Table 2.

ConvNet configuration of ResNet-50

Layer name	ResNet-50	Output size
Conv 1	7 × 7, 64, stride 2	112 × 112
Conv 2	3 × 3 max pool, stride 2	56 × 56
	$\left[\begin{array}{cc}1\times 1,& 64\\ 3\times 3,& 64\\ 1\times 1,& 256\end{array}\right]$  × 3
Conv 3	$\left[\begin{array}{cc}1\times 1,& 128\\ 3\times 3,& 128\\ 1\times 1,& 512\end{array}\right]$  × 4	28 × 28
Conv 4	$\left[\begin{array}{cc}1\times 1,& 256\\ 3\times 3,& 256\\ 1\times 1,& 1024\end{array}\right]$  × 6	14 × 14
Conv 5	$\left[\begin{array}{cc}1\times 1,& 64\\ 3\times 3,& 64\\ 1\times 1,& 2048\end{array}\right]$  × 3	7 × 7
Final	Average pool	1 × 1
	1,000, Fully connected
	Softmax