graph TD; image["Image"]; stem["Stem"]; inception_a["5 x Inception-ResNet-A"]; reduction_a["Reduction-A"]; inception_b["10 x Inception-ResNet-B"]; reduction_b["Reduction-B"]; inception_c["5 x Inception-ResNet-C"]; pool["AvgPool k=8"]; dropout["Dropout 0.2"]; classifier["softmax classifier"]; image --> |"3*299*299"| stem; stem --> |"384*35*35"| inception_a; inception_a --> |"384*35*35"| reduction_a; reduction_a --> |"1152*17*17"| inception_b; inception_b --> |"1152*17*17"| reduction_b; reduction_b --> |"2144*8*8"| inception_c; inception_c --> |"2144*8*8"| pool; pool --> |"2144"| dropout; dropout --> |"2144"| classifier;

graph TD; input["Input"]; conv1["Conv k=3 s=2 BN ReLU"]; conv2["Conv k=3 BN ReLU"]; conv3["Conv k=3 p=1 BN ReLU"]; conv4["Conv k=3 s=2 BN ReLU"] pool4["MaxPool k=3 p=2"]; concat4["DepthConcat"]; conv5_3x3_a_reduce["Conv k=1 BN ReLU"]; conv5_3x3_a["Conv k=3 BN ReLU"]; conv5_3x3_b_reduce["Conv k=1 BN ReLU"]; conv5_1x7_b["Conv k=[1,7] p=[0,3] BN ReLU"]; conv5_7x1_b["Conv k=[7,1] p=[3,0] BN ReLU"]; conv5_3x3_b["Conv k=3 BN ReLU"]; concat5["DepthConcat"]; conv6["Conv k=3 s=2 BN ReLU"]; pool6["MaxPool k=3 s=2"]; concat6["DepthConcat"]; output["Output"]; input --> |"3*299*299"| conv1; conv1 --> |"32*149*149"| conv2; conv2 --> |"32*147*147"| conv3; conv3 --> |"64*147*147"| conv4; conv3 --> |"64*147*147"| pool4; conv4 --> |"96*73*73"| concat4; pool4 --> |"64*73*73"| concat4; concat4 --> |"160*73*73"| conv5_3x3_a_reduce; conv5_3x3_a_reduce --> |64*73*73| conv5_3x3_a; conv5_3x3_a --> |"96*71*71"| concat5; concat4 --> |"160*73*73"| conv5_3x3_b_reduce; conv5_3x3_b_reduce --> |"64*73*73"| conv5_1x7_b; conv5_1x7_b --> |"64*73*73"| conv5_7x1_b; conv5_7x1_b --> |"64*73*73"| conv5_3x3_b; conv5_3x3_b --> |"96*71*71"| concat5; concat5 --> |"192*71*71"| conv6; concat5 --> |"192*71*71"| pool6; conv6 --> |"192*35*35"| concat6; pool6 --> |"192*35*35"| concat6; concat6 --> |"384*35*35"| output;

graph TD; input["Input"]; conv_1x1["Conv k=1 ReLU"]; conv_3x3_a_reduce["Conv k=1 ReLU"]; conv_3x3_a["Conv k=3 p=1 ReLU"]; conv_3x3_b_reduce["Conv k=1 ReLU"]; conv_3x3_b1["Conv k=3 p=1 ReLU"]; conv_3x3_b2["Conv k=3 p=1 ReLU"]; concat["DepthConcat"]; concat_proj["Conv k=1"]; sum["Sum"]; bn["BN ReLU"]; output["Output"]; input --> |"384*35*35"| conv_1x1; conv_1x1 --> |"32*35*35"| concat; input --> |"384*35*35"| conv_3x3_a_reduce; conv_3x3_a_reduce --> |"32*35*35"| conv_3x3_a; conv_3x3_a --> |"32*35*35"| concat; input --> |"384*35*35"| conv_3x3_b_reduce; conv_3x3_b_reduce --> |"32*35*35"| conv_3x3_b1; conv_3x3_b1 --> |"48*35*35"| conv_3x3_b2; conv_3x3_b2 --> |"64*35*35"| concat; concat --> |"128*35*35"| concat_proj; concat_proj --> |"384*35*35"| sum; input --> |"384*35*35"| sum; sum --> |"384*35*35"| bn; bn --> |"384*35*35"| output;

graph TD; input["Input"]; conv_1x1["Conv k=1 ReLU"]; conv_reduce["Conv k=1 ReLU"]; conv_1x7["Conv k=[1,7] p=[0,3] ReLU"]; conv_7x1["Conv k=[7,1] p=[3,0] ReLU"]; concat["DepthConcat"]; concat_proj["Conv k=1"]; sum["Sum"]; bn["BN ReLU"]; output["Output"]; input --> |"1152*17*17"| conv_1x1; conv_1x1 --> |"192*17*17"| concat; input --> |"1152*17*17"| conv_reduce; conv_reduce --> |"128*17*17"| conv_1x7; conv_1x7 --> |"160*17*17"| conv_7x1; conv_7x1 --> |"192*17*17"| concat; concat --> |"384*17*17"| concat_proj; concat_proj --> |"1152*17*17"| sum; input --> |"1152*17*17"| sum; sum --> |"1152*17*17"| bn; bn --> |"1152*17*17"| output;

graph TD; input["Input"]; conv_1x1["Conv k=1 ReLU"]; conv_reduce["Conv k=1 ReLU"]; conv_1x3["Conv k=[1,3] p=[0,1] ReLU"]; conv_3x1["Conv k=[3,1] p=[1,0] ReLU"]; concat["DepthConcat"]; concat_proj["Conv k=1"]; sum["Sum"]; bn["BN ReLU"]; output["Output"]; input --> |"2144*8*8"| conv_1x1; conv_1x1 --> |"192*8*8"| concat; input --> |"2144*8*8"| conv_reduce; conv_reduce --> |"192*8*8"| conv_1x3; conv_1x3 --> |"224*8*8"| conv_3x1; conv_3x1 --> |"256*8*8"| concat; concat --> |"448*8*8"| concat_proj; concat_proj --> |"2144*8*8"| sum; input --> |"2144*8*8"| sum; sum --> |"2144*8*8"| bn; bn --> |"2144*8*8"| output;

graph TD; input["Input"]; conv_3x3_a["Conv k=3 s=2 ReLU"]; conv_3x3_b_reduce["Conv k=1 ReLU"]; conv_3x3_b1["Conv k=3 p=1 ReLU"]; conv_3x3_b2["Conv k=3 s=2 ReLU"]; pool["MaxPool k=3 s=2"]; concat["DepthConcat"]; bn["BN ReLU"]; output["Output"]; input --> |"384*35*35"| conv_3x3_a; input --> |"384*35*35"| conv_3x3_b_reduce; input --> |"384*35*35"| pool; pool --> |"384*17*17"| concat; conv_3x3_a --> |"384*17*17"| concat; conv_3x3_b_reduce --> |"256*35*35"| conv_3x3_b1; conv_3x3_b1 --> |"256*35*35"| conv_3x3_b2; conv_3x3_b2 --> |"384*17*17"| concat; concat --> |"1152*17*17"| bn; bn --> |"1152*17*17"| output;

graph TD; input["Input"]; conv_3x3_a_reduce["Conv k=1 ReLU"] conv_3x3_a["Conv k=3 s=2 ReLU"]; conv_3x3_b_reduce["Conv k=1 ReLU"]; conv_3x3_b1["Conv k=3 p=1 ReLU"]; conv_3x3_b2["Conv k=3 s=2 ReLU"]; conv_3x3_c_reduce["Conv k=1 ReLU"]; conv_3x3_c["Conv k=3 s=2 ReLU"]; pool["MaxPool k=3 s=2"]; concat["DepthConcat"]; bn["BN ReLU"]; output["Output"]; input --> |"1152*17*17"| conv_3x3_a_reduce; conv_3x3_a_reduce --> |"256*17*17"| conv_3x3_a; conv_3x3_a --> |"384*8*8"| concat; input --> |"1152*17*17"| conv_3x3_b_reduce; conv_3x3_b_reduce --> |"256*17*17"| conv_3x3_b1; conv_3x3_b1 --> |"288*17*17"| conv_3x3_b2; conv_3x3_b2 --> |"320*8*8"| concat; input --> |"1152*17*17"| conv_3x3_c_reduce; conv_3x3_c_reduce --> |"256*17*17"| conv_3x3_c; conv_3x3_c --> |"288*8*8"| concat; input --> |"1152*17*17"| pool; pool --> |"1152*8*8"| concat; concat --> |"2144*8*8"| bn; bn --> |"2144*8*8"| output;