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Computer Vision
Presented by:- Kartik N. Kalpande
• Image Understanding
• Appeared in 1960s
• A sensor modality for robotics
• Computer emulation of human vision
• Inverse of Computer Graphics
Computer
vision
World
model
Computer
graphics
World
model
 Goal of computer vision is to write computer programs that
can interpret images.
 The image data can take many forms, such as a video
sequence, depth images, views from multiple cameras, or
multi-dimensional data from a medical scanner
What we see What a computer sees
 It is many-to-one mapping.
 It is computationally intensive.
 We do not understand the recognition problem.
 Image acquisition
 Pre-processing
 Feature extraction
 Detection/segmentation
 Recognition an interpretation
 Calculus
 Linear Algebra
 Probabilities and Statistics
 Signal processing
 Projective geometry
 Computational geometry
 OptimizationTheory
 ControlTheory
 Controlling processes
 Navigation
 Detecting events
 Organizing information
 Modeling objects or environments
 Interaction
 Automatic inspection
Identifying characters in images of printed or handwritten
text, usually with a view to encoding the text in a format
more amenable to editing or indexing
(eg. ASCII)
Identifying or verifying a person from a digital
image or a video frame from a video source.
Computing a 3D model of the
scene.
INDUSTRIAL ROBOTS MOBILE ROBOTS
 3D imaging
(MRI, CT)
 Image guided surgery
 Simpler and faster processes – fast computers replace
lengthy visual checks
 Reliability – cameras and computers, as opposed to a
human eye, never get tired. The human factor is
eliminated.
 Accuracy – your final products will be, thanks to
computer vision, flawless
 A wide range of use – ranging from banks to medical
care
 Cost reduction – you save time on people and devices,
faulty products are eliminated
 The field of computer vision has vastly
improved since it began in the 1960s.
Computers can now quickly and accurately
recognize thousands of faces, as well as a
growing number of other objects. Although
computer vision currently lacks the subtlety,
versatility, and general capabilities of human
vision, the gap is steadily closing.
 https//www.google.com
 https://wikipedia.org/wiki/computer_vision
Machines can’t replicate human image recognition.

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Computer vision

  • 1. Computer Vision Presented by:- Kartik N. Kalpande
  • 2. • Image Understanding • Appeared in 1960s • A sensor modality for robotics • Computer emulation of human vision • Inverse of Computer Graphics Computer vision World model Computer graphics World model
  • 3.  Goal of computer vision is to write computer programs that can interpret images.  The image data can take many forms, such as a video sequence, depth images, views from multiple cameras, or multi-dimensional data from a medical scanner
  • 4. What we see What a computer sees
  • 5.  It is many-to-one mapping.  It is computationally intensive.  We do not understand the recognition problem.
  • 6.
  • 7.  Image acquisition  Pre-processing  Feature extraction  Detection/segmentation  Recognition an interpretation
  • 8.  Calculus  Linear Algebra  Probabilities and Statistics  Signal processing  Projective geometry  Computational geometry  OptimizationTheory  ControlTheory
  • 9.  Controlling processes  Navigation  Detecting events  Organizing information  Modeling objects or environments  Interaction  Automatic inspection
  • 10. Identifying characters in images of printed or handwritten text, usually with a view to encoding the text in a format more amenable to editing or indexing (eg. ASCII)
  • 11. Identifying or verifying a person from a digital image or a video frame from a video source.
  • 12. Computing a 3D model of the scene.
  • 13.
  • 14.
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  • 17.  3D imaging (MRI, CT)  Image guided surgery
  • 18.  Simpler and faster processes – fast computers replace lengthy visual checks  Reliability – cameras and computers, as opposed to a human eye, never get tired. The human factor is eliminated.  Accuracy – your final products will be, thanks to computer vision, flawless  A wide range of use – ranging from banks to medical care  Cost reduction – you save time on people and devices, faulty products are eliminated
  • 19.  The field of computer vision has vastly improved since it began in the 1960s. Computers can now quickly and accurately recognize thousands of faces, as well as a growing number of other objects. Although computer vision currently lacks the subtlety, versatility, and general capabilities of human vision, the gap is steadily closing.
  • 21. Machines can’t replicate human image recognition.