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Contents ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Computer Vision
[object Object],[object Object],[object Object],VISION
Vision as a source of semantic information
Object categorization sky building flag wall banner bus cars bus face street lamp
Scene and context categorization ,[object Object],[object Object],[object Object],[object Object]
Qualitative spatial information slanted rigid moving object horizontal vertical rigid moving object non-rigid moving object
Definition Computer vision is the science and technology of machines of obtaining models, meaning and control information from visual data. As a scientific discipline, computer vision is concerned with the theory.
  The two main fields of computer vision are computational vision and machine vision.  Computational vision has to do with simply recording and analyzing the visual perception, and trying to understand it.  Machine vision has to do with using what is found from computational vision and applying it to benefit people, animals, environment, etc .
Why study computer vision? ,[object Object],Personal photo albums Surveillance and security Movies, news, sports Medical and scientific images
Why study computer vision? ,[object Object],[object Object],[object Object],[object Object],[object Object]
Origins of computer vision L. G. Roberts,  Machine Perception of Three Dimensional Solids,  Ph.D. thesis, MIT Department of Electrical Engineering, 1963.
The goal of computer vision ,[object Object],153  156  148  152  149  147  139  146  142  150  146  144  137  125  120  119  136  146  151  164  172  175  183  188  196  200  205  208  214  214  219  217 159  151  150  148  140  138  139  129  119  104  86  82  89  97  107  115  118  130  128  132  128  144  160  168  179  188  200  208  213  220  212  214 149  146  153  147  147  146  132  99  73  78  87  96  105  120  138  151  145  157  163  171  165  161  146  126  157  184  190  201  215  212  214  214 145  150  154  148  148  126  93  67  72  78  96  107  117  127  131  134  127  154  166  167  183  194  200  195  143  140  175  190  197  203  206  207 151  153  151  147  120  85  67  75  84  83  94  92  81  78  78  91  83  117  126  144  178  200  201  203  208  175  127  159  185  196  195  206 146  144  139  123  79  66  74  83  79  69  64  62  58  50  46  54  54  66  60  80  86  108  141  191  184  200  187  123  144  175  198  199 135  130  115  87  64  77  90  79  78  85  81  63  55  57  56  53  70  62  61  68  59  58  84  105  168  194  196  183  131  151  185  197 128  116  92  71  82  94  103  101  83  101  88  66  70  90  80  42  39  53  88  73  76  82  116  87  97  144  188  195  190  166  171  203 135  120  84  83  108  127  135  115  100  92  79  49  85  74  59  0  0  0  50  69  52  79  157  141  100  84  136  187  206  204  189  200 144  103  91  115  139  147  127  91  87  80  72  44  61  84  25  0  0  0  50  181  45  69  142  164  167  113  93  130  193  199  208  203 139  102  123  143  137  131  109  85  93  84  68  47  77  86  31  0  3  0  51  156  53  75  141  169  199  151  171  108  143  181  199  208 141  135  153  142  114  104  97  97  83  98  77  42  77  96  79  21  0  23  58  46  56  77  155  199  212  161  194  193  164  187  202  205 160  172  164  141  128  112  98  95  100  96  91  73  68  86  75  73  64  65  54  69  77  115  190  212  193  181  174  188  210  194  202  207 179  189  160  140  139  116  97  97  108  103  110  99  75  80  72  83  50  55  54  95  98  174  205  185  179  188  185  190  193  217  217  224 189  183  152  130  121  105  105  117  114  108  107  115  110  81  85  85  87  81  81  124  183  202  175  180  178  171  173  204  225  215  219  225 178  161  149  135  120  115  122  129  137  145  131  121  125  115  109  91  92  111  132  159  173  170  184  176  184  190  191  217  210  226  228  223 187  159  139  127  125  115  118  121  121  131  133  134  140  137  134  139  140  152  141  154  170  163  195  194  176  198  216  209  219  224  223  226 185  164  140  122  116  110  109  108  113  118  115  116  123  127  135  148  154  162  165  170  171  160  183  198  201  210  223  216  221  222  221  226 188  175  150  130  118  117  113  110  108  115  117  123  130  132  138  150  157  158  174  182  189  186  198  221  224  221  227  221  223  218  218  222 187  179  158  141  124  127  125  127  126  129  130  135  139  141  150  165  175  172  185  195  207  210  212  226  229  222  224  224  223  218  219  221 188  184  172  159  138  135  135  143  143  143  144  146  145  147  160  174  184  191  199  207  211  213  217  224  227  223  223  221  221  218  224  223 192  191  187  174  153  139  140  147  146  149  157  162  160  159  165  174  181  198  201  210  212  216  223  224  225  225  220  215  217  215  224  224
The goal of computer vision ,[object Object],[object Object],[object Object],[object Object]
Connections to other disciplines Computer Vision Image Processing Machine Learning Artificial Intelligence Robotics Psychology Neuroscience Computer Graphics
  Artificial Intelligence ... uses computer vision to recognize handwriting text and drawings . The Robocup tournament and ASIMO are examples of Artificial Intelligence using Computer Vision to its greatest extent. Artificial Intelligence
 
 
Machine learning is a scientific discipline that is concerned with the design and development of algorithms that allow computers to learn based on data, such as from  sensor  data or  databases . Machine Learning
Psychology Neuroscience A brain–computer interface (BCI), sometimes called a direct neural interface or a brain–machine interface, is a direct communication pathway between a  brain  and an external device.
 
Image Processing A digital image is produced by one or several  image sensors , which, besides various types of light-sensitive cameras, include range sensors, tomography devices, radar, ultra-sonic cameras, etc. Depending on the type of sensor, the resulting image data is an ordinary 2D image, a 3D volume, or an image sequence .
image processing brings some new concepts — such as  connectivity  and  rotational invariance  — that are meaningful or useful only for two-dimensional signals .
Vision as measurement device Real-time stereo Structure from motion NASA Mars Rover Pollefeys et al. Multi-view stereo for community photo collections Goesele et al.
Iphone sloves Rubiks cube –cube cheater
Computer  Graphics Computer graphics are  graphics created using computers and, more generally, the representation and manipulation of pictorial data by a computer. It has revolutionized the animation and video game industry.
 
A 2D projection of a 3D projection of a 4D
Robotics ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Robos on Land ,[object Object]
Robos on Air
Robo On space
 
Vision Levels ,[object Object],[object Object],[object Object],[object Object],[object Object]
I. Early vision ,[object Object],Cameras and sensors Light and color Linear filtering Edge detection * = Feature extraction: corner and blob detection
II. “Mid-level vision” ,[object Object],Fitting: Least squares Hough transform RANSAC Alignment
III. Multi-view geometry Projective structure from motion: Here be dragons! Stereo Affine structure from motion  Tomasi & Kanade (1993) Epipolar geometry
IV. Recognition Patch description and matching Clustering and visual vocabularies Bag-of-features models Classification
V. Advanced Topics ,[object Object],Segmentation Articulated models Face detection Motion and tracking
Applications of computer vision Driver assistance (collision warning, lane departure  warning, rear object detection) Factory inspection Monitoring for safety (Poseidon) Reading license plates, checks, ZIP codes Surveillance Autonomous driving, robot navigation
Applications of computer vision Assistive technologies Entertainment (Sony EyeToy) Movie special effects Digital cameras (face detection for setting focus,  exposure) Visual search (MSR Lincoln)
Challenges:  local ambiguity slide credit: Fei-Fei, Fergus & Torralba
THANK YOU

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H Vijayalakshmi

  • 2.
  • 4.
  • 5. Vision as a source of semantic information
  • 6. Object categorization sky building flag wall banner bus cars bus face street lamp
  • 7.
  • 8. Qualitative spatial information slanted rigid moving object horizontal vertical rigid moving object non-rigid moving object
  • 9. Definition Computer vision is the science and technology of machines of obtaining models, meaning and control information from visual data. As a scientific discipline, computer vision is concerned with the theory.
  • 10.   The two main fields of computer vision are computational vision and machine vision.  Computational vision has to do with simply recording and analyzing the visual perception, and trying to understand it.  Machine vision has to do with using what is found from computational vision and applying it to benefit people, animals, environment, etc .
  • 11.
  • 12.
  • 13. Origins of computer vision L. G. Roberts, Machine Perception of Three Dimensional Solids, Ph.D. thesis, MIT Department of Electrical Engineering, 1963.
  • 14.
  • 15.
  • 16. Connections to other disciplines Computer Vision Image Processing Machine Learning Artificial Intelligence Robotics Psychology Neuroscience Computer Graphics
  • 17. Artificial Intelligence ... uses computer vision to recognize handwriting text and drawings . The Robocup tournament and ASIMO are examples of Artificial Intelligence using Computer Vision to its greatest extent. Artificial Intelligence
  • 18.  
  • 19.  
  • 20. Machine learning is a scientific discipline that is concerned with the design and development of algorithms that allow computers to learn based on data, such as from sensor data or databases . Machine Learning
  • 21. Psychology Neuroscience A brain–computer interface (BCI), sometimes called a direct neural interface or a brain–machine interface, is a direct communication pathway between a brain and an external device.
  • 22.  
  • 23. Image Processing A digital image is produced by one or several image sensors , which, besides various types of light-sensitive cameras, include range sensors, tomography devices, radar, ultra-sonic cameras, etc. Depending on the type of sensor, the resulting image data is an ordinary 2D image, a 3D volume, or an image sequence .
  • 24. image processing brings some new concepts — such as connectivity and rotational invariance — that are meaningful or useful only for two-dimensional signals .
  • 25. Vision as measurement device Real-time stereo Structure from motion NASA Mars Rover Pollefeys et al. Multi-view stereo for community photo collections Goesele et al.
  • 26. Iphone sloves Rubiks cube –cube cheater
  • 27. Computer Graphics Computer graphics are graphics created using computers and, more generally, the representation and manipulation of pictorial data by a computer. It has revolutionized the animation and video game industry.
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  • 29. A 2D projection of a 3D projection of a 4D
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  • 38. III. Multi-view geometry Projective structure from motion: Here be dragons! Stereo Affine structure from motion Tomasi & Kanade (1993) Epipolar geometry
  • 39. IV. Recognition Patch description and matching Clustering and visual vocabularies Bag-of-features models Classification
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  • 41. Applications of computer vision Driver assistance (collision warning, lane departure warning, rear object detection) Factory inspection Monitoring for safety (Poseidon) Reading license plates, checks, ZIP codes Surveillance Autonomous driving, robot navigation
  • 42. Applications of computer vision Assistive technologies Entertainment (Sony EyeToy) Movie special effects Digital cameras (face detection for setting focus, exposure) Visual search (MSR Lincoln)
  • 43. Challenges: local ambiguity slide credit: Fei-Fei, Fergus & Torralba