پردازش تصویر و ویدیو

1.1. Syllabus

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2.1. ?What is Image Processing

13

3.1. Image Formation

16

4.1. Basic Filtering

09

5.1. Image Processing Applications 01

13

6.1. Image Processing Applications 02

09

7.1. Advanced Image Formation 01

11

8.1. Advanced Image Formation 02

09

9.1. 3D to 2D Projection

13

10.1. Advanced Image Formation 03

18

1.2. Capturing Color

18

2.2. CMYK vs RGB

12

3.2. Color Gamut

11

4.2. Color Representation

11

5.2. Color Visualization

15

6.2. Textures

15

7.2. Texture Representation & Synthesis

15

1.3. Pointwise Operations

19

2.3. Gamma Correction

11

3.3. ?What's a Histogram

18

4.3. Histogram Applications

18

5.3. Histogram Equalization

13

1.4. Spatial Filter

18

2.4. 1D Convolution

12

3.4. 2D Convolution

10

4.4. Image Smoothing

15

5.4. Image Sharpening

15

6.4. Filtering in the Fourier Domain

14

1.5. Sampling and Fourier Transform

15

2.5. Unique Reconstruction

11

3.5. Nyquist Rate

12

4.5. Anti Aliasing

10

5.5. Image Up-Sampling

13

1.6. Dilation & Erosion

18

2.6. Opening and Closing

14

3.6. Hit-miss Filter

07

4.6. Morphological Operators on Grayscale Images

10

5.6. Generalize Morphological Operators

17

1.7. Edge Detection via Gradient

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2.7. Edge Orientation

14

3.7. Canny Edge Detector

07

4.7. Hough Transform

12

1.8. Introduction to Segmentation

14

2.8. K-Means Clustering

16

3.8. Mean-Shift Algorithm

09

4.8. Min-Cut Segmentation

10

5.8. Normalized-Cut Segmentation

09

6.8. Interactive Segmentation

12

1.9. ?What are the Keypoints

14

2.9. Harris Keypoints

09

3.9. Sift Keypoints

13

4.9. SIFT Descriptor

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1.10. Matching Two Scenes

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2.10. RANSAC

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3.10. Image Warping and Blending

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1.11. Gaussian Pyramid

13

2.11. Laplacian Pyramid

17

3.11. Wavelet Pyramid

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4.11. Steerable Pyramid

14

1.12. Unitary Transform

20

2.12. KLT & Transform Coding

20

3.12. JPEG

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4.12. JPEG 2000

13

1.13. Uni & Bi-Directional Prediction

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2.13. Spatial Prediction & Transform Coding

10

3.13. RDO & Rate-Control

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4.13. GOP & Deep Learning for Compression

19