Difference between revisions of "Sunil K. Narang"

From WikiBiron
(→‎Sunil K Narang)
(→‎Patents)
 
(71 intermediate revisions by 2 users not shown)
Line 1: Line 1:
 
== Sunil K Narang ==
 
== Sunil K Narang ==
 +
[[File:me.jpg |right| thumb | 200px | Profile Image]]
 +
Software Development Engineer
  
−
[[File:me.JPG|20px|link=http://biron.usc.edu/~kumarsun/Resume/]]
+
Microsoft Bing
  
−
Ph.D. student  [http://biron.usc.edu/~kumarsun/Resume/CV.pdf <small><b>(CV)</b></small>]
+
One Microsoft Way
  
−
Department of Electrical Engineering - Systems
+
Redmond, WA 98052-6399
  
−
University of Southern California
+
USA
  
−
Los Angeles, CA
+
Email: narang.sunil@gmail.com
  
−
E-mail: kumarsun@usc.edu
+
LinkedIn: https://www.linkedin.com/in/sunilknarang
−
 
 
−
Advisor: [http://sipi.usc.edu/~ortega Antonio Ortega]
 
  
 
== Research Interests ==
 
== Research Interests ==
−
* Signal Processing on Graphs
+
* Graph Signal Processing,
−
* Image Processing
+
* Statistics and Data-mining on Graphs,
−
* Wavelet Transforms
+
* Digital Signal/Image processing,
 +
* Machine Learning,
 +
* Distributed Compression,
 +
* Wavelet Transforms,
 +
* High Performance Computing
  
 
== Education ==
 
== Education ==
Line 28: Line 32:
  
 
== Professional Experience ==
 
== Professional Experience ==
 +
* Microsoft Bing: July 2013 onwards
 +
* Department of Electrical Engineering USC: July 2012 - July 2013
 +
** Postdoctoral research associate [http://biron.usc.edu/~kumarsun/Resume/CV1.pdf <small><b>(CV)</b></small>][http://www.youtube.com/embed/Xt3XO0UKEqY<small><b> Overview (video)</b></small>]
 +
** Advisor: [http://sipi.usc.edu/~ortega Antonio Ortega]
 
*[http://www.watson.ibm.com/index.shtml IBM Watson Research Lab, Yorktown]:  May 2010 - Aug. 2010
 
*[http://www.watson.ibm.com/index.shtml IBM Watson Research Lab, Yorktown]:  May 2010 - Aug. 2010
 
**Summer Intern, Business Analytics and Mathematical Sciences (BAMS) Group
 
**Summer Intern, Business Analytics and Mathematical Sciences (BAMS) Group
Line 38: Line 46:
 
**Design and development of bioinformatics projects like Gel Image Analysis, QTL Mapping and Gene Prediction.
 
**Design and development of bioinformatics projects like Gel Image Analysis, QTL Mapping and Gene Prediction.
  
−
== Fellowships / Awards ==
+
== Honors / Awards ==
 +
* Best Research Paper Award 2012 by Ming Hsieh Department of Electrical Engineering
 +
* [http://mhi.usc.edu/scholars/scholar-alumni/ Ming Hsieh Institute Ph.D. Scholarship](Aug 2011- Aug2012)
 
*[http://www.usc.edu/schools/GraduateSchool/current_fellowships_03.html Annenberg Graduate Fellowship](Aug.2007 - July 2009)
 
*[http://www.usc.edu/schools/GraduateSchool/current_fellowships_03.html Annenberg Graduate Fellowship](Aug.2007 - July 2009)
 
* Research Assistance Award (Aug 2009 - Present)
 
* Research Assistance Award (Aug 2009 - Present)
 +
 +
== Patents ==
 +
<ul>
 +
<li>
 +
A. Ortega, '''S.K. Narang''', G. Shen, and J. Perez-Trufero, "Distributed Transforms for Efficient Data Gathering in Sensor Networks", <i>January~19 2012, US Patent 20,120,014,289</i>
 +
<li> J.  J.  Lee,  H.  C.  Wey,  G.  Shen,  W.  S.  Kim,  A.  Ortega, '''S. K. Narang''',  D.Park, "System and method for encoding/decoding videos using edge-adaptive transform", <i>Oct 2013, US Patent 20130272422 A1.</i>
 +
</ul>
 +
 +
== PhD Dissertation ==
 +
<ul>
 +
S. K. Narang, '''Critically sampled wavelet filterbanks on graphs.''' University of Southern California. ProQuest Dissertations and Theses, , 132. Retrieved from http://sipi.usc.edu/~ortega/PhDTheses/SunilKNarang.pdf, 2012.
 +
<li>
 +
</ul>
  
 
== Journal Publications ==
 
== Journal Publications ==
 
<ul>
 
<ul>
 +
<li> David I Shuman, '''Sunil K. Narang''', Pascal Frossard, Antonio Ortega, Pierre Vandergheynst, "Signal Processing on Graphs: Extending High-Dimensional Data Analysis to Networks and Other Irregular Data Domains",<i> to appear SPM 2013, arXiv:1211.0053 </i>
 +
<li> '''S. K. Narang''' and Antonio Ortega, "Compact Support Biorthogonal Wavelet Filterbanks for Arbitrary Undirected Graphs", <i>under review IEEE TSP, arXiv:1210.8129</i>
 
<li>
 
<li>
−
S. K. Narang and Antonio Ortega, "Perfect Reconstruction Two-Channel Wavelet Filter-Banks For Graph Structured Data", <i>Tech. Rep. arXiv:1106.3693v2, June 2011 </i>[http://arxiv.org/pdf/1106.3693v2<small><b> PDF format</b></small>],
+
'''S. K. Narang''' and Antonio Ortega, "Perfect Reconstruction Two-Channel Wavelet Filter-Banks For Graph Structured Data", <i>IEEE Transactions on Signal Processing (TSP)</i>[http://arxiv.org/abs/1106.3693<small><b> PDF format</b></small>],
 
[http://biron.usc.edu/~kumarsun/Codes/Graph-QMF-toolbox1.3.zip<small><b> Matlab Toolbox</b></small>]
 
[http://biron.usc.edu/~kumarsun/Codes/Graph-QMF-toolbox1.3.zip<small><b> Matlab Toolbox</b></small>]
−
<li> S. Kumar, R. Gupta, N. Khanna, S. Chaudhury and S.D. Joshi, "Text Extraction and Document Image Segmentation Using Matched Wavelets and MRF Model,". <i> IEEE Transactions on Image Processing, </i>: vol.16, no.8, pp.2117-2128, Aug. 2007 </ul>
+
<li> '''S. Kumar''', R. Gupta, N. Khanna, S. Chaudhury and S.D. Joshi, "Text Extraction and Document Image Segmentation Using Matched Wavelets and MRF Model,". <i> IEEE Transactions on Image Processing(TIP), </i></ul>
  
 
== Conference Publications ==
 
== Conference Publications ==
 
<ul>
 
<ul>
−
<li>S.K. Narang and A. Ortega, "Downsampling Graphs Using Spectral Theory",<i>IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'11),</i>[http://biron.usc.edu/~kumarsun/papers/ICASSP11Downsampling.pdf <small><b> PDF format</b></small>],
+
<li>'''S.K. Narang''', Y. H. Chao and A. Ortega, "Graph-wavelet filterbanks for edge-aware image processing",<i> IEEE Statistical Signal Processing (SSP'12)</i>
−
[http://biron.usc.edu/~kumarsun/Posters/ICASSPPoster2011.pdf <small><b> Poster</b></small>]
 
 
</ul>
 
</ul>
−
<ul><li>J. P.-Trufero, S.K. Narang and A. Ortega, "Distributed Transforms for Efficient Data Gathering in Arbitrary
 
−
Networks",<i>To appear in Intl. Conf. on Image Proc. (ICIP'11),</i></ul>
 
 
<ul>
 
<ul>
−
<li> G. Shen, W.-S. Kim, S. K. Narang, A. Ortega, J. Lee, and H. Wey, "Edge-adaptive transforms for efficient depth-map coding," <i>in Proc. of 28th Picture Coding Symposium (PCS ‘10), Nagoya, Japan, Dec. 2010.</i>[http://biron.usc.edu/~wooshikk/PCS10.pdf <small><b>PDF format</b></small>]</ul>
+
<li> M. Levorato, ''' S.K. Narang''', U. Mitra, A. Ortega, ''Reduced Dimension Policy Iteration for Wireless Network Control via Multiscale Analysis, <i> GlobeCom 12 </i>
 +
'''Best Paper Award'''
 +
</ul>
 +
<ul>
 +
<li>'''S.K. Narang''' and A. Ortega, "Multi-dimensional separable critically sampled wavelet filterbanks on arbitrary graphs",<i>IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'12)</i>[http://biron.usc.edu/~kumarsun/papers/ICASSP2012Sunil.pdf <small><b> PDF format</b></small>],[http://biron.usc.edu/~kumarsun/Posters/ICASSP2012.pdf <small><b> Poster</b></small>]
 +
</ul>
 +
<ul>
 +
<li>Woo-Shik Kim, '''S.K. Narang''' and A. Ortega, "Graph based transforms for depth video coding",<i>IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'12)</i>[http://biron.usc.edu/~kumarsun/papers/GBT_ICASSP2011_wskim.pdf <small><b> PDF format</b></small>]
 +
</ul>
 +
<ul>
 +
<li>'''S.K. Narang''' and A. Ortega, "Downsampling Graphs Using Spectral Theory",<i>IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'11),</i> [http://biron.usc.edu/~kumarsun/papers/ICASSP11Downsampling.pdf <small><b> PDF format</b></small>],
 +
[http://biron.usc.edu/~kumarsun/Posters/ICASSPPoster2011.pdf <small><b> Poster</b></small>]
 +
</ul> 
 +
<ul><li>J. P.-Trufero, '''S.K. Narang''' and A. Ortega, "Distributed Transforms for Efficient Data Gathering in Arbitrary
 +
Networks",<i>Intl. Conf. on Image Proc. (ICIP'11),</i>[http://biron.usc.edu/~kumarsun/Posters/ICIPPoster2011.pdf <small><b> Presentation</b></small>]</ul>
 +
<ul>
 +
<li> G. Shen, W.-S. Kim, '''S. K. Narang''', A. Ortega, J. Lee, and H. Wey, "Edge-adaptive transforms for efficient depth-map coding," <i> Picture Coding Symposium (PCS ‘10), Nagoya, Japan, Dec. 2010.</i>[http://biron.usc.edu/~wooshikk/PCS10.pdf <small><b>PDF format</b></small>]</ul>
 
  <ul>
 
  <ul>
−
<li>S.K. Narang and A. Ortega, "Local Two-Channel Critically Sampled Filter-Banks On Graphs",<i>Intl. Conf. on Image Proc. (ICIP'10),</i>[http://biron.usc.edu/~kumarsun/papers/ICIP10GraphTransform.pdf <small><b> PDF format</b></small>],
+
<li>'''S.K. Narang''' and A. Ortega, "Local Two-Channel Critically Sampled Filter-Banks On Graphs",<i>Intl. Conf. on Image Proc. (ICIP'10),</i>[http://biron.usc.edu/~kumarsun/papers/ICIP10GraphTransform.pdf <small><b> PDF format</b></small>],
 
[http://biron.usc.edu/~kumarsun/Posters/ICIPPoster2010.pdf <small><b> Poster</b></small>]
 
[http://biron.usc.edu/~kumarsun/Posters/ICIPPoster2010.pdf <small><b> Poster</b></small>]
 
</ul>
 
</ul>
 
<ul>
 
<ul>
−
<li> S.K. Narang, G. Shen and A. Ortega, "Unidirectional Graph-based Wavelet Transforms for Efficient Data Gathering in Sensor Networks". <i>To Appear in 2010 IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'10),</i> Dallas, April 2010.
+
<li> '''S.K. Narang''', G. Shen and A. Ortega, "Unidirectional Graph-based Wavelet Transforms for Efficient Data Gathering in Sensor Networks". <i>IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'10),</i> April 2010.
 
[http://biron.usc.edu/~kumarsun/papers/ICASSP10_Broadcast.pdf <small><b> PDF format</b></small>]</ul>
 
[http://biron.usc.edu/~kumarsun/papers/ICASSP10_Broadcast.pdf <small><b> PDF format</b></small>]</ul>
 
<ul>
 
<ul>
−
<li> S. K. Narang and A. Ortega, "Lifting Based Wavelet Transforms on Graphs". <i>In Proc. of 2009 APSIPA Annual Summit and Conference (APSIPA ASC 2009)</i> Sapporo, Japan [http://biron.usc.edu/~kumarsun/papers/APSIPA_09_Graph_Lifting.pdf <small><b> PDF format</b></small>]</ul>
+
<li> '''S. K. Narang''' and A. Ortega, "Lifting Based Wavelet Transforms on Graphs". <i>APSIPA Annual Summit and Conference (APSIPA ASC 2009)</i> Sapporo, Japan [http://biron.usc.edu/~kumarsun/papers/APSIPA_09_Graph_Lifting.pdf <small><b> PDF format</b></small>]</ul>
 
<ul>
 
<ul>
−
<li> G. Shen, S. K. Narang and A. Ortega, "Adaptive Distributed Transforms for Irregularly Sampled Wireless Sensor Networks". <i>In Proc. of 2009 IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'09),</i> Taipei, April 2009.
+
<li> G. Shen, '''S. K. Narang''' and A. Ortega, "Adaptive Distributed Transforms for Irregularly Sampled Wireless Sensor Networks". <i> IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'09),</i> Taipei, April 2009.
 
[http://biron.usc.edu/~godwinsh/Papers/ICASSP09_Filter_Opt.pdf <small><b>PDF format</b></small>]</ul>
 
[http://biron.usc.edu/~godwinsh/Papers/ICASSP09_Filter_Opt.pdf <small><b>PDF format</b></small>]</ul>
 
<ul>
 
<ul>
−
<li> A.R. Choudhury, A. King, S. Kumar and Y. Sabharwal, "Optimizations in financial engineering: The Least-Squares Monte Carlo method of Longstaff and Schwartz". <i> In Proc. of 2008 IEEE International Symposium on Parallel and Distributed Processing. (IPDPS 2008):pp 1-11 April 2008 </i></ul>
+
<li> A.R. Choudhury, A. King, '''S. Kumar''' and Y. Sabharwal, "Optimizations in financial engineering: The Least-Squares Monte Carlo method of Longstaff and Schwartz". <i> In Proc. of 2008 IEEE International Symposium on Parallel and Distributed Processing. (IPDPS 2008):pp 1-11 April 2008 </i></ul>
 +
<ul>
 +
<li> A. Gupta, '''S. Kumar''', R. Gupta, S. Chaudhury, S. D. Joshi, "Enhancement of Old Manuscript Images". <i>International Conference on Document Analysis and Recognition (ICDAR 2007)</i>: vol2 744-748 Sep. 2007 [http://biron.usc.edu/~kumarsun/papers/ICDAR_2007.pdf <small><b> PDF format</b></small>]</ul>
 +
 
 
<ul>
 
<ul>
−
<li> A. Gupta, S. Kumar, R. Gupta, S. Chaudhury, S. D. Joshi, "Enhancement of Old Manuscript Images". <i>In Proc. of 2007 Ninth International Conference on Document Analysis and Recognition (ICDAR 2007)</i>: vol2 744-748 Sep. 2007</ul>
+
<li> '''S. Kumar''', N. Khanna, S. Chaudhury, S. D. Joshi, "Locating Text in Images using Matched Wavelets". <i>International Conference on Document Analysis and Recognition (ICDAR 2005) </i>: vol2 595-599 Sep. 2005
 +
[http://biron.usc.edu/~kumarsun/papers/ICDAR_2005.pdf <small><b> PDF format</b></small>] </ul>
  
 +
== Invited Talks ==
 +
<ul>
 +
<li>S. K. Narang, "Wavelet Filterbanks on Graphs: A New Tool for Multiresolution Analysis". <i>UC San Diego, Dec 2012 </i> [http://biron.usc.edu/~kumarsun/Talks/Sunil_UCSD_GraphWavelets2012.pdf<small><b> Presentation</b></small>]</ul>
 +
 +
<ul>
 +
<li> S. K. Narang, "Critically Sampled Wavelet Filterbanks on Graphs". <i>CommNetS seminar, USC, Jan 2012 </i> [http://biron.usc.edu/~kumarsun/Talks/sunil_commnets.pdf <small><b> Presentation</b></small>]</ul>
 +
<ul>
 +
<li>ITA graduation day, San Diego, Feb. 2012, [http://biron.usc.edu/~kumarsun/Posters/ITAPoster.pdf <small><b> Poster</b></small>]</ul>
 
<ul>
 
<ul>
−
<li> S. Kumar, N. Khanna, S. Chaudhury, S. D. Joshi, "Locating Text in Images using Matched Wavelets". <i>In Proc. of 2005 Eighth International Conference on Document Analysis and Recognition (ICDAR 2005) </i>: vol2 595-599 Sep. 2005</ul>
+
<li> MHI Scholar 4 minute Research Pitch [http://www.youtube.com/embed/Xt3XO0UKEqY<small><b> YouTube Link</b></small>] </ul>
  
 
== Course Reports ==
 
== Course Reports ==
Line 90: Line 140:
 
== Software ==
 
== Software ==
 
*[http://biron.usc.edu/wiki/index.php/Graph_Filterbanks Graph Filterbanks]
 
*[http://biron.usc.edu/wiki/index.php/Graph_Filterbanks Graph Filterbanks]
 +
*[http://biron.usc.edu/wiki/index.php/BlockGraphTransforms Edge-adaptive transforms for efficient depth map coding.]

Latest revision as of 12:28, 10 October 2015

Sunil K Narang

Profile Image

Software Development Engineer

Microsoft Bing

One Microsoft Way

Redmond, WA 98052-6399

USA

Email: narang.sunil@gmail.com

LinkedIn: https://www.linkedin.com/in/sunilknarang

Research Interests

  • Graph Signal Processing,
  • Statistics and Data-mining on Graphs,
  • Digital Signal/Image processing,
  • Machine Learning,
  • Distributed Compression,
  • Wavelet Transforms,
  • High Performance Computing

Education

  • Aug. 2007-present: University of Southern California, Los Angeles, CA
    • Ph.D. student, Department of Electrical Engineering-Systems
  • Aug. 2001-Jun. 2005: Indian Institute of Technology, Delhi
    • Bachelor of Technology in Electrical Engineering, Jun. 2005, Department of Electrical Engineering


Professional Experience

  • IBM India Research Lab: Dec 2005 - July. 2007
    • Technical Staff Member in Systems, High Performance Computing Group
  • Mascon Life Sciences: Sep 2005 - Dec. 2005
    • Executive Software Engineer
    • Design and development of bioinformatics projects like Gel Image Analysis, QTL Mapping and Gene Prediction.

Honors / Awards

Patents

  • A. Ortega, S.K. Narang, G. Shen, and J. Perez-Trufero, "Distributed Transforms for Efficient Data Gathering in Sensor Networks", January~19 2012, US Patent 20,120,014,289
  • J. J. Lee, H. C. Wey, G. Shen, W. S. Kim, A. Ortega, S. K. Narang, D.Park, "System and method for encoding/decoding videos using edge-adaptive transform", Oct 2013, US Patent 20130272422 A1.

PhD Dissertation

Journal Publications

  • David I Shuman, Sunil K. Narang, Pascal Frossard, Antonio Ortega, Pierre Vandergheynst, "Signal Processing on Graphs: Extending High-Dimensional Data Analysis to Networks and Other Irregular Data Domains", to appear SPM 2013, arXiv:1211.0053
  • S. K. Narang and Antonio Ortega, "Compact Support Biorthogonal Wavelet Filterbanks for Arbitrary Undirected Graphs", under review IEEE TSP, arXiv:1210.8129
  • S. K. Narang and Antonio Ortega, "Perfect Reconstruction Two-Channel Wavelet Filter-Banks For Graph Structured Data", IEEE Transactions on Signal Processing (TSP) PDF format, Matlab Toolbox
  • S. Kumar, R. Gupta, N. Khanna, S. Chaudhury and S.D. Joshi, "Text Extraction and Document Image Segmentation Using Matched Wavelets and MRF Model,". IEEE Transactions on Image Processing(TIP),

Conference Publications

  • S.K. Narang, Y. H. Chao and A. Ortega, "Graph-wavelet filterbanks for edge-aware image processing", IEEE Statistical Signal Processing (SSP'12)
  • M. Levorato, S.K. Narang, U. Mitra, A. Ortega, Reduced Dimension Policy Iteration for Wireless Network Control via Multiscale Analysis, GlobeCom 12 Best Paper Award
  • S.K. Narang and A. Ortega, "Multi-dimensional separable critically sampled wavelet filterbanks on arbitrary graphs",IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'12) PDF format, Poster
  • Woo-Shik Kim, S.K. Narang and A. Ortega, "Graph based transforms for depth video coding",IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'12) PDF format
  • S.K. Narang and A. Ortega, "Downsampling Graphs Using Spectral Theory",IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'11), PDF format, Poster
  • J. P.-Trufero, S.K. Narang and A. Ortega, "Distributed Transforms for Efficient Data Gathering in Arbitrary Networks",Intl. Conf. on Image Proc. (ICIP'11), Presentation
  • G. Shen, W.-S. Kim, S. K. Narang, A. Ortega, J. Lee, and H. Wey, "Edge-adaptive transforms for efficient depth-map coding," Picture Coding Symposium (PCS ‘10), Nagoya, Japan, Dec. 2010.PDF format
  • S.K. Narang and A. Ortega, "Local Two-Channel Critically Sampled Filter-Banks On Graphs",Intl. Conf. on Image Proc. (ICIP'10), PDF format, Poster
  • S.K. Narang, G. Shen and A. Ortega, "Unidirectional Graph-based Wavelet Transforms for Efficient Data Gathering in Sensor Networks". IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'10), April 2010. PDF format
  • S. K. Narang and A. Ortega, "Lifting Based Wavelet Transforms on Graphs". APSIPA Annual Summit and Conference (APSIPA ASC 2009) Sapporo, Japan PDF format
  • G. Shen, S. K. Narang and A. Ortega, "Adaptive Distributed Transforms for Irregularly Sampled Wireless Sensor Networks". IEEE Intl. Conf. on Acoustics, Speech and Signal Processing (ICASSP'09), Taipei, April 2009. PDF format
  • A.R. Choudhury, A. King, S. Kumar and Y. Sabharwal, "Optimizations in financial engineering: The Least-Squares Monte Carlo method of Longstaff and Schwartz". In Proc. of 2008 IEEE International Symposium on Parallel and Distributed Processing. (IPDPS 2008):pp 1-11 April 2008
  • A. Gupta, S. Kumar, R. Gupta, S. Chaudhury, S. D. Joshi, "Enhancement of Old Manuscript Images". International Conference on Document Analysis and Recognition (ICDAR 2007): vol2 744-748 Sep. 2007 PDF format
  • S. Kumar, N. Khanna, S. Chaudhury, S. D. Joshi, "Locating Text in Images using Matched Wavelets". International Conference on Document Analysis and Recognition (ICDAR 2005) : vol2 595-599 Sep. 2005 PDF format

Invited Talks

  • S. K. Narang, "Wavelet Filterbanks on Graphs: A New Tool for Multiresolution Analysis". UC San Diego, Dec 2012 Presentation
  • S. K. Narang, "Critically Sampled Wavelet Filterbanks on Graphs". CommNetS seminar, USC, Jan 2012 Presentation
  • ITA graduation day, San Diego, Feb. 2012, Poster

Course Reports

  • S. K. Narang, "Community detection in Social Networks using Wavelets". Semester Project Report: EE596(Wavelets) Fall 2008 USC PDF format
  • S. K. Narang, "Compress Sensing of Public Opinion in a Social Network Using Ising Model". Semester Project Report: EE599(Large Scale Systems and Message Passing Algorithms) Fall 2009 USC PDF format
  • S. K. Narang, "Low Dynamic Range (LDR) Video Camera System". Semester Project Report: EE586L(Advanced Digital Signal Processing Lab) Spring 2009 USC PDF format


Software

Retrieved from "https://biron.usc.edu/wiki/index.php?title=Sunil_K._Narang&oldid=2879"