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USB Industrial Grade AI Vision Camera📖
01.Basic course
  • 1.Camera parameters
  • 2.Camera detect
  • 3.Camera preview screen
02.Docker
  • 1.Docker overview and docker installation
  • 2.Common commands for docker image containers
  • 3.Docker images deeply understand and publish images
  • 4.Docker hardware interaction and data processing
  • 5.Enter the bot's docker container
  • 6.Robot development environment construction in Docker
  • 7.How customers can update docker images in the future
03.ROS vision course
  • 0.Camera preview screen
  • 1.QR code
  • 2.Human pose estimation
  • 3.Target Detection
  • 4.AR vision
  • 5.ROS+Opencv basics
  • 6.Face recognition
  • 7.harris corner detection
  • 8.Target tracking algorithm
  • 9.Contour moment
  • 10.Polygon outline
  • 11.Discrete fourier transform algorithm
  • 12.Edge detection algorithm
  • 13.Face detection algorithm
  • 14.Optical flow detection algorithm
  • 15.Contour detection
  • 16.General contour detection
  • 17.Feature point tracking
  • 18.HLS color filtering
  • 19.Hough circle detection
  • 20.Hough linear detection
  • 21.HSV color filtering
  • 22.LK optical flow algorithm
  • 23.Detection algorithm
  • 24.Phase dependent displacement detection
  • 25.Image pyramid sampling algorithm
  • 26.RGB color filtering
  • 27.Clear background detection algorithm
  • 28.Simplified optical flow algorithm
  • 29.Simple filter
  • 30.Threshold image processing
  • 31.Watershed segmentation algorithm
04.Mediapipe course
  • 1.Hand detection
  • 2.Attitude detection
  • 3.Overall inspection
  • 4.Face detection
  • 5.Face recognition
  • 6.Face effects
  • 7.3D object recognition
  • 8.Brush
  • 9.Finger control
  • 10.Gesture recognition
05.Robot Vision course
  • Tracking color line
06.Camera preview and frame rate test
  • Camera preview and frame rate test
Download
  • Docker Image
  • PC_Software
Download ZIP

Welcome to USB Industrial Grade AI Vision Camera repository

11.Discrete fourier transform algorithm

Discrete fourier transform algorithm

The Fourier transform can decompose an image into its sine and cosine components. In other words, it can convert an image from its spatial domain to its frequency domain. The idea of this transformation is that any function can accurately approach the sum of infinite sin() functions and cos() functions. The Fourier transform provides this method to achieve this effect.

For discrete signals such as digital images, the frequency indicates the intensity of the signal change, or the speed of the signal change. The higher the frequency, the more drastic the change. The smaller the frequency, the gentler the signal. Corresponding to the image, high-frequency signals are often edge signals and noise signals in the image, while low-frequency signals include signals such as image contours and background that change frequently.

1. Use

Code path:~/yahboomcar_ws/src/opencv_apps/launch

  • Start the camera
roslaunch yahboomcar_visual opencv_apps.launch img_flip:=false
  • img_flip parameter: whether the image needs to be flipped horizontally, the default is false.

[usb_cam-test.launch] file opens the [web_video_server] node by default, and you can directly use the [IP:8080] web page to view images in real time.

  • Start the corner detection function of Opencv_apps
roslaunch opencv_apps discrete_fourier_transform.launch   # Discrete Fourier Transform Algorithm

The debug_view for some functions is disabled, and there is no screen appearing. You can view the effect in the following two ways.

x
The reason for closing debug_view is that it will generate errors on the terminal, but the actual effect has not been affected
  • Local View Screen

Enter the following command and select the corresponding topic to see the effect:

xxxxxxxxxx
rqt_image_view
  • LAN viewing screen

In the same local area network, enter IP+port (8080) in the browser, for example:

x
192.168.2.150:8080 # IP is the IP of the host computer

2. Effect display

On the right is the picture after the Fourier transform algorithm

Polygon outline
Edge detection algorithm

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