Scroll to Top

Volume : IV, Issue : IV, May - 2014

STUDY AND PERFORMANCE ANALYSIS OF DE-BLURRING TECHNIQUES FOR DISTORTED MEDICAL IMAGES

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 :

    1. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    2. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    3. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    4. www.mathworks.com (Digital image processing)
    5. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    6. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    7. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    8. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    9. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    10. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    11. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    12. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    13. Engineering .The Hebrew University of Jerusalem Israel.
    14. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    15. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    16. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    17. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    18. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    19. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    20. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    21. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    22. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    23. Engineering .The Hebrew University of Jerusalem Israel.
    24. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    25. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    26. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    27. Kenneth R.Castleman, “Digital Image processing”, PHI
    28. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    29. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    30. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    31. Ltd., Toronto, Ont.;
    32. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    33. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    34. www.mathworks.com (Digital image processing)
    35. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    36. University of Jerusalem.
    37. www.mathworks.com (Digital image processing)
    38. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    39. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    40. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    41. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    42. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    43. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    44. www.mathworks.com (Digital image processing)
    45. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    46. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    47. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    48. Engineering .The Hebrew University of Jerusalem Israel.
    49. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    50. Ltd., Toronto, Ont.;
    51. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    52. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    53. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    54. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    55. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    56. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    57. Engineering .The Hebrew University of Jerusalem Israel.
    58. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    59. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    60. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    61. www.mathworks.com (Digital image processing)
    62. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    63. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    64. www.mathworks.com (Digital image processing)
    65. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    66. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    67. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    68. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    69. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    70. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    71. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    72. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    73. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    74. Kenneth R.Castleman, “Digital Image processing”, PHI
    75. Kenneth R.Castleman, “Digital Image processing”, PHI
    76. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    77. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    78. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    79. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    80. Engineering .The Hebrew University of Jerusalem Israel.
    81. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    82. Engineering .The Hebrew University of Jerusalem Israel.
    83. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    84. Ltd., Toronto, Ont.;
    85. Ltd., Toronto, Ont.;
    86. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    87. Engineering .The Hebrew University of Jerusalem Israel.
    88. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    89. Ltd., Toronto, Ont.;
    90. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    91. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    92. Kenneth R.Castleman, “Digital Image processing”, PHI
    93. www.mathworks.com (Digital image processing)
    94. Kenneth R.Castleman, “Digital Image processing”, PHI
    95. www.mathworks.com (Digital image processing)
    96. www.mathworks.com (Digital image processing)
    97. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    98. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    99. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    100. Kenneth R.Castleman, “Digital Image processing”, PHI
    101. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    102. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    103. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    104. Ltd., Toronto, Ont.;
    105. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    106. www.mathworks.com (Digital image processing)
    107. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    108. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    109. Engineering .The Hebrew University of Jerusalem Israel.
    110. Engineering .The Hebrew University of Jerusalem Israel.
    111. Ltd., Toronto, Ont.;
    112. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    113. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    114. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    115. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    116. Ltd., Toronto, Ont.;
    117. Ltd., Toronto, Ont.;
    118. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    119. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    120. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    121. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    122. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    123. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    124. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    125. University of Jerusalem.
    126. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    127. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    128. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    129. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    130. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    131. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    132. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    133. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    134. www.mathworks.com (Digital image processing)
    135. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    136. Ltd., Toronto, Ont.;
    137. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    138. Engineering .The Hebrew University of Jerusalem Israel.
    139. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    140. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    141. University of Jerusalem.
    142. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    143. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    144. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    145. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    146. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    147. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    148. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    149. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    150. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    151. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    152. Ltd., Toronto, Ont.;
    153. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    154. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    155. Engineering .The Hebrew University of Jerusalem Israel.
    156. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    157. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    158. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    159. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    160. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    161. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    162. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    163. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    164. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    165. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    166. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    167. Ltd., Toronto, Ont.;
    168. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    169. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    170. Kenneth R.Castleman, “Digital Image processing”, PHI
    171. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    172. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    173. Engineering .The Hebrew University of Jerusalem Israel.
    174. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    175. University of Jerusalem.
    176. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    177. Engineering .The Hebrew University of Jerusalem Israel.
    178. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    179. Engineering .The Hebrew University of Jerusalem Israel.
    180. www.mathworks.com (Digital image processing)
    181. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    182. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    183. www.mathworks.com (Digital image processing)
    184. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    185. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    186. Engineering .The Hebrew University of Jerusalem Israel.
    187. Ltd., Toronto, Ont.;
    188. Kenneth R.Castleman, “Digital Image processing”, PHI
    189. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    190. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    191. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    192. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    193. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    194. University of Jerusalem.
    195. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    196. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    197. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    198. University of Jerusalem.
    199. Engineering .The Hebrew University of Jerusalem Israel.
    200. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    201. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    202. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    203. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    204. www.mathworks.com (Digital image processing)
    205. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    206. Engineering .The Hebrew University of Jerusalem Israel.
    207. Ltd., Toronto, Ont.;
    208. www.mathworks.com (Digital image processing)
    209. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    210. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    211. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    212. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    213. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    214. University of Jerusalem.
    215. www.mathworks.com (Digital image processing)
    216. Kenneth R.Castleman, “Digital Image processing”, PHI
    217. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    218. University of Jerusalem.
    219. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    220. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    221. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    222. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    223. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    224. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    225. Engineering .The Hebrew University of Jerusalem Israel.
    226. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    227. www.mathworks.com (Digital image processing)
    228. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    229. Engineering .The Hebrew University of Jerusalem Israel.
    230. Engineering .The Hebrew University of Jerusalem Israel.
    231. Engineering .The Hebrew University of Jerusalem Israel.
    232. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    233. www.mathworks.com (Digital image processing)
    234. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    235. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    236. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    237. University of Jerusalem.
    238. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    239. Engineering .The Hebrew University of Jerusalem Israel.
    240. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    241. Engineering .The Hebrew University of Jerusalem Israel.
    242. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    243. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    244. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    245. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    246. Kenneth R.Castleman, “Digital Image processing”, PHI
    247. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    248. University of Jerusalem.
    249. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    250. Kenneth R.Castleman, “Digital Image processing”, PHI
    251. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    252. Engineering .The Hebrew University of Jerusalem Israel.
    253. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    254. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    255. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    256. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    257. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    258. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    259. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    260. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    261. Engineering .The Hebrew University of Jerusalem Israel.
    262. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    263. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    264. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    265. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    266. University of Jerusalem.
    267. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    268. University of Jerusalem.
    269. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    270. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    271. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    272. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    273. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    274. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    275. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    276. Engineering .The Hebrew University of Jerusalem Israel.
    277. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    278. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    279. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    280. Engineering .The Hebrew University of Jerusalem Israel.
    281. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    282. Engineering .The Hebrew University of Jerusalem Israel.
    283. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    284. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    285. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    286. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    287. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    288. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    289. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    290. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    291. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    292. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    293. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    294. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    295. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    296. Engineering .The Hebrew University of Jerusalem Israel.
    297. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    298. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    299. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    300. Kenneth R.Castleman, “Digital Image processing”, PHI
    301. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    302. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    303. University of Jerusalem.
    304. Engineering .The Hebrew University of Jerusalem Israel.
    305. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    306. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    307. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    308. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    309. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    310. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    311. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    312. Kenneth R.Castleman, “Digital Image processing”, PHI
    313. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    314. University of Jerusalem.
    315. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    316. Ltd., Toronto, Ont.;
    317. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    318. Kenneth R.Castleman, “Digital Image processing”, PHI
    319. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    320. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    321. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    322. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    323. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    324. www.mathworks.com (Digital image processing)
    325. Ltd., Toronto, Ont.;
    326. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    327. Engineering .The Hebrew University of Jerusalem Israel.
    328. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    329. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    330. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    331. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    332. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    333. University of Jerusalem.
    334. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    335. Kenneth R.Castleman, “Digital Image processing”, PHI
    336. Ltd., Toronto, Ont.;
    337. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    338. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    339. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    340. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    341. Kenneth R.Castleman, “Digital Image processing”, PHI
    342. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    343. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    344. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    345. Engineering .The Hebrew University of Jerusalem Israel.
    346. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    347. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    348. Engineering .The Hebrew University of Jerusalem Israel.
    349. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    350. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    351. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    352. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    353. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    354. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    355. University of Jerusalem.
    356. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    357. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    358. Engineering .The Hebrew University of Jerusalem Israel.
    359. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    360. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    361. University of Jerusalem.
    362. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    363. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    364. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    365. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    366. Engineering .The Hebrew University of Jerusalem Israel.
    367. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    368. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    369. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    370. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    371. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    372. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    373. University of Jerusalem.
    374. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    375. Engineering .The Hebrew University of Jerusalem Israel.
    376. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    377. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    378. University of Jerusalem.
    379. Kenneth R.Castleman, “Digital Image processing”, PHI
    380. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    381. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    382. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    383. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    384. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    385. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    386. Engineering .The Hebrew University of Jerusalem Israel.
    387. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    388. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    389. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    390. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    391. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    392. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    393. Ltd., Toronto, Ont.;
    394. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    395. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    396. University of Jerusalem.
    397. www.mathworks.com (Digital image processing)
    398. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    399. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    400. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    401. Ltd., Toronto, Ont.;
    402. www.mathworks.com (Digital image processing)
    403. www.mathworks.com (Digital image processing)
    404. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    405. www.mathworks.com (Digital image processing)
    406. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    407. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    408. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    409. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    410. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    411. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    412. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    413. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    414. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    415. Kenneth R.Castleman, “Digital Image processing”, PHI
    416. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    417. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    418. Engineering .The Hebrew University of Jerusalem Israel.
    419. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    420. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    421. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    422. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    423. Engineering .The Hebrew University of Jerusalem Israel.
    424. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    425. Engineering .The Hebrew University of Jerusalem Israel.
    426. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    427. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    428. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    429. Ltd., Toronto, Ont.;
    430. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    431. University of Jerusalem.
    432. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    433. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    434. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    435. Engineering .The Hebrew University of Jerusalem Israel.
    436. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    437. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    438. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    439. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    440. Engineering .The Hebrew University of Jerusalem Israel.
    441. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    442. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    443. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    444. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    445. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    446. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    447. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    448. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    449. Ltd., Toronto, Ont.;
    450. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    451. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    452. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    453. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    454. Kenneth R.Castleman, “Digital Image processing”, PHI
    455. Ltd., Toronto, Ont.;
    456. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    457. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    458. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    459. Engineering .The Hebrew University of Jerusalem Israel.
    460. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    461. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    462. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    463. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    464. Engineering .The Hebrew University of Jerusalem Israel.
    465. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    466. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    467. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    468. Engineering .The Hebrew University of Jerusalem Israel.
    469. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    470. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    471. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    472. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    473. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    474. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    475. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    476. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    477. Kenneth R.Castleman, “Digital Image processing”, PHI
    478. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    479. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    480. Engineering .The Hebrew University of Jerusalem Israel.
    481. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    482. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    483. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    484. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    485. Kenneth R.Castleman, “Digital Image processing”, PHI
    486. Engineering .The Hebrew University of Jerusalem Israel.
    487. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    488. Engineering .The Hebrew University of Jerusalem Israel.
    489. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    490. Engineering .The Hebrew University of Jerusalem Israel.
    491. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    492. Engineering .The Hebrew University of Jerusalem Israel.
    493. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    494. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    495. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    496. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    497. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    498. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    499. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    500. www.mathworks.com (Digital image processing)
    501. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    502. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    503. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    504. Kenneth R.Castleman, “Digital Image processing”, PHI
    505. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    506. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004
    507. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    508. Engineering .The Hebrew University of Jerusalem Israel.
    509. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    510. www.mathworks.com (Digital image processing)
    511. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    512. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    513. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    514. University of Jerusalem.
    515. Stewan W.Smit,”Scientist and Engineers Guide to Digital Image processing”, Second Edition, 1999
    516. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    517. Ltd., Toronto, Ont.;
    518. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    519. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    520. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    521. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    522. Ltd., Toronto, Ont.;
    523. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    524. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    525. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    526. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    527. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    528. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    529. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    530. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    531. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    532. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    533. Anat Levin, “Blind Motion Deblurring Using Image Statistics”, School of computer science and Engineering, The Hebrew
    534. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    535. Engineering .The Hebrew University of Jerusalem Israel.
    536. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    537. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    538. www.mathworks.com (Digital image processing)
    539. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    540. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    541. B.Chanda & Dutta Majumdar, “Digital Image Processing and Analysis”, PHI (2001)
    542. Juwei Lu Poon, E. Plataniotis “Restoration of Motion Blurred Images” 2006 IEEE K.N.EPSON Edge, EPSON Canada
    543. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    544. Ltd., Toronto, Ont.;
    545. National Conference on Advancements in Information Technology and Internet Security (AITIS 2008), SIBAR, Pune.
    546. Ltd., Toronto, Ont.;
    547. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    548. Rob Fergus “Removing Camera Shake from a Single Photograph” University of Toronto
    549. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    550. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    551. University of Jerusalem.
    552. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    553. Engineering .The Hebrew University of Jerusalem Israel.
    554. Gautam A. Kudale, Shivanand .S. Gornale “Performance Analysis of Edge Detection Methods for Medical Images”,
    555. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    556. Engineering .The Hebrew University of Jerusalem Israel.
    557. Rob Fergus “Removing camera shake from a single image”(2006) Department of Computer science University of Toronto
    558. www.mathworks.com (Digital image processing)
    559. Adrian Low,”Computer Vision & Image Processing”, McGraw Hill (1991)
    560. University of Jerusalem.
    561. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing”, Second edition, 2005.
    562. Engineering .The Hebrew University of Jerusalem Israel.
    563. Jain, A. K. [1989]. Fundaments of Digital Image Processing, Prentice Hall, Upper Saddle River.
    564. Lu Yuan “Image Deblurring with Blurred/Noise Image pairs” The Hong Kong University of science and Technology.
    565. Alex Rav-Acha “ Two Motion-blurred Images are better than one” December 2004 School of Computer Science and
    566. Rafael C.Gonzalez & Richard E.Woods, “Digital Image Processing using MATLAB”, Pearson education 2004

    Article Post Production

      No data exists for the row/column.
    Creative Commons License
    Indian Streams Research Journal by Laxmi Book Publication is licensed under a Creative Commons Attribution 4.0 International License.
    Based on a work at http://oldisrj.lbp.world/Default.aspx.
    Permissions beyond the scope of this license may be available at http://oldisrj.lbp.world/Default.aspx
    Copyright � 2014 Indian Streams Research Journal. All rights reserved
    Looking for information? Browse our FAQs, tour our sitemap, or contact ISRJ
    Read our Privacy Policy Statement and Plagairism Policy. Use of this site signifies your agreement to the Terms of Use