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1. The image saturation can be enhanced by processing the ________ component of the HSV color space. (Enter H, S, or V.)

2. In an image preprocessing experiment, the cv2.imread("lena.png", 1) function provided by OpenCV is used to read images. The parameter "1" in this function represents a --------- -channel image. (Fill in the blank with a number.)

3. In 2017, the Google machine translation team proposed the Transformer in their paperAttention is All You Need. The Transformer consists of an encoder and a(n) --------. (Fill in the blank.)

4. In the field of deep learning, which of the following activation functions has a derivative not greater than 0.5?

A) Tanh
B) Sigmoid
C) SeLU
D) ReLU

5. Which of the following statements about the multi-head attention mechanism of the Transformer are true?

A) The concatenated output is fed directly into the multi-headed attention mechanism.
B) The multi-head attention mechanism captures information about different subspaces within a sequence.
C) The dimension for each header is calculated by dividing the original embedded dimension by the number of headers before concatenation.
D) Each header's query, key, and value undergo a shared linear transformation to obtain them.

Solutions: