MANJUNATH V. JOSHI
Dhirubhai
Ambani
Institute
of Information and Communication Technology, (DAIICT)
Post
Bag No-4, Gandhinagar, Gujarat, 382007, INDIA
telephone
: +91
- 79 - 30510611
e-mail
:mv_joshi@daiict.ac.in
Education
·
PhD
[2001-2004]
(Electrical
Engineering Department, IIT Bombay)
Dissertation: Motion-free
Super-resolution Imaging.
·
M.Tech
(Communication Engineering) [1987-1989]
(Electrical
Engineering Department, IIT Bombay)
·
B.E
(Electronics and Communication Engineering)
[1979-1984]
Mysore University, Karnataka
Experience
·
Dean
(Students), DA-IICT, Gandhinagar-Gujarat,
India [2008-2011]
·
Professor,
DA-IICT, Gandhinagar-Gujarat,
India [2008- ]
·
Associate
Professor, DA-IICT, Gandhinagar-Gujarat, India [2005-2007]
·
Professor,
Gogte Institute of Tech (GIT), Belgaum-Karnataka, India
[2005-2005]
·
Assistant
Professor, Gogte Institute of Tech (GIT), Belgaum-Karnataka, India [1995-2004]
International
Exposure:
- Guest
Researcher, University of Trento, Italy April-June, 2004 (Under India Trento Project for Advanced Research - ITPAR).
- Invited
Speaker - University of Hong-Kong, Hong-Kong Jan-Feb, 2005.
- Visiting
Scientist, LSIIT Lab, Strasbourg, France May-Nov, 2007 (Under Space Fusion
Project Funded by French Research Agency - ANR).
Awards and
Honors:
- Outstanding
Researcher Award-2004 (Engg. Section), Research Scholars Forum, IIT
Bombay-India.
- Infineon
India Best PhD Thesis Award -2005.
- Dr.
Vikram Sarabhai Award 2006-07 (Information Technology), Government of
Gujarat-India.
- Program
Committee Member ICCV-2005, Reviewer IEEE trans. Image Processing, IEEE
trans. Geoscience and remote sensing, Optical Engineering.
- Visiting
faculty, Indian Institute of Technology, Gandhinagar, July-November, 2010.
- Adjunct
faculty, Indian Institute of Technology, Gandhinagar, July-November, 2011
Current Sponsored Projects:
·
"Immersive Navigation for Walk
Through Application" IDH project sponsored by DST, India (Duration: Jan
2011-Jan 2014)
Group members: Manjunath Joshi, Mukesh
Zaveri, Hemant Patil
·
"Text to Speech for Gujarathi
language" Project sponsored by DIT, India (Duration: 2012 - 2014)
Group
members: Manjunath Joshi and Hemant Patil
Research Interests:
- Computer
Vision & Image Processing:
- Image
Super-resolution
- Multi-resolution
Fusion
- 3D
estimation
- Optimization
techniques, Statistical methods
Teaching:
Taught
for 16 years at Gogte Institute of Technology, Belgaum, India in the following areas:
Digital
Signal Processing, Digital Image Processing, Microprocessors, Digital
Communications, Communication Theory and Techniques, Analog Communications,
Microwave Engineering.
Supervised
number of B.E and M.Tech student theses in the area of Communications, Signal
and Image Processing and Computer Vision. Currently supervising five PhD
candidates. Presently teaching Statistical Communication Theory for
undergraduate students and Computer Vision for postgraduate students.
Publications:
Book
Subhasis
Chaudhuri and Joshi Manjunath, “Motion-free Super-resolution,” Springer-NY,
2005.
Book
Chapter:
Prakash P. Gajjar, Manjunath Joshi and Kishor P. Upla
"Transform domain based learning for super-resolution restoration",
book chapter in Image Restoration:
Fundamentals and Advances (Digital Imaging and Computer Vision) (Eds.) Bahadir Kursat Gunturk and Xin Li, CRC press (Accepted).
International
Journals:
- D.
Rajan, S. Chaudhuri and M.V. Joshi, “Multi-Objective Super-Resolution
Technique: Concept and Examples,” IEEE Signal Processing Magazine,
Special issue on Super-Resolution image Reconstruction, vol. 20, no. 3,
pp. 49-61, May 2003.
- C.
V. Jiji, M. V. Joshi and S. Chaudhuri, “Use of Learnt Wavelet Coefficients
in Image Super-Resolution,” International Journal of Imaging Systems
and Technology, vol. 14, no. 3, pp. 105-112, Sep. 2004.
- M.
V. Joshi, S. Chaudhuri and R. Panuganti, “Super-Resolution Imaging: Use of
Zoom as a Cue,” Image and Vision Computing, vol. 22, no 14, pp.
1185-1196, Dec. 2004.
- M.
V. Joshi, S. Chaudhuri and R. Panuganti, “A Learning-Based Method for
Image Super-Resolution from Zoomed Observations,” IEEE Trans. Systems,
Man and Cybernetics, Part B, Special Issue on Learning in Computer Vision
and Pattern Recognition, vol. 35(3), pp. 527-537, June 2005.
- M.
V. Joshi and S. Chaudhuri, “Joint Blind Restoration and Surface Recovery
in Photometric Stereo", Journal of Optical Society of America-A, vol. 22(6), pp. 1066-1076, June 2005.
- M.
V. Joshi and S. Chaudhuri. “Simultaneous Estimation of Super-Resolved
Depth Map and Intensity Field Using Photometric Cue,” Computer Vision
and Image Understanding, vol. 101, pp. 31-44, Jan. 2006.
- M.
V. Joshi, L. Bruzzone and S. Chaudhuri, “A Learning Based Approach to
Multiresolution Fusion in Remotely Sensed Images”, IEEE Trans.
Geoscience and Remote Sensing, vol. 44(9), pp. 2549-2562, Sep. 2006.
- S.
Sharma and M. V. Joshi, "A Practical Approach for Simultaneous
Estimation of Light Source Position, Scene Structure and Blind Restoration
Using Photometric Observations," EURASIP Journal on Advances in
Signal Processing, Special Issue on Machine Learning and Image Processing, Volume 2008
(2008), Article ID 785364
- M. V. Joshi and A. Jalobeanu, “MAP
estimation for Multiresolution Fusion in Remotely Sensed Images using an
IGMRF Prior Model”, IEEE
Trans. Geoscience and Remote Sensing, vol 48(3), July
2009.
- P. Gajjar (PhD student) and M. V. Joshi,
“A New Learning based Super-Resolution: Use of DWT and IGMRF Model Prior”,
IEEE Trans.
Image Processing,
vol 19(5), May 2010
- Patel, Hetal N.; Jain, R. K. and Joshi,
M. V.,
“Fruit detection using improved multiple features based algoritm”, International
Journal of Computer Applications (IJCA), vol. 13, no. 2,
pp. 1 - 5, Jan. 12, 2011
National/International
Conferences:
- M.V.
Joshi and S. Chaudhuri, “Super-Resolution Imaging: Use of Zoom as a Cue,”
in Proc. Indian Conference on Computer Vision, Graphics and Image
Processing (ICVGIP-02), Ahmedabad, India, Dec. 2002.
- M.
V. Joshi and S. Chaudhuri, “ A Learning-Based Method for Image
Super-Resolution from Zoomed Observations,” in Proc. Fifth Int. Conf.
on Advances in Pattern Recognition (ICAPR-03), ISI Kolkata, India,
Dec. 2003, pp. 179-182.
- M.
V. Joshi and S. Chaudhuri, “Photometric Stereo Under Blurred
Observations,” in Proc. IEEE Int. Conf. on Pattern Recognition
(ICPR-04), Aug. 2004, Cambridge UK.
- M.
V. Joshi and S. Chaudhuri,“Zoom-Based Super-Resolution through SAR Model
Fitting,” in Proc. IEEE Int. Conf. on Image Processing (ICIP-04),
Oct. 2004, Singapore.
- P.
Gajjar, M. V. Joshi, A. Banerjee and S. Mitra, “Decimation estimation and
Super-Resolution Using Zoomed Observations,” in Proc. Fifth
Indian Conf. on Computer Vision, Graphics and Image Processing
(ICVGIP-06), LNCS 4338, Madurai, India, pp 45-57, Dec 2006.
- P.
Gajjar, M. V. Joshi, A. Banerjee and S. Mitra, “Decimation estimation and
Linear Model Based Super-resolution Using Zoomed Observations,'' in
Proc. Third Iberian Conf. on Pattern Recognition and Image Analysis,
LNCS Series, Girona, Spain, June 2007.
- S.
Sharma and M. V. Joshi, “Practical Approaches for the Estimation of High
Resolution Depth Map and Intensity Field using Photometric cue,” in
Proc. Thirteenth National Conf. on Communications (NCC-07), IIT
Kanpur, India, Jan 2007.
- S.
Sharma and M. V. Joshi , “A Practical Approach for Super-Resolution Using
Photometric Cue and Graph cuts,'' in Proc. British Machine Vision Conf.,
University of Warwick, UK, Sep. 2007.
- N.
Manvani, S. Mitra and M. V. Joshi, "Spoken Language Identification
for Indian Languages Using Split and Merge EM Algorithm," in Proc.
2nd Int. Conf. on Patten Recognition and Machine Intelligence (PreMI-07),
LNCS Series, ISI Kolkata, India, Dec. 2007.
- Singh,
P. Jaikumar, S. K. Mitra, M. V. Joshi and A. Banerjee, “Detection and
Tracking of Objects in Low Contrast Conditions,” in Proc. National
Conference on Computer Vision, Pattern Recognition, Image Processing and
Graphics (NCVPRIPG), DAIICT Gandhinagar, India, Jan. 2008.
- P.
Gajjar and M. V. Joshi, "A Fast Approach to the Learning-based
Super-Resolution Using Autoregressive Model Prior and Wavelet Prior,"
in Proc. Fourteenth National Conf. on Communications, IIT Mumbai,
India (NCC-08), Feb. 2008.
- M.
V. Joshi and A. Jalobeanu, ''Multiresolution Fusion in Remotely Sensed
Images Using IGMRF Prior and MAP Estimation'' in Proc. IEEE
International Geoscience and Remote Sensing Symposium (IGARSS), Boston, Massachusetts,
USA, July 2008.
- Nikhil
Khandelwal and Nitin Gupta and M. V. Joshi, “Image Restoration: Use of AR
and IGMRF priors”, International Conference on Visualization, Imaging and
Image Processing, Palma De Mallorca,
Spain, September 2008.
- P.
Gajjar and M. V. Joshi, ''Image Super-Resolution Using a New Learning
Technique and IGMRF Prior'' in Proc. Indian Conference on Computer
Vision, Graphics and Image Processing (ICVGIP-08), Bhubaneswar,
India December, 2008.
- R. V. S. Krishna and M. V. Joshi,
“Nonhomogeneous autoregressive model based prior for multiresolution
fusion”, in Proc. IEEE International Geoscience and Remote Sensing
Symposium (IGARSS) Cape Town, South Africa, July 2009.
- P. Gajjar and M.
V. Joshi, "Zoom Based Super-resolution: A
Fast Approach Using Particle Swarm Optimization”,
International Conference of Image and Signal Processing (ICISP-2010, LNCS-Series),
Trois-Rivières,
Québec, Canada, June 30 - July 2, 2010.
- Abhishek
Shripat, Manjunath Joshi, Pradipta Nanda,"MAP-MRF estimation for
multi-resolution fusion of remotely sensed images", in Proc. IEEE
International Geoscience and Remote Sensing Symposium (IGARSS), Honolulu, Hawaii, USA,
July 2010.
- Prakash
Gajjar, Manjunath Joshi, “Multiresolution fusion in remotely sensed
images: Use of Gibbs prior and PSO optimization”, in Proc. IEEE
International Geoscience and Remote Sensing Symposium (IGARSS), Honolulu, Hawaii, USA,
July 2010.
- Manjunath
Joshi, Prakash Gajjar, “Multiresolution fusion in remotely sensed images:
Use of Gibbs prior and PSO optimization”, in Proc. IEEE International
Geoscience and Remote Sensing Symposium (IGARSS), Honolulu, Hawaii, USA, July
2010.
- Prashant
Garg, Mohit Maheshwari, Sammer Dubey, Manjunath Joshi, Asim Banerjee and
Vijaykumar Chakka, "Alias Minimization of 1-D signals using DCT based
Learning" in Proc. 53rd IEEE Int'l Midwest Symposium on Circuits
& Systems (MWSCAS), Seattle, Washington, August, 2010.
- Kishor
Upla, Manjunath Joshi, Prakash Gajjar and Asim Banerjee, "A Fast
Approach for Edge Preserving Super-resolution" , in Proc. of IEEE International Conference on
Multiledia & Expo, (ICME), Barcelona, Spain, July, 2011.
- Milind
Padhalkar, Manjunath Joshi, Mukesh Zaveri and Chintan Parmar, “Exemplar
based Image Inpainting using Autoregressive Parameter Estimation”, in
Proc. of IEEE International Conference on Signal, Image and Video
Processing, IIT Patna, India, Jan, 2012
- Rakesh
C. Patel, Prakash P. Gajjar, Manjunath V. Joshi, Kishor P. Upla. “A model
based approach to multiresolution fusion: Use of CS” in Proc. IEEE
International Geoscience and Remote Sensing Symposium (IGARSS), Munich,
Germany, July 2012.
·
Rakesh C. Patel and M. V. Joshi “Super-resolution of
hyper-spectral images using compressive sensing” in ISPRS congress, Melbourne,
Australia, August-September 2012,