Table 2.

ResNet50 Structure.

Layer Name	Output Size	Output Shape
Conv 1	112 × 112	7 × 7, 64 Stride 2
Conv 2	56 × 56	3 × 3 max pool, stride 2
		$\left[\begin{array}{c}1\times 1; 64\\ 3\times 3; 64\\ 1\times 1; 256\end{array}\right]\times 3$
Conv 3	28 × 28	$\left[\begin{array}{c}1\times 1; 128\\ 3\times 3; 128\\ 1\times 1; 512\end{array}\right]\times 4$
Conv 4	14 × 14	$\left[\begin{array}{c}1\times 1; 256\\ 3\times 3; 256\\ 1\times 1; 1024\end{array}\right]\times 6$
Conv 5	7 × 7	$\left[\begin{array}{c}1\times 1; 512\\ 3\times 3; 512\\ 1\times 1; 2048\end{array}\right]\times 3$
-	1 × 1	Average pool, 1000-d FC, Softmax
FLOPs		3.8 × 109