IAPR

 Suggested Syllabi for Courses on Image Processing and Computer Vision




The suggested syllabi is a result of surveying more than 70 courses related to various aspects of computer vision and image processing from more than 60 universities worldwide. Two courses with different lengths (short and long) are suggested for each of image processing and computer vision. There was a possibility of a 10 hour syllabus, but in our survey, most courses were at least 20 hours long, so we chose to have the minimum example course length be 20 hours. Although proposing a general syllabus for computer vision / image processing courses to cover various topics, which may need different prerequisites, is nontrivial, hopefully the presented modules will help academics to prepare suitable course content more easily and faster.

  Image Processing
  Short Long
Total Hours 20 hrs 40 hrs
1. Introduction & Course Overview 1 2
2. Image Acquisition and Display 1 2
3. Color Image Processing 2 3
4. Image Transforms (DFT,DCT,Wavelet,...) 2 3
5. Enhancement (Spatial/Frequency Domain) 2 3
6. Image Restoration 2 3
7. Image Segmentation 2 3
8. Edge detection 1 2
9. Shape Recognition 1 2
10. Image Registration and Matching 2 3
11. Image and Video Compression 2 2
12. Image Watermarking 0 2
13. 3D Shapes 0 2
13. Video Processing 0 3
14. Image/Video Communication 0 2
15. Applications (Medical Image Processing) 2 3
     
  Computer Vision
  Short Long
Total Hours 20 hrs 40 hrs
1. Introduction & Course Overview 1 2
2. Image Processing Review 2 6
3. 2D Visual Geometry 2 3
4. 3D Visual Geometry 2 3
5. Dynamic Vision    
5.1. Motion 2 2
5.2 2D Object Tracking 2 4
5.3 3D Object Tracking 2 4
6. Object Recognition    
6.1 Object Modeling 1 2
6.2 Model-based Object Recognition 1 3
6.3 Scene and Object Discrimination 1 3
6.4 Shape Recognition 2 3
7. Applications ( Handwritten Character 2 4
        & Face Recognition)

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