Volume : IV, Issue : IV, May - 2014 STUDY AND PERFORMANCE ANALYSIS OF DE-BLURRING TECHNIQUES FOR DISTORTED MEDICAL IMAGES![](ArticleImage/4623.jpg) Mahesh D. Pawar, Gautam A. Kudale and V.P.Pawar By : Laxmi Book Publication Abstract : Image processing techniques in medical imaging are used to analyze the symptoms of the
patients with ease. Medical images often blur during acquisition through electronic equipments, which
are spread over the image. Real images are often degraded by blur and this blur can occur during image
transmission and digitization. In such situation it is very difficult for doctors to diagnosis the particular
disease. Therefore it is necessary to deblur the blurring image. The objective of this method is to detect
the different types of blurring in medical images and remove that particular blur from the medical image.
The results are analyzed, compared and evaluated through the quality metrics like mean and standard
deviation, and these are found most suitable for medical diagnosis for doctors. [1, 4, 6] Keywords : Article : Cite This Article : Mahesh D. Pawar, Gautam A. Kudale and V.P.Pawar(2014). STUDY AND PERFORMANCE ANALYSIS OF DE-BLURRING TECHNIQUES FOR DISTORTED MEDICAL IMAGES. Indian Streams Research Journal, Vol. IV, Issue. IV, http://isrj.org/UploadedData/4623.pdf References : - Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
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- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
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- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Ltd., Toronto, Ont.;
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- www.mathworks.com (Digital image processing)
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- www.mathworks.com (Digital image processing)
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- www.mathworks.com (Digital image processing)
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Ltd., Toronto, Ont.;
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Engineering .The Hebrew University of Jerusalem Israel.
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- www.mathworks.com (Digital image processing)
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- www.mathworks.com (Digital image processing)
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Ltd., Toronto, Ont.;
- Ltd., Toronto, Ont.;
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Ltd., Toronto, Ont.;
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Kenneth R.Castleman, “Digital Image processing”, PHI
- www.mathworks.com (Digital image processing)
- Kenneth R.Castleman, “Digital Image processing”, PHI
- www.mathworks.com (Digital image processing)
- www.mathworks.com (Digital image processing)
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Ltd., Toronto, Ont.;
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- www.mathworks.com (Digital image processing)
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Engineering .The Hebrew University of Jerusalem Israel.
- Ltd., Toronto, Ont.;
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Ltd., Toronto, Ont.;
- Ltd., Toronto, Ont.;
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- www.mathworks.com (Digital image processing)
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Ltd., Toronto, Ont.;
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Ltd., Toronto, Ont.;
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Ltd., Toronto, Ont.;
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- www.mathworks.com (Digital image processing)
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- www.mathworks.com (Digital image processing)
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Ltd., Toronto, Ont.;
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Engineering .The Hebrew University of Jerusalem Israel.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- www.mathworks.com (Digital image processing)
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Ltd., Toronto, Ont.;
- www.mathworks.com (Digital image processing)
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- www.mathworks.com (Digital image processing)
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- www.mathworks.com (Digital image processing)
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Engineering .The Hebrew University of Jerusalem Israel.
- Engineering .The Hebrew University of Jerusalem Israel.
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- www.mathworks.com (Digital image processing)
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Engineering .The Hebrew University of Jerusalem Israel.
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Ltd., Toronto, Ont.;
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- www.mathworks.com (Digital image processing)
- Ltd., Toronto, Ont.;
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Ltd., Toronto, Ont.;
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Kenneth R.Castleman, “Digital Image processing”, PHI
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Engineering .The Hebrew University of Jerusalem Israel.
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Engineering .The Hebrew University of Jerusalem Israel.
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Ltd., Toronto, Ont.;
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- www.mathworks.com (Digital image processing)
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Ltd., Toronto, Ont.;
- www.mathworks.com (Digital image processing)
- www.mathworks.com (Digital image processing)
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- www.mathworks.com (Digital image processing)
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Ltd., Toronto, Ont.;
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Ltd., Toronto, Ont.;
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Ltd., Toronto, Ont.;
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Engineering .The Hebrew University of Jerusalem Israel.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Kenneth R.Castleman, “Digital Image processing”, PHI
- Engineering .The Hebrew University of Jerusalem Israel.
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Engineering .The Hebrew University of Jerusalem Israel.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- www.mathworks.com (Digital image processing)
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Kenneth R.Castleman, “Digital Image processing”, PHI
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- www.mathworks.com (Digital image processing)
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Ltd., Toronto, Ont.;
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Ltd., Toronto, Ont.;
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- www.mathworks.com (Digital image processing)
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
- Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Ltd., Toronto, Ont.;
- National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
- Ltd., Toronto, Ont.;
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
- www.mathworks.com (Digital image processing)
- Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
- University of Jerusalem.
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
- Engineering .The Hebrew University of Jerusalem Israel.
- Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
- Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
- Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
- Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
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