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Presented in the National Level Technical Symposium on Emerging Trends in Technology [TECHNOVISION ’10, G.N.D.E.C. Ludhiana, Punjab, India- 9th-10th April, 2010]
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REDUCTION OF BLOCKING ARTIFACTS
IN
JPEG COMPRESSED IMAGE
Submitted By:-
Sukhpal Singh
B.Tech. (C.S.E.)
Computer Science and Engineering Department
Guru Nanak Dev Engineering College, Ludhiana, Punjab, India
IMAGE COMPRESSION
process of transforming the data description into a more concise and
condensed form
improves the storage efficiency, communication speed, and security
The shorter the data description, usually the better
people are interested in the information and not in the data
DATA = REDUNDANT DATA + INFORMATION
TYPES OF REDUNDANCY
Coding Redundancy
Interpixel Redundancy
Psychovisual Redundancy
IMAGE COMPRESSION MODEL
Source
Encoder
Channel
Encoder
Channel
Channel
Decoder
Source
Decoder
f(x,y)
f(x,y)
COMPRESSION TECHNIQUES
Lossless Image Compression
Lossy Image Compression
LOSSLESS IMAGE COMPRESSION
restored data file is identical to the original
used where the loss of information is unacceptable
decompressed image is exactly same as the original image
reversible in nature
=
LOSSY IMAGE COMPRESSION
restored data file is identical to the original
based on the concept that all real world measurements inherently
contain a certain amount of noise.
If the changes made to these images, add a small amount of additional
noise, no harm is done.
higher the compression ratio, the more noise added to the data.
decompressed image is as close to the original as we wish
irreversible
=
JPEG
JPEG stands for Joint Photographic Experts Group
designed for compressing full-color or gray-scale images of natural,
real-world scenes
JPEG achieves much greater compression than with other lossless
methods
involves lossy compression through quantization
JPEG
Usage of JPEG compression method is motivated because of
following reasons:-
The compression ratio of lossless methods is not high enough for
image and video compression
JPEG uses transform coding, it is largely based on the following
observations:
STEPS IN JPEG COMPRESSION
JPEG
Actual Image Blocked Image
Conclusion
The artifacts are removed to some extent .
Increase the subjective as well as objective quality of the images.
Increase the PSNR value of the images.
THANK YOU