Institute of Science and Technology
Dhaka, Bangladesh
November 2018
v