Computer Vision Foundations · 免费预览

模糊即低通滤波

作为卷积的局部平均、盒式滤波器及其可分离的快速路径,以及作为保持亮度准则的直流增益。

1. Why averaging means blur

Why averaging means blur

2. The box filter

The box filter

3. Separability and the integral image

Separability and the integral image

4. DC gain and brightness preservation

DC gain and brightness preservation

5. Choosing the normalization

A 3×33 \times 3 kernel has every tap equal to 11, unnormalized. What does a constant image of value 66 look like after convolution with it, away from the borders?

6. Counting work with separability

A 7×77 \times 7 box blur can run either as one two-dimensional convolution or as the separable cascade box3,0∘box0,3\text{box}_{3,0} \circ \text{box}_{0,3}. How many multiplications per output pixel does each variant take, and which is cheaper?

7. DC gain of a box

An unnormalized 3×33 \times 3 box filter has all nine taps equal to 11. Compute its DC gain, the sum of all its taps, and write the result as an integer.

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