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Introduction To Computer Vision
And
Technological Advancements
Human Vision
Visual System :
They include eyes for capturing light.
receptors in the brain for accessing it.
visual cortex to processing it.
What do you think how computers see a image??
A computer doesn’t see an image, but a matrix of pixels, each
of which has three components: red, green and blue.
It will then assign a value, or intensity, to each of those
pixels.
MC^2 : hey, T-800 what about my
pic??
T-800 :bro, it’s a diagonal matrix.
Computer Vision
Computer vision is a field that includes method for acquiring,
processing, analyzing, and understanding images
An algorithm do understand images content in the same way
human brain does.
And to make this work we use algorithm very similar to how
the human brain operates using ML
ML allows us to effectively train the context for a dataset so that
an algorithm can understand what all those massive array integer in a
specific organization represent.
• And what if we have image that are difficult for a human to classify??
• Can ML achieve better accuracy??
Convolution Neural Network(CNN)
CNNs works by breaking an image down into smaller groups
of pixels called filters.
Each filters is a matrix of pixels and the network
does a series of calculation on these comparing
them against pixels in a specific pattern the network is looking for.
First layer of a CNN is able to detect pattern like rough edge
and curve
RECURRENT NEURAL NETWORK(RNN)
• Where CNN fails ,RNN comes in the picture because RNN deals with
dynamic image means videos.
• Feed large amount of data of millions of objects across
1000 of angle and properly defined.
COMPUTER VISION EXISTING MODELS
Image classification
Object Detection
Relation Between CV and other fields
Computer Vision System Method
COMPUTER VISION APPLICATION
• Traffic Monitoring System
• Defence field
• Satellite image monitoring
• Emotion analysis
• Agriculture analysis
• Automatic inspection
• Much more
Recognition cues
shape
pattern
texture
Color
MORE APPLICATION
Material Required
• Install python
• Install pip
• Install OpenCV library
• Install numPy through pip
SOURCE CODE
Thanks you for listening me..
To be continue…

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Introduction to computer vision and

  • 1. Introduction To Computer Vision And Technological Advancements
  • 2. Human Vision Visual System : They include eyes for capturing light. receptors in the brain for accessing it. visual cortex to processing it.
  • 3. What do you think how computers see a image??
  • 4. A computer doesn’t see an image, but a matrix of pixels, each of which has three components: red, green and blue. It will then assign a value, or intensity, to each of those pixels.
  • 5. MC^2 : hey, T-800 what about my pic?? T-800 :bro, it’s a diagonal matrix.
  • 6. Computer Vision Computer vision is a field that includes method for acquiring, processing, analyzing, and understanding images An algorithm do understand images content in the same way human brain does. And to make this work we use algorithm very similar to how the human brain operates using ML ML allows us to effectively train the context for a dataset so that an algorithm can understand what all those massive array integer in a specific organization represent.
  • 7. • And what if we have image that are difficult for a human to classify?? • Can ML achieve better accuracy??
  • 8. Convolution Neural Network(CNN) CNNs works by breaking an image down into smaller groups of pixels called filters. Each filters is a matrix of pixels and the network does a series of calculation on these comparing them against pixels in a specific pattern the network is looking for. First layer of a CNN is able to detect pattern like rough edge and curve
  • 9. RECURRENT NEURAL NETWORK(RNN) • Where CNN fails ,RNN comes in the picture because RNN deals with dynamic image means videos. • Feed large amount of data of millions of objects across 1000 of angle and properly defined.
  • 10. COMPUTER VISION EXISTING MODELS Image classification Object Detection
  • 11. Relation Between CV and other fields
  • 13. COMPUTER VISION APPLICATION • Traffic Monitoring System • Defence field • Satellite image monitoring • Emotion analysis • Agriculture analysis • Automatic inspection • Much more
  • 16. Material Required • Install python • Install pip • Install OpenCV library • Install numPy through pip
  • 18. Thanks you for listening me.. To be continue…