Computer Vision Foundations · 免费预览

时域滤波器与因果性

因果、反因果与非因果的时间核,递归单极滤波器,以及流式处理的代价。

1. Time has an arrow

Time has an arrow

2. Truncation costs delay

Truncation costs delay

3. The recursive escape

The recursive escape

4. Stability is one condition

Stability is one condition

5. Classifying kernels

Which of these temporal impulse responses could run live on a streaming camera feed, processing frame tt using only frames up to tt?

6. Running the recursion

The filter ℓout[t]=ℓin[t]+α ℓout[t−1]\ell_{out}[t] = \ell_{in}[t] + \alpha\,\ell_{out}[t-1] starts from rest with α=0.5\alpha = 0.5 and receives a unit impulse at t=0t = 0 only. What are the first three output values?

7. Third echo of the impulse

For the recursion ℓout[t]=ℓin[t]+α ℓout[t−1]\ell_{out}[t] = \ell_{in}[t] + \alpha\,\ell_{out}[t-1] with α=0.5\alpha = 0.5 starting from rest and a unit impulse at t=0t = 0, compute the output value at t=2t = 2.

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