An RGB image with size 25 x 30 is flattened into a vector. What is the...

 

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An RGB image with size 25 x 30 is flattened into a vector. What is the length of the vector? Assume you have a grayscale image I and a kernel K below: I = (0.0 0.0 0.5 0.7 1.0 0.0 0.0 0.6 0.6 0.3 0.2 0.0 0.5 0.4 1.0 0.0 0.0 1.0 0.6 0.6 0.0 1.0 1.0 0.5 1.0 0.0 1.0 0.5 0.3 0.0 0.9 0.0 0.0 1.0 1.0 0.0 K = - (3) What is the result of the convolution of K on I using valid padding and stride 1 in all dimensions? 3. (1%) What is the result of the convolution of K on I using same padding and stride 1 in all dimensions? 4. (1%) What is the result of applying max pooling on I with a 2 x 2 kernel, valid padding, and stride 2 in all dimensions? 5. (1%) What is the result of applying average pooling on I with a 2 x 2 kernel, valid padding and stride 2 in all dimensions? An RGB image with size 25 x 30 is flattened into a vector. What is the length of the vector? Assume you have a grayscale image I and a kernel K below: I = (0.0 0.0 0.5 0.7 1.0 0.0 0.0 0.6 0.6 0.3 0.2 0.0 0.5 0.4 1.0 0.0 0.0 1.0 0.6 0.6 0.0 1.0 1.0 0.5 1.0 0.0 1.0 0.5 0.3 0.0 0.9 0.0 0.0 1.0 1.0 0.0 K = - (3) What is the result of the convolution of K on I using valid padding and stride 1 in all dimensions? 3. (1%) What is the result of the convolution of K on I using same padding and stride 1 in all dimensions? 4. (1%) What is the result of applying max pooling on I with a 2 x 2 kernel, valid padding, and stride 2 in all dimensions? 5. (1%) What is the result of applying average pooling on I with a 2 x 2 kernel, valid padding and stride 2 in all dimensions?