Table 2.

Architectures of ResNet before and after adaption.

	Baseline Architecture (before Adaption)		Modified Architecture (after Adaption)
Layer Name	Size of Output	Layer Type	Size of Output	Layer Type
conv1	500 × 500	7 × 7, 64 (stride 2)	500 × 500	7 × 7, 64 (stride 2)
		max-pooling (stride 2)		max pooling (stride 2)
conv2_x	250 × 250	$\left[\begin{array}{c}1\times 1,64\\ \begin{array}{c}3\times 3,64\\ 1\times 1,256\end{array}\end{array}\right]\times 3$	250 × 250	$\left[\begin{array}{c}1\times 1,64\\ \begin{array}{c}3\times 3,64\\ 1\times 1,256\end{array}\end{array}\right]\times 3$
conv3_x	125 × 125	$\left[\begin{array}{c}1\times 1,128\\ \begin{array}{c}3\times 3,128\\ 1\times 1,512\end{array}\end{array}\right]\times 4$	125 × 125	$\left[\begin{array}{c}1\times 1,128\\ \begin{array}{c}3\times 3,128\\ 1\times 1,512\end{array}\end{array}\right]\times 4$
conv4_x	64 × 64	$\left[\begin{array}{c}1\times 1,256\\ \begin{array}{c}3\times 3,256\\ 1\times 1,1024\end{array}\end{array}\right]\times 23$	125 × 125	$\left[\begin{array}{c}1\times 1,256\\ \begin{array}{c}3\times 3,256\\ 1\times 1,1024\end{array}\end{array}\right]\times 23$
conv5_x	32 × 32	$\left[\begin{array}{c}1\times 1,512\\ \begin{array}{c}3\times 3,512\\ 1\times 1,2048\end{array}\end{array}\right]\times 3$	125 × 125	$\left[\begin{array}{c}1\times 1,512\\ \begin{array}{c}3\times 3,512\\ 1\times 1,2048\end{array}\end{array}\right]\times 3$
fc6	1 × 1	1000-d fc, softmax	125 × 125	3 × 3, 3