dc.description.abstract |
Visual content tends to engage readers’ attention, helps in better understanding of material
and cling to their memories for a longer period of time. In todays world, smart phones,
digital mobiles, camera phones and other forms of image capturing devices are widely used,
these images are shared and sent worldwide. This increases the need of protection of copyrights
of the images to lessen forgery, tempering and illegal copies of original image. In
order to protect ownership information, watermarking technique comes into action. In this
technique, secret bits are inserted in an image corresponding to ownership information. The
insertion of secret bits can be visible or invisible, however invisible watermarks add more
protection because they are often ignored by copier or modifier. Watermarking whether visible
or invisible, tends to degrade the visual quality of original image. Various watermarking
techniques are being developed in recent times to protect ownership information of images
with main focus on less degradation of visual quality.
This thesis proposes a novel technique for image watermarking comprising of real time image
segmentation, adaptive image interpolation and additive prediction error expansion. The
cover image is interpolated using adaptive image interpolation that mainly focuses on detection
of edges in an image for minimizing the artifacts imposed by interpolation process.
The cover image is also segmented at real time by using k-means clustering approach. The
segmentation technique groups pixels of similar nature in a segment. The overall nature of
each segment is determined. Nature of a segment can be smooth or sharp. After categorizing
nature of each segment, the embedding capacity of each segment is defined. Segments
with sharp edges tend to embed more bits as compared to smooth segments, thus embedding
capacity is set accordingly. Additive prediction error expansion is utilized to hide invisible
watermark inside the cover image. The proposed watermarking technique finds its application
in protecting ownership, origin authenticity, copyrights information and temper proofing
sensitive military, satellite and medical images. The proposed watermarking technique not
only embeds data but also extracts data accurately. The extensive experiments performed
show that proposed scheme out performs other recent schemes in terms of higher speed, embedding
capacity and better visual quality calculated by Peak Signal to Noise Ratio (PSNR). |
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