graph TD; image["image"]; conv1["Conv k=7 s=2 p=3"]; conv1_increase["Conv k=1 ReLU"] pool1["MaxPool k=3 s=2"]; conv2_reduce["Conv k=1 BN ReLU"]; conv2["Conv k=3 p=1 + BN ReLU"]; pool2["MaxPool k=3 s=2"]; inception_a1_1x1["Conv k=1 BN ReLU"]; inception_a1_3x3_a_reduce["Conv k=1 BN ReLU"]; inception_a1_3x3_a["Conv k=3 p=1 BN ReLU"]; inception_a1_3x3_b_reduce["Conv k=1 BN ReLU"]; inception_a1_3x3_b1["Conv k=3 p=1 BN ReLU"]; inception_a1_3x3_b2["Conv k=3 p=1 BN ReLU"]; inception_a1_pool["AvgPool k=3 p=1"]; inception_a1_pool_proj["Conv k=1 BN ReLU"]; inception_a1_output["DepthConcat"]; inception_a2_1x1["Conv k=1 BN ReLU"]; inception_a2_3x3_a_reduce["Conv k=1 BN ReLU"]; inception_a2_3x3_a["Conv k=3 p=1 BN ReLU"]; inception_a2_3x3_b_reduce["Conv k=1 BN ReLU"]; inception_a2_3x3_b1["Conv k=3 p=1 BN ReLU"]; inception_a2_3x3_b2["Conv k=3 p=1 BN ReLU"]; inception_a2_pool["AvgPool k=3 p=1"]; inception_a2_pool_proj["Conv k=1 BN ReLU"]; inception_a2_output["DepthConcat"]; reduction_a_3x3_a_reduce["Conv k=1 BN ReLU"]; reduction_a_3x3_a["Conv k=3 s=2 p=1 BN ReLU"]; reduction_a_3x3_b_reduce["Conv k=1 BN ReLU"]; reduction_a_3x3_b1["Conv k=3 p=1 BN ReLU"]; reduction_a_3x3_b2["Conv k=3 s=2 p=1 BN ReLU"]; reduction_a_pool["MaxPool k=3 s=2 p=1"]; reduction_a_output["DepthConcat"]; inception_b1_1x1["Conv k=1 BN ReLU"]; inception_b1_3x3_a_reduce["Conv k=1 BN ReLU"]; inception_b1_3x3_a["Conv k=3 s=1 BN ReLU"]; inception_b1_3x3_b_reduce["Conv k=1 BN ReLU"]; inception_b1_3x3_b1["Conv k=3 p=1 BN ReLU"]; inception_b1_3x3_b2["Conv k=3 p=1 BN ReLU"]; inception_b1_pool["AvgPool k=3 p=1"]; inception_b1_pool_proj["Conv k=1 BN ReLU"]; inception_b1_output["DepthConcat"]; inception_b2_1x1["Conv k=1 BN ReLU"]; inception_b2_3x3_a_reduce["Conv k=1 BN ReLU"]; inception_b2_3x3_a["Conv k=3 s=1 BN ReLU"]; inception_b2_3x3_b_reduce["Conv k=1 BN ReLU"]; inception_b2_3x3_b1["Conv k=3 p=1 BN ReLU"]; inception_b2_3x3_b2["Conv k=3 p=1 BN ReLU"]; inception_b2_pool["AvgPool k=3 p=1"]; inception_b2_pool_proj["Conv k=1 BN ReLU"]; inception_b2_output["DepthConcat"]; inception_b3_1x1["Conv k=1 BN ReLU"]; inception_b3_3x3_a_reduce["Conv k=1 BN ReLU"]; inception_b3_3x3_a["Conv k=3 s=1 BN ReLU"]; inception_b3_3x3_b_reduce["Conv k=1 BN ReLU"]; inception_b3_3x3_b1["Conv k=3 p=1 BN ReLU"]; inception_b3_3x3_b2["Conv k=3 p=1 BN ReLU"]; inception_b3_pool["AvgPool k=3 p=1"]; inception_b3_pool_proj["Conv k=1 BN ReLU"]; inception_b3_output["DepthConcat"]; inception_b4_1x1["Conv k=1 BN ReLU"]; inception_b4_3x3_a_reduce["Conv k=1 BN ReLU"]; inception_b4_3x3_a["Conv k=3 s=1 BN ReLU"]; inception_b4_3x3_b_reduce["Conv k=1 BN ReLU"]; inception_b4_3x3_b1["Conv k=3 p=1 BN ReLU"]; inception_b4_3x3_b2["Conv k=3 p=1 BN ReLU"]; inception_b4_pool["AvgPool k=3 p=1"]; inception_b4_pool_proj["Conv k=1 BN ReLU"]; inception_b4_output["DepthConcat"]; reduction_b_3x3_a_reduce["Conv k=1 BN ReLU"]; reduction_b_3x3_a["Conv k=3 s=2 p=1 BN ReLU"]; reduction_b_3x3_b_reduce["Conv k=1 BN ReLU"]; reduction_b_3x3_b1["Conv k=3 p=1 BN ReLU"]; reduction_b_3x3_b2["Conv k=3 s=2 p=1 BN ReLU"]; reduction_b_pool["MaxPool k=3 s=2 p=1"]; reduction_b_output["DepthConcat"]; inception_c1_1x1["Conv k=1 BN ReLU"]; inception_c1_3x3_a_reduce["Conv k=1 BN ReLU"]; inception_c1_3x3_a["Conv k=3 s=1 BN ReLU"]; inception_c1_3x3_b_reduce["Conv k=1 BN ReLU"]; inception_c1_3x3_b1["Conv k=3 p=1 BN ReLU"]; inception_c1_3x3_b2["Conv k=3 p=1 BN ReLU"]; inception_c1_pool["AvgPool k=3 p=1"]; inception_c1_pool_proj["Conv k=1 BN ReLU"]; inception_c1_output["DepthConcat"]; inception_c2_1x1["Conv k=1 BN ReLU"]; inception_c2_3x3_a_reduce["Conv k=1 BN ReLU"]; inception_c2_3x3_a["Conv k=3 s=1 BN ReLU"]; inception_c2_3x3_b_reduce["Conv k=1 BN ReLU"]; inception_c2_3x3_b1["Conv k=3 p=1 BN ReLU"]; inception_c2_3x3_b2["Conv k=3 p=1 BN ReLU"]; inception_c2_pool["AvgPool k=3 p=1"]; inception_c2_pool_proj["Conv k=1 BN ReLU"]; inception_c2_output["DepthConcat"]; pool3["AvgPool k=8 dp=0.2"]; classifier["softmax classification"]; image --> |"3*231*231"| conv1; conv1 --> |"24*116*116"| conv1_increase; conv1_increase --> |"64*116*116"| pool1; pool1 --> |"64*58*58"| conv2_reduce; conv2_reduce --> |"64*58*58"| conv2; conv2 --> |"192*58*58"| pool2; pool2 --> |"192*29*29"| inception_a1_1x1; pool2 --> |"192*29*29"| inception_a1_3x3_a_reduce; pool2 --> |"192*29*29"| inception_a1_3x3_b_reduce; pool2 --> |"192*29*29"| inception_a1_pool; inception_a1_3x3_a_reduce --> |"64*29*29"| inception_a1_3x3_a; inception_a1_3x3_b_reduce --> |"64*29*29"| inception_a1_3x3_b1; inception_a1_3x3_b1 --> |"96*29*29"| inception_a1_3x3_b2; inception_a1_pool --> |"192*29*29"| inception_a1_pool_proj; inception_a1_1x1 --> |"64*29*29"| inception_a1_output; inception_a1_3x3_a --> |"64*29*29"| inception_a1_output; inception_a1_3x3_b2 --> |"96*29*29"| inception_a1_output; inception_a1_pool_proj --> |"32*29*29"| inception_a1_output; inception_a1_output --> |"256*29*29"| inception_a2_1x1; inception_a1_output --> |"256*29*29"| inception_a2_3x3_a_reduce; inception_a1_output --> |"256*29*29"| inception_a2_3x3_b_reduce; inception_a1_output --> |"256*29*29"| inception_a2_pool; inception_a2_3x3_a_reduce --> |"64*29*29"| inception_a2_3x3_a; inception_a2_3x3_b_reduce --> |"64*29*29"| inception_a2_3x3_b1; inception_a2_3x3_b1 --> |"96*29*29"| inception_a2_3x3_b2; inception_a2_pool --> |"192*29*29"| inception_a2_pool_proj; inception_a2_1x1 --> |"64*29*29"| inception_a2_output; inception_a2_3x3_a --> |"64*29*29"| inception_a2_output; inception_a2_3x3_b2 --> |"96*29*29"| inception_a2_output; inception_a2_pool_proj --> |"32*29*29"| inception_a2_output; inception_a2_output --> |"320*29*29"| reduction_a_3x3_a_reduce; inception_a2_output --> |"320*29*29"| reduction_a_3x3_b_reduce; inception_a2_output --> |"320*29*29"| reduction_a_pool; reduction_a_3x3_a_reduce --> |"128*29*29"| reduction_a_3x3_a; reduction_a_3x3_b_reduce --> |"64*29*29"| reduction_a_3x3_b1; reduction_a_3x3_b1 --> |"96*29*29"| reduction_a_3x3_b2; reduction_a_3x3_a --> |"160*15*15"| reduction_a_output; reduction_a_3x3_b2 --> |"96*15*15"| reduction_a_output; reduction_a_pool --> |"320*15*15"| reduction_a_output; reduction_a_output --> |"576*15*15"| inception_b1_1x1; reduction_a_output --> |"576*15*15"| inception_b1_3x3_a_reduce; reduction_a_output --> |"576*15*15"| inception_b1_3x3_b_reduce; reduction_a_output --> |"576*15*15"| inception_b1_pool; inception_b1_3x3_a_reduce --> |"64*15*15"| inception_b1_3x3_a; inception_b1_3x3_b_reduce --> |"96*15*15"| inception_b1_3x3_b1; inception_b1_3x3_b1 --> |"128*15*15"| inception_b1_3x3_b2; inception_b1_pool --> |"576*15*15"| inception_b1_pool_proj; inception_b1_1x1 --> |"224*15*15"| inception_b1_output; inception_b1_3x3_a --> |"96*15*15"| inception_b1_output; inception_b1_3x3_b2 --> |"128*15*15"| inception_b1_output; inception_b1_pool_proj --> |"128*15*15"| inception_b1_output; inception_b1_output --> |"576*15*15"| inception_b2_1x1; inception_b1_output --> |"576*15*15"| inception_b2_3x3_a_reduce; inception_b1_output --> |"576*15*15"| inception_b2_3x3_b_reduce; inception_b1_output --> |"576*15*15"| inception_b2_pool; inception_b2_3x3_a_reduce --> |"96*15*15"| inception_b2_3x3_a; inception_b2_3x3_b_reduce --> |"96*15*15"| inception_b2_3x3_b1; inception_b2_3x3_b1 --> |"128*15*15"| inception_b2_3x3_b2; inception_b2_pool --> |"576*15*15"| inception_b2_pool_proj; inception_b2_1x1 --> |"192*15*15"| inception_b2_output; inception_b2_3x3_a --> |"128*15*15"| inception_b2_output; inception_b2_3x3_b2 --> |"128*15*15"| inception_b2_output; inception_b2_pool_proj --> |"128*15*15"| inception_b2_output; inception_b2_output --> |"576*15*15"| inception_b3_1x1; inception_b2_output --> |"576*15*15"| inception_b3_3x3_a_reduce; inception_b2_output --> |"576*15*15"| inception_b3_3x3_b_reduce; inception_b2_output --> |"576*15*15"| inception_b3_pool; inception_b3_3x3_a_reduce --> |"128*15*15"| inception_b3_3x3_a; inception_b3_3x3_b_reduce --> |"128*15*15"| inception_b3_3x3_b1; inception_b3_3x3_b1 --> |"160*15*15"| inception_b3_3x3_b2; inception_b3_pool --> |"576*15*15"| inception_b3_pool_proj; inception_b3_1x1 --> |"160*15*15"| inception_b3_output; inception_b3_3x3_a --> |"160*15*15"| inception_b3_output; inception_b3_3x3_b2 --> |"160*15*15"| inception_b3_output; inception_b3_pool_proj --> |"96*15*15"| inception_b3_output; inception_b3_output --> |"576*15*15"| inception_b4_1x1; inception_b3_output --> |"576*15*15"| inception_b4_3x3_a_reduce; inception_b3_output --> |"576*15*15"| inception_b4_3x3_b_reduce; inception_b3_output --> |"576*15*15"| inception_b4_pool; inception_b4_3x3_a_reduce --> |"128*15*15"| inception_b4_3x3_a; inception_b4_3x3_b_reduce --> |"160*15*15"| inception_b4_3x3_b1; inception_b4_3x3_b1 --> |"192*15*15"| inception_b4_3x3_b2; inception_b4_pool --> |"576*15*15"| inception_b4_pool_proj; inception_b4_1x1 --> |"192*15*15"| inception_b4_output; inception_b4_3x3_a --> |"192*15*15"| inception_b4_output; inception_b4_3x3_b2 --> |"192*15*15"| inception_b4_output; inception_b4_pool_proj --> |"96*15*15"| inception_b4_output; inception_b4_output --> |"576*15*15"| reduction_b_3x3_a_reduce; inception_b4_output --> |"576*15*15"| reduction_b_3x3_b_reduce; inception_b4_output --> |"576*15*15"| reduction_b_pool; reduction_b_3x3_a_reduce --> |"128*15*15"| reduction_b_3x3_a; reduction_b_3x3_b_reduce --> |"192*15*15"| reduction_b_3x3_b1; reduction_b_3x3_b1 --> |"256*15*15"| reduction_b_3x3_b2; reduction_b_3x3_a --> |"192*8*8"| reduction_b_output; reduction_b_3x3_b2 --> |"256*8*8"| reduction_b_output; reduction_b_pool --> |"576*8*8"| reduction_b_output; reduction_b_output --> |"1024*8*8"| inception_c1_1x1; reduction_b_output --> |"1024*8*8"| inception_c1_3x3_a_reduce; reduction_b_output --> |"1024*8*8"| inception_c1_3x3_b_reduce; reduction_b_output --> |"1024*8*8"| inception_c1_pool; inception_c1_3x3_a_reduce --> |"192*8*8"| inception_c1_3x3_a; inception_c1_3x3_b_reduce --> |"160*8*8"| inception_c1_3x3_b1; inception_c1_3x3_b1 --> |"224*8*8"| inception_c1_3x3_b2; inception_c1_pool --> |"1024*8*8"| inception_c1_pool_proj; inception_c1_1x1 --> |"352*8*8"| inception_c1_output; inception_c1_3x3_a --> |"320*8*8"| inception_c1_output; inception_c1_3x3_b2 --> |"224*8*8"| inception_c1_output; inception_c1_pool_proj --> |"128*8*8"| inception_c1_output; inception_c1_output --> |"1024*8*8"| inception_c2_1x1; inception_c1_output --> |"1024*8*8"| inception_c2_3x3_a_reduce; inception_c1_output --> |"1024*8*8"| inception_c2_3x3_b_reduce; inception_c1_output --> |"1024*8*8"| inception_c2_pool; inception_c2_3x3_a_reduce --> |"192*8*8"| inception_c2_3x3_a; inception_c2_3x3_b_reduce --> |"192*8*8"| inception_c2_3x3_b1; inception_c2_3x3_b1 --> |"224*8*8"| inception_c2_3x3_b2; inception_c2_pool --> |"1024*8*8"| inception_c2_pool_proj; inception_c2_1x1 --> |"352*8*8"| inception_c2_output; inception_c2_3x3_a --> |"320*8*8"| inception_c2_output; inception_c2_3x3_b2 --> |"224*8*8"| inception_c2_output; inception_c2_pool_proj --> |"128*8*8"| inception_c2_output; inception_c2_output --> |"1024*8*8"| pool3; pool3 --> |"1024"| classifier;