SlideShare a Scribd company logo
1 of 3
Download to read offline
CONTACT: PRAVEEN KUMAR. L (, +91 – 9791938249)
MAIL ID: sunsid1989@gmail.com, praveen@nexgenproject.com
Web: www.nexgenproject.com, www.finalyear-ieeeprojects.com
AUTOMATIC DESIGN OF COLOR FILTER ARRAYS IN THE FREQUENCY
DOMAIN
ABSTRACT:
In digital color imaging, the raw image is typically obtained via a single sensor
covered by a color filter array (CFA), which allows only one color component
to be measured at each pixel. The procedure to reconstruct a full color image
from the raw image is known as demosaicking. Since the CFA may cause
irreversible visual artifacts, the CFA as well as the demosaicking algorithm is
crucial to the quality of demosaicked images. Fortunately, the design of CFAs
in the frequency domain provides a theoretical approach to handling this
issue. However, almost all the existing design methods in the frequency
domain involve considerable human effort. In this paper, we present a new
method to automatically design CFAs in the frequency domain. Our method is
based on the frequency structure representation of mosaicked images. We
utilize a multi-objective optimization approach to propose frequency structure
candidates, in which the overlap among the frequency components of images
mosaicked with the CFA is minimized. Then we optimize parameters for each
candidate, which is formulated as a constrained optimization problem. We use
the alternating direction method (ADM) to solve it. Our parameter
optimization method is applicable to arbitrary frequency structures, including
those with conjugate replicas of chrominance components. Experiments on
benchmark images confirm the advantage of the proposed method.
CONTACT: PRAVEEN KUMAR. L (, +91 – 9791938249)
MAIL ID: sunsid1989@gmail.com, praveen@nexgenproject.com
Web: www.nexgenproject.com, www.finalyear-ieeeprojects.com
CONCLUSIONS
In this paper, we present an automatic CFA design method in the frequency
domain based on the frequency structure. To accomplish this, we develop a
multi-objective optimization approach to automatically rule out a majority of
unpromising frequency structures. Then for each frequency structure
candidate, we present a new parameter optimization method that is
appropriate for arbitrary frequency structures, including those with conjugate
chrominance replicas. Our work provides an automatic approach to designing
CFAs that are advantageous during the subsequent demosaicking process in
producing fewer visual artifacts. Extensive experiments on standard test
images demonstrate the superiority of our design method.
REFERENCES .
[1] B. K. Gunturk, J. Glotzbach, Y. Altunbasak, R. W. Schafer, and R. M.
Mersereau, “Demosaicking: color filter array interpolation,” IEEE Transactions
on Signal Processing Magazine, vol. 22, no. 1, pp. 44–54, 2005.
[2] X. Li, B. Gunturk, and L. Zhang, “Image demosaicing: a systematic survey,”
in Proceedings of SPIE on Visual Communications and Image Processing, vol.
6822. International Society for Optics and Photonics, 2008.
CONTACT: PRAVEEN KUMAR. L (, +91 – 9791938249)
MAIL ID: sunsid1989@gmail.com, praveen@nexgenproject.com
Web: www.nexgenproject.com, www.finalyear-ieeeprojects.com
[3] D. Menon and G. Calvagno, “Color image demosaicking: an overview,”
Signal Processing: Image Communication, vol. 26, no. 8, pp. 518–533, 2011
[4] L. Condat, “Color filter array design using random patterns with blue noise
chromatic spectra,” Image and Vision Computing, vol. 28, no. 8, pp. 1196–
1202, 2010.
[5] C. Bai, J. Li, Z. Lin, J. Yu, and Y.-W. Chen, “Penrose demosaicking,” IEEE
Transactions on Image Processing, vol. 24, no. 5, pp. 1672–1684, 2015.
[6] R. Lukac and K. N. Plataniotis, “Color filter arrays: design and performance
analysis,” IEEE Transactions on Consumer Electronics, vol. 51, no. 4, pp. 1260–
1267, 2005.
[7] P. Hao, Y. Li, Z. Lin, and E. Dubois, “A geometric method for optimal design
of color filter arrays,” IEEE Transactions on Image Processing, vol. 20, no. 3, pp.
709–722, 2011.
[8] B. E. Bayer, “Color imaging array,” 1976, U.S. Patent 3,971,065.
[9] D. Alleysson, S. S¨usstrunk, and J. H´erault, “Linear demosaicing inspired
by the human visual system,” IEEE Transactions on Image Processing, vol. 14,
no. 4, pp. 439–449, 2005.
[10] J. Adams, K. Parulski, and K. Spaulding, “Color processing in digital
cameras,” IEEE Micro, no. 6, pp. 20–30, 1998.

More Related Content

What's hot

Flag segmentation, feature extraction & identification using support vector m...
Flag segmentation, feature extraction & identification using support vector m...Flag segmentation, feature extraction & identification using support vector m...
Flag segmentation, feature extraction & identification using support vector m...R M Shahidul Islam Shahed
 
Spectral and color prediction for arbitrary halftone patterns: a drop-by-drop...
Spectral and color prediction for arbitrary halftone patterns: a drop-by-drop...Spectral and color prediction for arbitrary halftone patterns: a drop-by-drop...
Spectral and color prediction for arbitrary halftone patterns: a drop-by-drop...Peter Morovic
 
Color reduction using the combination of the kohonen self organized feature m...
Color reduction using the combination of the kohonen self organized feature m...Color reduction using the combination of the kohonen self organized feature m...
Color reduction using the combination of the kohonen self organized feature m...Konstantinos Zagoris
 
Density maximization for improving graph matching with its applications
Density maximization for improving graph matching with its applicationsDensity maximization for improving graph matching with its applications
Density maximization for improving graph matching with its applicationsI3E Technologies
 
Bridging the Semantic Gap in Multimedia Information Retrieval: Top-down and B...
Bridging the Semantic Gap in Multimedia Information Retrieval: Top-down and B...Bridging the Semantic Gap in Multimedia Information Retrieval: Top-down and B...
Bridging the Semantic Gap in Multimedia Information Retrieval: Top-down and B...Jonathon Hare
 
AN IMPLEMENTATION OF ADAPTIVE PROPAGATION-BASED COLOR SAMPLING FOR IMAGE MATT...
AN IMPLEMENTATION OF ADAPTIVE PROPAGATION-BASED COLOR SAMPLING FOR IMAGE MATT...AN IMPLEMENTATION OF ADAPTIVE PROPAGATION-BASED COLOR SAMPLING FOR IMAGE MATT...
AN IMPLEMENTATION OF ADAPTIVE PROPAGATION-BASED COLOR SAMPLING FOR IMAGE MATT...ijiert bestjournal
 
Tracking emerges by colorizing videos
Tracking emerges by colorizing videosTracking emerges by colorizing videos
Tracking emerges by colorizing videosOh Yoojin
 
Accuracy Assessment in Remote Sensing
Accuracy Assessment in Remote SensingAccuracy Assessment in Remote Sensing
Accuracy Assessment in Remote SensingShacinChandraSaha
 
K-SUBSPACES QUANTIZATION FOR APPROXIMATE NEAREST NEIGHBOR SEARCH
K-SUBSPACES QUANTIZATION FOR APPROXIMATE NEAREST NEIGHBOR SEARCHK-SUBSPACES QUANTIZATION FOR APPROXIMATE NEAREST NEIGHBOR SEARCH
K-SUBSPACES QUANTIZATION FOR APPROXIMATE NEAREST NEIGHBOR SEARCHNexgen Technology
 
Fast AutoAugment
Fast AutoAugmentFast AutoAugment
Fast AutoAugmentYongsu Baek
 
Moving object detection in complex scene
Moving object detection in complex sceneMoving object detection in complex scene
Moving object detection in complex sceneKumar Mayank
 
ACE–AN EFFECTIVE ANTI-FORENSIC CONTRAST ENHANCEMENT TECHNIQUE
ACE–AN EFFECTIVE ANTI-FORENSIC CONTRAST ENHANCEMENT TECHNIQUEACE–AN EFFECTIVE ANTI-FORENSIC CONTRAST ENHANCEMENT TECHNIQUE
ACE–AN EFFECTIVE ANTI-FORENSIC CONTRAST ENHANCEMENT TECHNIQUENexgen Technology
 
Interactive Stereoscopic Rendering for Non-Planar Projections (GRAPP 2009)
Interactive Stereoscopic Rendering for Non-Planar Projections (GRAPP 2009)Interactive Stereoscopic Rendering for Non-Planar Projections (GRAPP 2009)
Interactive Stereoscopic Rendering for Non-Planar Projections (GRAPP 2009)Matthias Trapp
 
Cs221 lecture6-fall11
Cs221 lecture6-fall11Cs221 lecture6-fall11
Cs221 lecture6-fall11darwinrlo
 
IEEE 2014 MATLAB IMAGE PROCESSING PROJECTS Harmonic active contours
IEEE 2014 MATLAB IMAGE PROCESSING PROJECTS Harmonic active contoursIEEE 2014 MATLAB IMAGE PROCESSING PROJECTS Harmonic active contours
IEEE 2014 MATLAB IMAGE PROCESSING PROJECTS Harmonic active contoursIEEEBEBTECHSTUDENTPROJECTS
 
Visualization Techniques for Outlier data
Visualization Techniques for Outlier data Visualization Techniques for Outlier data
Visualization Techniques for Outlier data Seoung-Ho Choi
 
JonathanWestlake_ComputerVision_Project1
JonathanWestlake_ComputerVision_Project1JonathanWestlake_ComputerVision_Project1
JonathanWestlake_ComputerVision_Project1Jonathan Westlake
 

What's hot (20)

Viii sem
Viii semViii sem
Viii sem
 
Image inpainting
Image inpaintingImage inpainting
Image inpainting
 
Flag segmentation, feature extraction & identification using support vector m...
Flag segmentation, feature extraction & identification using support vector m...Flag segmentation, feature extraction & identification using support vector m...
Flag segmentation, feature extraction & identification using support vector m...
 
Spectral and color prediction for arbitrary halftone patterns: a drop-by-drop...
Spectral and color prediction for arbitrary halftone patterns: a drop-by-drop...Spectral and color prediction for arbitrary halftone patterns: a drop-by-drop...
Spectral and color prediction for arbitrary halftone patterns: a drop-by-drop...
 
Color reduction using the combination of the kohonen self organized feature m...
Color reduction using the combination of the kohonen self organized feature m...Color reduction using the combination of the kohonen self organized feature m...
Color reduction using the combination of the kohonen self organized feature m...
 
poster_silhouette
poster_silhouetteposter_silhouette
poster_silhouette
 
Density maximization for improving graph matching with its applications
Density maximization for improving graph matching with its applicationsDensity maximization for improving graph matching with its applications
Density maximization for improving graph matching with its applications
 
Bridging the Semantic Gap in Multimedia Information Retrieval: Top-down and B...
Bridging the Semantic Gap in Multimedia Information Retrieval: Top-down and B...Bridging the Semantic Gap in Multimedia Information Retrieval: Top-down and B...
Bridging the Semantic Gap in Multimedia Information Retrieval: Top-down and B...
 
AN IMPLEMENTATION OF ADAPTIVE PROPAGATION-BASED COLOR SAMPLING FOR IMAGE MATT...
AN IMPLEMENTATION OF ADAPTIVE PROPAGATION-BASED COLOR SAMPLING FOR IMAGE MATT...AN IMPLEMENTATION OF ADAPTIVE PROPAGATION-BASED COLOR SAMPLING FOR IMAGE MATT...
AN IMPLEMENTATION OF ADAPTIVE PROPAGATION-BASED COLOR SAMPLING FOR IMAGE MATT...
 
Tracking emerges by colorizing videos
Tracking emerges by colorizing videosTracking emerges by colorizing videos
Tracking emerges by colorizing videos
 
Accuracy Assessment in Remote Sensing
Accuracy Assessment in Remote SensingAccuracy Assessment in Remote Sensing
Accuracy Assessment in Remote Sensing
 
K-SUBSPACES QUANTIZATION FOR APPROXIMATE NEAREST NEIGHBOR SEARCH
K-SUBSPACES QUANTIZATION FOR APPROXIMATE NEAREST NEIGHBOR SEARCHK-SUBSPACES QUANTIZATION FOR APPROXIMATE NEAREST NEIGHBOR SEARCH
K-SUBSPACES QUANTIZATION FOR APPROXIMATE NEAREST NEIGHBOR SEARCH
 
Fast AutoAugment
Fast AutoAugmentFast AutoAugment
Fast AutoAugment
 
Moving object detection in complex scene
Moving object detection in complex sceneMoving object detection in complex scene
Moving object detection in complex scene
 
ACE–AN EFFECTIVE ANTI-FORENSIC CONTRAST ENHANCEMENT TECHNIQUE
ACE–AN EFFECTIVE ANTI-FORENSIC CONTRAST ENHANCEMENT TECHNIQUEACE–AN EFFECTIVE ANTI-FORENSIC CONTRAST ENHANCEMENT TECHNIQUE
ACE–AN EFFECTIVE ANTI-FORENSIC CONTRAST ENHANCEMENT TECHNIQUE
 
Interactive Stereoscopic Rendering for Non-Planar Projections (GRAPP 2009)
Interactive Stereoscopic Rendering for Non-Planar Projections (GRAPP 2009)Interactive Stereoscopic Rendering for Non-Planar Projections (GRAPP 2009)
Interactive Stereoscopic Rendering for Non-Planar Projections (GRAPP 2009)
 
Cs221 lecture6-fall11
Cs221 lecture6-fall11Cs221 lecture6-fall11
Cs221 lecture6-fall11
 
IEEE 2014 MATLAB IMAGE PROCESSING PROJECTS Harmonic active contours
IEEE 2014 MATLAB IMAGE PROCESSING PROJECTS Harmonic active contoursIEEE 2014 MATLAB IMAGE PROCESSING PROJECTS Harmonic active contours
IEEE 2014 MATLAB IMAGE PROCESSING PROJECTS Harmonic active contours
 
Visualization Techniques for Outlier data
Visualization Techniques for Outlier data Visualization Techniques for Outlier data
Visualization Techniques for Outlier data
 
JonathanWestlake_ComputerVision_Project1
JonathanWestlake_ComputerVision_Project1JonathanWestlake_ComputerVision_Project1
JonathanWestlake_ComputerVision_Project1
 

Similar to Automatic CFA design frequency domain

Dissertation synopsis for imagedenoising(noise reduction )using non local me...
Dissertation synopsis for  imagedenoising(noise reduction )using non local me...Dissertation synopsis for  imagedenoising(noise reduction )using non local me...
Dissertation synopsis for imagedenoising(noise reduction )using non local me...Arti Singh
 
Symbols Frequency based Image Coding for Compression
Symbols Frequency based Image Coding for CompressionSymbols Frequency based Image Coding for Compression
Symbols Frequency based Image Coding for CompressionIJCSIS Research Publications
 
IRJET - Change Detection in Satellite Images using Convolutional Neural N...
IRJET -  	  Change Detection in Satellite Images using Convolutional Neural N...IRJET -  	  Change Detection in Satellite Images using Convolutional Neural N...
IRJET - Change Detection in Satellite Images using Convolutional Neural N...IRJET Journal
 
Sparse Sampling in Digital Image Processing
Sparse Sampling in Digital Image ProcessingSparse Sampling in Digital Image Processing
Sparse Sampling in Digital Image ProcessingEswar Publications
 
IRJET- A Novel Hybrid Image Denoising Technique based on Trilateral Filtering...
IRJET- A Novel Hybrid Image Denoising Technique based on Trilateral Filtering...IRJET- A Novel Hybrid Image Denoising Technique based on Trilateral Filtering...
IRJET- A Novel Hybrid Image Denoising Technique based on Trilateral Filtering...IRJET Journal
 
PREDICTION BASED LOSSLESS COMPRESSION SCHEME FOR BAYER COLOUR FILTER ARRAY IM...
PREDICTION BASED LOSSLESS COMPRESSION SCHEME FOR BAYER COLOUR FILTER ARRAY IM...PREDICTION BASED LOSSLESS COMPRESSION SCHEME FOR BAYER COLOUR FILTER ARRAY IM...
PREDICTION BASED LOSSLESS COMPRESSION SCHEME FOR BAYER COLOUR FILTER ARRAY IM...ijiert bestjournal
 
BULK IEEE PROJECTS IN MATLAB ,BULK IEEE PROJECTS, IEEE 2015-16 MATLAB PROJEC...
 BULK IEEE PROJECTS IN MATLAB ,BULK IEEE PROJECTS, IEEE 2015-16 MATLAB PROJEC... BULK IEEE PROJECTS IN MATLAB ,BULK IEEE PROJECTS, IEEE 2015-16 MATLAB PROJEC...
BULK IEEE PROJECTS IN MATLAB ,BULK IEEE PROJECTS, IEEE 2015-16 MATLAB PROJEC...Nexgen Technology
 
final year ieee pojects in pondicherry,bulk ieee projects ,bulk 2015-16 i...
  final  year ieee pojects in pondicherry,bulk ieee projects ,bulk  2015-16 i...  final  year ieee pojects in pondicherry,bulk ieee projects ,bulk  2015-16 i...
final year ieee pojects in pondicherry,bulk ieee projects ,bulk 2015-16 i...nexgentech
 
AN INTEGRATED APPROACH TO CONTENT BASED IMAGE RETRIEVAL by Madhu
AN INTEGRATED APPROACH TO CONTENT BASED IMAGERETRIEVAL by MadhuAN INTEGRATED APPROACH TO CONTENT BASED IMAGERETRIEVAL by Madhu
AN INTEGRATED APPROACH TO CONTENT BASED IMAGE RETRIEVAL by MadhuMadhu Rock
 
A PROJECT REPORT ON REMOVAL OF UNNECESSARY OBJECTS FROM PHOTOS USING MASKING
A PROJECT REPORT ON REMOVAL OF UNNECESSARY OBJECTS FROM PHOTOS USING MASKINGA PROJECT REPORT ON REMOVAL OF UNNECESSARY OBJECTS FROM PHOTOS USING MASKING
A PROJECT REPORT ON REMOVAL OF UNNECESSARY OBJECTS FROM PHOTOS USING MASKINGIRJET Journal
 
CV_sarah_frisken_05.15.2016
CV_sarah_frisken_05.15.2016CV_sarah_frisken_05.15.2016
CV_sarah_frisken_05.15.2016Sarah Frisken
 
EXTENDED WAVELET TRANSFORM BASED IMAGE INPAINTING ALGORITHM FOR NATURAL SCENE...
EXTENDED WAVELET TRANSFORM BASED IMAGE INPAINTING ALGORITHM FOR NATURAL SCENE...EXTENDED WAVELET TRANSFORM BASED IMAGE INPAINTING ALGORITHM FOR NATURAL SCENE...
EXTENDED WAVELET TRANSFORM BASED IMAGE INPAINTING ALGORITHM FOR NATURAL SCENE...cscpconf
 
Fuzzy Logic Based Decision System For PCB Defects Correction
Fuzzy Logic Based Decision System For PCB Defects CorrectionFuzzy Logic Based Decision System For PCB Defects Correction
Fuzzy Logic Based Decision System For PCB Defects CorrectionIJERA Editor
 
Noise Level Estimation for Digital Images Using Local Statistics and Its Appl...
Noise Level Estimation for Digital Images Using Local Statistics and Its Appl...Noise Level Estimation for Digital Images Using Local Statistics and Its Appl...
Noise Level Estimation for Digital Images Using Local Statistics and Its Appl...TELKOMNIKA JOURNAL
 
s41598-023-28094-1.pdf
s41598-023-28094-1.pdfs41598-023-28094-1.pdf
s41598-023-28094-1.pdfarchurssu
 
Stereo matching algorithm using census transform and segment tree for depth e...
Stereo matching algorithm using census transform and segment tree for depth e...Stereo matching algorithm using census transform and segment tree for depth e...
Stereo matching algorithm using census transform and segment tree for depth e...TELKOMNIKA JOURNAL
 
Cartoonization of images using machine Learning
Cartoonization of images using machine LearningCartoonization of images using machine Learning
Cartoonization of images using machine LearningIRJET Journal
 
A Novel Adaptive Denoising Method for Removal of Impulse Noise in Images usin...
A Novel Adaptive Denoising Method for Removal of Impulse Noise in Images usin...A Novel Adaptive Denoising Method for Removal of Impulse Noise in Images usin...
A Novel Adaptive Denoising Method for Removal of Impulse Noise in Images usin...iosrjce
 

Similar to Automatic CFA design frequency domain (20)

Dissertation synopsis for imagedenoising(noise reduction )using non local me...
Dissertation synopsis for  imagedenoising(noise reduction )using non local me...Dissertation synopsis for  imagedenoising(noise reduction )using non local me...
Dissertation synopsis for imagedenoising(noise reduction )using non local me...
 
Symbols Frequency based Image Coding for Compression
Symbols Frequency based Image Coding for CompressionSymbols Frequency based Image Coding for Compression
Symbols Frequency based Image Coding for Compression
 
IRJET - Change Detection in Satellite Images using Convolutional Neural N...
IRJET -  	  Change Detection in Satellite Images using Convolutional Neural N...IRJET -  	  Change Detection in Satellite Images using Convolutional Neural N...
IRJET - Change Detection in Satellite Images using Convolutional Neural N...
 
Sparse Sampling in Digital Image Processing
Sparse Sampling in Digital Image ProcessingSparse Sampling in Digital Image Processing
Sparse Sampling in Digital Image Processing
 
IRJET- A Novel Hybrid Image Denoising Technique based on Trilateral Filtering...
IRJET- A Novel Hybrid Image Denoising Technique based on Trilateral Filtering...IRJET- A Novel Hybrid Image Denoising Technique based on Trilateral Filtering...
IRJET- A Novel Hybrid Image Denoising Technique based on Trilateral Filtering...
 
PREDICTION BASED LOSSLESS COMPRESSION SCHEME FOR BAYER COLOUR FILTER ARRAY IM...
PREDICTION BASED LOSSLESS COMPRESSION SCHEME FOR BAYER COLOUR FILTER ARRAY IM...PREDICTION BASED LOSSLESS COMPRESSION SCHEME FOR BAYER COLOUR FILTER ARRAY IM...
PREDICTION BASED LOSSLESS COMPRESSION SCHEME FOR BAYER COLOUR FILTER ARRAY IM...
 
BULK IEEE PROJECTS IN MATLAB ,BULK IEEE PROJECTS, IEEE 2015-16 MATLAB PROJEC...
 BULK IEEE PROJECTS IN MATLAB ,BULK IEEE PROJECTS, IEEE 2015-16 MATLAB PROJEC... BULK IEEE PROJECTS IN MATLAB ,BULK IEEE PROJECTS, IEEE 2015-16 MATLAB PROJEC...
BULK IEEE PROJECTS IN MATLAB ,BULK IEEE PROJECTS, IEEE 2015-16 MATLAB PROJEC...
 
final year ieee pojects in pondicherry,bulk ieee projects ,bulk 2015-16 i...
  final  year ieee pojects in pondicherry,bulk ieee projects ,bulk  2015-16 i...  final  year ieee pojects in pondicherry,bulk ieee projects ,bulk  2015-16 i...
final year ieee pojects in pondicherry,bulk ieee projects ,bulk 2015-16 i...
 
AN INTEGRATED APPROACH TO CONTENT BASED IMAGE RETRIEVAL by Madhu
AN INTEGRATED APPROACH TO CONTENT BASED IMAGERETRIEVAL by MadhuAN INTEGRATED APPROACH TO CONTENT BASED IMAGERETRIEVAL by Madhu
AN INTEGRATED APPROACH TO CONTENT BASED IMAGE RETRIEVAL by Madhu
 
A PROJECT REPORT ON REMOVAL OF UNNECESSARY OBJECTS FROM PHOTOS USING MASKING
A PROJECT REPORT ON REMOVAL OF UNNECESSARY OBJECTS FROM PHOTOS USING MASKINGA PROJECT REPORT ON REMOVAL OF UNNECESSARY OBJECTS FROM PHOTOS USING MASKING
A PROJECT REPORT ON REMOVAL OF UNNECESSARY OBJECTS FROM PHOTOS USING MASKING
 
CV_sarah_frisken_05.15.2016
CV_sarah_frisken_05.15.2016CV_sarah_frisken_05.15.2016
CV_sarah_frisken_05.15.2016
 
EXTENDED WAVELET TRANSFORM BASED IMAGE INPAINTING ALGORITHM FOR NATURAL SCENE...
EXTENDED WAVELET TRANSFORM BASED IMAGE INPAINTING ALGORITHM FOR NATURAL SCENE...EXTENDED WAVELET TRANSFORM BASED IMAGE INPAINTING ALGORITHM FOR NATURAL SCENE...
EXTENDED WAVELET TRANSFORM BASED IMAGE INPAINTING ALGORITHM FOR NATURAL SCENE...
 
Fuzzy Logic Based Decision System For PCB Defects Correction
Fuzzy Logic Based Decision System For PCB Defects CorrectionFuzzy Logic Based Decision System For PCB Defects Correction
Fuzzy Logic Based Decision System For PCB Defects Correction
 
Noise Level Estimation for Digital Images Using Local Statistics and Its Appl...
Noise Level Estimation for Digital Images Using Local Statistics and Its Appl...Noise Level Estimation for Digital Images Using Local Statistics and Its Appl...
Noise Level Estimation for Digital Images Using Local Statistics and Its Appl...
 
s41598-023-28094-1.pdf
s41598-023-28094-1.pdfs41598-023-28094-1.pdf
s41598-023-28094-1.pdf
 
H1802054851
H1802054851H1802054851
H1802054851
 
Stereo matching algorithm using census transform and segment tree for depth e...
Stereo matching algorithm using census transform and segment tree for depth e...Stereo matching algorithm using census transform and segment tree for depth e...
Stereo matching algorithm using census transform and segment tree for depth e...
 
Cartoonization of images using machine Learning
Cartoonization of images using machine LearningCartoonization of images using machine Learning
Cartoonization of images using machine Learning
 
Resume_Naveena1
Resume_Naveena1Resume_Naveena1
Resume_Naveena1
 
A Novel Adaptive Denoising Method for Removal of Impulse Noise in Images usin...
A Novel Adaptive Denoising Method for Removal of Impulse Noise in Images usin...A Novel Adaptive Denoising Method for Removal of Impulse Noise in Images usin...
A Novel Adaptive Denoising Method for Removal of Impulse Noise in Images usin...
 

More from Nexgen Technology

MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...Nexgen Technology
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...Nexgen Technology
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...Nexgen Technology
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...Nexgen Technology
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...Nexgen Technology
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...Nexgen Technology
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CH...
     MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CH...     MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CH...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CH...Nexgen Technology
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHENN...
  MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHENN...  MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHENN...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHENN...Nexgen Technology
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...Nexgen Technology
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...Nexgen Technology
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHENNA...
 MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHENNA... MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHENNA...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHENNA...Nexgen Technology
 
Ieee 2020 21 vlsi projects in pondicherry,ieee vlsi projects in chennai
Ieee 2020 21 vlsi projects in pondicherry,ieee  vlsi projects  in chennaiIeee 2020 21 vlsi projects in pondicherry,ieee  vlsi projects  in chennai
Ieee 2020 21 vlsi projects in pondicherry,ieee vlsi projects in chennaiNexgen Technology
 
Ieee 2020 21 power electronics in pondicherry,Ieee 2020 21 power electronics
Ieee 2020 21 power electronics in pondicherry,Ieee 2020 21 power electronics Ieee 2020 21 power electronics in pondicherry,Ieee 2020 21 power electronics
Ieee 2020 21 power electronics in pondicherry,Ieee 2020 21 power electronics Nexgen Technology
 
Ieee 2020 -21 ns2 in pondicherry, Ieee 2020 -21 ns2 projects,best project cen...
Ieee 2020 -21 ns2 in pondicherry, Ieee 2020 -21 ns2 projects,best project cen...Ieee 2020 -21 ns2 in pondicherry, Ieee 2020 -21 ns2 projects,best project cen...
Ieee 2020 -21 ns2 in pondicherry, Ieee 2020 -21 ns2 projects,best project cen...Nexgen Technology
 
Ieee 2020 21 ns2 in pondicherry,best project center in pondicherry,final year...
Ieee 2020 21 ns2 in pondicherry,best project center in pondicherry,final year...Ieee 2020 21 ns2 in pondicherry,best project center in pondicherry,final year...
Ieee 2020 21 ns2 in pondicherry,best project center in pondicherry,final year...Nexgen Technology
 
Ieee 2020 21 java dotnet in pondicherry,final year projects in pondicherry,pr...
Ieee 2020 21 java dotnet in pondicherry,final year projects in pondicherry,pr...Ieee 2020 21 java dotnet in pondicherry,final year projects in pondicherry,pr...
Ieee 2020 21 java dotnet in pondicherry,final year projects in pondicherry,pr...Nexgen Technology
 
Ieee 2020 21 iot in pondicherry,final year projects in pondicherry,project ce...
Ieee 2020 21 iot in pondicherry,final year projects in pondicherry,project ce...Ieee 2020 21 iot in pondicherry,final year projects in pondicherry,project ce...
Ieee 2020 21 iot in pondicherry,final year projects in pondicherry,project ce...Nexgen Technology
 
Ieee 2020 21 blockchain in pondicherry,final year projects in pondicherry,bes...
Ieee 2020 21 blockchain in pondicherry,final year projects in pondicherry,bes...Ieee 2020 21 blockchain in pondicherry,final year projects in pondicherry,bes...
Ieee 2020 21 blockchain in pondicherry,final year projects in pondicherry,bes...Nexgen Technology
 
Ieee 2020 -21 bigdata in pondicherry,project center in pondicherry,best proje...
Ieee 2020 -21 bigdata in pondicherry,project center in pondicherry,best proje...Ieee 2020 -21 bigdata in pondicherry,project center in pondicherry,best proje...
Ieee 2020 -21 bigdata in pondicherry,project center in pondicherry,best proje...Nexgen Technology
 
Ieee 2020 21 embedded in pondicherry,final year projects in pondicherry,best...
Ieee 2020 21  embedded in pondicherry,final year projects in pondicherry,best...Ieee 2020 21  embedded in pondicherry,final year projects in pondicherry,best...
Ieee 2020 21 embedded in pondicherry,final year projects in pondicherry,best...Nexgen Technology
 

More from Nexgen Technology (20)

MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CH...
     MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CH...     MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CH...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CH...
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHENN...
  MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHENN...  MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHENN...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHENN...
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...    MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHE...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHE...
 
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHENNA...
 MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHENNA... MECHANICAL PROJECTS IN PONDICHERRY,   2020-21  MECHANICAL PROJECTS IN CHENNA...
MECHANICAL PROJECTS IN PONDICHERRY, 2020-21 MECHANICAL PROJECTS IN CHENNA...
 
Ieee 2020 21 vlsi projects in pondicherry,ieee vlsi projects in chennai
Ieee 2020 21 vlsi projects in pondicherry,ieee  vlsi projects  in chennaiIeee 2020 21 vlsi projects in pondicherry,ieee  vlsi projects  in chennai
Ieee 2020 21 vlsi projects in pondicherry,ieee vlsi projects in chennai
 
Ieee 2020 21 power electronics in pondicherry,Ieee 2020 21 power electronics
Ieee 2020 21 power electronics in pondicherry,Ieee 2020 21 power electronics Ieee 2020 21 power electronics in pondicherry,Ieee 2020 21 power electronics
Ieee 2020 21 power electronics in pondicherry,Ieee 2020 21 power electronics
 
Ieee 2020 -21 ns2 in pondicherry, Ieee 2020 -21 ns2 projects,best project cen...
Ieee 2020 -21 ns2 in pondicherry, Ieee 2020 -21 ns2 projects,best project cen...Ieee 2020 -21 ns2 in pondicherry, Ieee 2020 -21 ns2 projects,best project cen...
Ieee 2020 -21 ns2 in pondicherry, Ieee 2020 -21 ns2 projects,best project cen...
 
Ieee 2020 21 ns2 in pondicherry,best project center in pondicherry,final year...
Ieee 2020 21 ns2 in pondicherry,best project center in pondicherry,final year...Ieee 2020 21 ns2 in pondicherry,best project center in pondicherry,final year...
Ieee 2020 21 ns2 in pondicherry,best project center in pondicherry,final year...
 
Ieee 2020 21 java dotnet in pondicherry,final year projects in pondicherry,pr...
Ieee 2020 21 java dotnet in pondicherry,final year projects in pondicherry,pr...Ieee 2020 21 java dotnet in pondicherry,final year projects in pondicherry,pr...
Ieee 2020 21 java dotnet in pondicherry,final year projects in pondicherry,pr...
 
Ieee 2020 21 iot in pondicherry,final year projects in pondicherry,project ce...
Ieee 2020 21 iot in pondicherry,final year projects in pondicherry,project ce...Ieee 2020 21 iot in pondicherry,final year projects in pondicherry,project ce...
Ieee 2020 21 iot in pondicherry,final year projects in pondicherry,project ce...
 
Ieee 2020 21 blockchain in pondicherry,final year projects in pondicherry,bes...
Ieee 2020 21 blockchain in pondicherry,final year projects in pondicherry,bes...Ieee 2020 21 blockchain in pondicherry,final year projects in pondicherry,bes...
Ieee 2020 21 blockchain in pondicherry,final year projects in pondicherry,bes...
 
Ieee 2020 -21 bigdata in pondicherry,project center in pondicherry,best proje...
Ieee 2020 -21 bigdata in pondicherry,project center in pondicherry,best proje...Ieee 2020 -21 bigdata in pondicherry,project center in pondicherry,best proje...
Ieee 2020 -21 bigdata in pondicherry,project center in pondicherry,best proje...
 
Ieee 2020 21 embedded in pondicherry,final year projects in pondicherry,best...
Ieee 2020 21  embedded in pondicherry,final year projects in pondicherry,best...Ieee 2020 21  embedded in pondicherry,final year projects in pondicherry,best...
Ieee 2020 21 embedded in pondicherry,final year projects in pondicherry,best...
 

Recently uploaded

Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsKarinaGenton
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...Marc Dusseiller Dusjagr
 
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Celine George
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️9953056974 Low Rate Call Girls In Saket, Delhi NCR
 
Biting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdfBiting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdfadityarao40181
 
Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions  for the students and aspirants of Chemistry12th.pptxOrganic Name Reactions  for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions for the students and aspirants of Chemistry12th.pptxVS Mahajan Coaching Centre
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxSayali Powar
 
Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Celine George
 
Solving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxSolving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxOH TEIK BIN
 
Hybridoma Technology ( Production , Purification , and Application )
Hybridoma Technology  ( Production , Purification , and Application  ) Hybridoma Technology  ( Production , Purification , and Application  )
Hybridoma Technology ( Production , Purification , and Application ) Sakshi Ghasle
 
EPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptxEPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptxRaymartEstabillo3
 
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfEnzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfSumit Tiwari
 
Pharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfPharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfMahmoud M. Sallam
 
Introduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher EducationIntroduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher Educationpboyjonauth
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityGeoBlogs
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxAnaBeatriceAblay2
 
_Math 4-Q4 Week 5.pptx Steps in Collecting Data
_Math 4-Q4 Week 5.pptx Steps in Collecting Data_Math 4-Q4 Week 5.pptx Steps in Collecting Data
_Math 4-Q4 Week 5.pptx Steps in Collecting DataJhengPantaleon
 

Recently uploaded (20)

Science 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its CharacteristicsScience 7 - LAND and SEA BREEZE and its Characteristics
Science 7 - LAND and SEA BREEZE and its Characteristics
 
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdfTataKelola dan KamSiber Kecerdasan Buatan v022.pdf
TataKelola dan KamSiber Kecerdasan Buatan v022.pdf
 
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
“Oh GOSH! Reflecting on Hackteria's Collaborative Practices in a Global Do-It...
 
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
Incoming and Outgoing Shipments in 1 STEP Using Odoo 17
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
call girls in Kamla Market (DELHI) 🔝 >༒9953330565🔝 genuine Escort Service 🔝✔️✔️
 
Biting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdfBiting mechanism of poisonous snakes.pdf
Biting mechanism of poisonous snakes.pdf
 
Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions  for the students and aspirants of Chemistry12th.pptxOrganic Name Reactions  for the students and aspirants of Chemistry12th.pptx
Organic Name Reactions for the students and aspirants of Chemistry12th.pptx
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
 
Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17Computed Fields and api Depends in the Odoo 17
Computed Fields and api Depends in the Odoo 17
 
Solving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptxSolving Puzzles Benefits Everyone (English).pptx
Solving Puzzles Benefits Everyone (English).pptx
 
Hybridoma Technology ( Production , Purification , and Application )
Hybridoma Technology  ( Production , Purification , and Application  ) Hybridoma Technology  ( Production , Purification , and Application  )
Hybridoma Technology ( Production , Purification , and Application )
 
EPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptxEPANDING THE CONTENT OF AN OUTLINE using notes.pptx
EPANDING THE CONTENT OF AN OUTLINE using notes.pptx
 
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdfEnzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
Enzyme, Pharmaceutical Aids, Miscellaneous Last Part of Chapter no 5th.pdf
 
Pharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdfPharmacognosy Flower 3. Compositae 2023.pdf
Pharmacognosy Flower 3. Compositae 2023.pdf
 
Introduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher EducationIntroduction to ArtificiaI Intelligence in Higher Education
Introduction to ArtificiaI Intelligence in Higher Education
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptxENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
ENGLISH5 QUARTER4 MODULE1 WEEK1-3 How Visual and Multimedia Elements.pptx
 
_Math 4-Q4 Week 5.pptx Steps in Collecting Data
_Math 4-Q4 Week 5.pptx Steps in Collecting Data_Math 4-Q4 Week 5.pptx Steps in Collecting Data
_Math 4-Q4 Week 5.pptx Steps in Collecting Data
 

Automatic CFA design frequency domain

  • 1. CONTACT: PRAVEEN KUMAR. L (, +91 – 9791938249) MAIL ID: sunsid1989@gmail.com, praveen@nexgenproject.com Web: www.nexgenproject.com, www.finalyear-ieeeprojects.com AUTOMATIC DESIGN OF COLOR FILTER ARRAYS IN THE FREQUENCY DOMAIN ABSTRACT: In digital color imaging, the raw image is typically obtained via a single sensor covered by a color filter array (CFA), which allows only one color component to be measured at each pixel. The procedure to reconstruct a full color image from the raw image is known as demosaicking. Since the CFA may cause irreversible visual artifacts, the CFA as well as the demosaicking algorithm is crucial to the quality of demosaicked images. Fortunately, the design of CFAs in the frequency domain provides a theoretical approach to handling this issue. However, almost all the existing design methods in the frequency domain involve considerable human effort. In this paper, we present a new method to automatically design CFAs in the frequency domain. Our method is based on the frequency structure representation of mosaicked images. We utilize a multi-objective optimization approach to propose frequency structure candidates, in which the overlap among the frequency components of images mosaicked with the CFA is minimized. Then we optimize parameters for each candidate, which is formulated as a constrained optimization problem. We use the alternating direction method (ADM) to solve it. Our parameter optimization method is applicable to arbitrary frequency structures, including those with conjugate replicas of chrominance components. Experiments on benchmark images confirm the advantage of the proposed method.
  • 2. CONTACT: PRAVEEN KUMAR. L (, +91 – 9791938249) MAIL ID: sunsid1989@gmail.com, praveen@nexgenproject.com Web: www.nexgenproject.com, www.finalyear-ieeeprojects.com CONCLUSIONS In this paper, we present an automatic CFA design method in the frequency domain based on the frequency structure. To accomplish this, we develop a multi-objective optimization approach to automatically rule out a majority of unpromising frequency structures. Then for each frequency structure candidate, we present a new parameter optimization method that is appropriate for arbitrary frequency structures, including those with conjugate chrominance replicas. Our work provides an automatic approach to designing CFAs that are advantageous during the subsequent demosaicking process in producing fewer visual artifacts. Extensive experiments on standard test images demonstrate the superiority of our design method. REFERENCES . [1] B. K. Gunturk, J. Glotzbach, Y. Altunbasak, R. W. Schafer, and R. M. Mersereau, “Demosaicking: color filter array interpolation,” IEEE Transactions on Signal Processing Magazine, vol. 22, no. 1, pp. 44–54, 2005. [2] X. Li, B. Gunturk, and L. Zhang, “Image demosaicing: a systematic survey,” in Proceedings of SPIE on Visual Communications and Image Processing, vol. 6822. International Society for Optics and Photonics, 2008.
  • 3. CONTACT: PRAVEEN KUMAR. L (, +91 – 9791938249) MAIL ID: sunsid1989@gmail.com, praveen@nexgenproject.com Web: www.nexgenproject.com, www.finalyear-ieeeprojects.com [3] D. Menon and G. Calvagno, “Color image demosaicking: an overview,” Signal Processing: Image Communication, vol. 26, no. 8, pp. 518–533, 2011 [4] L. Condat, “Color filter array design using random patterns with blue noise chromatic spectra,” Image and Vision Computing, vol. 28, no. 8, pp. 1196– 1202, 2010. [5] C. Bai, J. Li, Z. Lin, J. Yu, and Y.-W. Chen, “Penrose demosaicking,” IEEE Transactions on Image Processing, vol. 24, no. 5, pp. 1672–1684, 2015. [6] R. Lukac and K. N. Plataniotis, “Color filter arrays: design and performance analysis,” IEEE Transactions on Consumer Electronics, vol. 51, no. 4, pp. 1260– 1267, 2005. [7] P. Hao, Y. Li, Z. Lin, and E. Dubois, “A geometric method for optimal design of color filter arrays,” IEEE Transactions on Image Processing, vol. 20, no. 3, pp. 709–722, 2011. [8] B. E. Bayer, “Color imaging array,” 1976, U.S. Patent 3,971,065. [9] D. Alleysson, S. S¨usstrunk, and J. H´erault, “Linear demosaicing inspired by the human visual system,” IEEE Transactions on Image Processing, vol. 14, no. 4, pp. 439–449, 2005. [10] J. Adams, K. Parulski, and K. Spaulding, “Color processing in digital cameras,” IEEE Micro, no. 6, pp. 20–30, 1998.