Q$1.$ Identify the specifics of the forward convolution whose transpose is illustrated in the figure below. The

specifics of the transpose are: Input size $33$ with one zero inserted between inputs, filter size $33,$

border padding $11,$ stride of $11.$

a$)$ Input size $33,$ filter size $33,$ border padding $11,$ stride of $11$

b$)$ Input size $55,$ filter size $33,$ border padding $11,$ stride of $22$

c$)$ Input size $55,$ filter size $33,$ border padding $00,$ stride of $22$

d$)$ Input size $55,$ filter size $33,$ border padding $11,$ stride of $11.$

You have to choose from one of the four options above. Then justify your choice in not more than four

sentences.

$[$Marks: $5+3]$