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| name: SqueezeNet | |
| input: "data" | |
| input_shape { | |
| dim: 1 | |
| dim: 3 | |
| dim: 224 | |
| dim: 224 | |
| } | |
| layer { | |
| name: "conv1" | |
| type: "Convolution" | |
| bottom: "data" | |
| top: "conv1" | |
| convolution_param { | |
| num_output: 64 | |
| kernel_size: 3 | |
| stride: 2 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "relu_conv1" | |
| type: "ReLU" | |
| bottom: "conv1" | |
| top: "conv1" | |
| } | |
| layer { | |
| name: "pool1" | |
| type: "Pooling" | |
| bottom: "conv1" | |
| top: "pool1" | |
| pooling_param { | |
| pool: MAX | |
| kernel_size: 3 | |
| stride: 2 | |
| } | |
| } | |
| layer { | |
| name: "fire2/squeeze1x1" | |
| type: "Convolution" | |
| bottom: "pool1" | |
| top: "fire2/squeeze1x1" | |
| convolution_param { | |
| num_output: 16 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire2/relu_squeeze1x1" | |
| type: "ReLU" | |
| bottom: "fire2/squeeze1x1" | |
| top: "fire2/squeeze1x1" | |
| } | |
| layer { | |
| name: "fire2/expand1x1" | |
| type: "Convolution" | |
| bottom: "fire2/squeeze1x1" | |
| top: "fire2/expand1x1" | |
| convolution_param { | |
| num_output: 64 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire2/relu_expand1x1" | |
| type: "ReLU" | |
| bottom: "fire2/expand1x1" | |
| top: "fire2/expand1x1" | |
| } | |
| layer { | |
| name: "fire2/expand3x3" | |
| type: "Convolution" | |
| bottom: "fire2/squeeze1x1" | |
| top: "fire2/expand3x3" | |
| convolution_param { | |
| num_output: 64 | |
| pad: 1 | |
| kernel_size: 3 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire2/relu_expand3x3" | |
| type: "ReLU" | |
| bottom: "fire2/expand3x3" | |
| top: "fire2/expand3x3" | |
| } | |
| layer { | |
| name: "fire2/concat" | |
| type: "Concat" | |
| bottom: "fire2/expand1x1" | |
| bottom: "fire2/expand3x3" | |
| top: "fire2/concat" | |
| } | |
| layer { | |
| name: "fire3/squeeze1x1" | |
| type: "Convolution" | |
| bottom: "fire2/concat" | |
| top: "fire3/squeeze1x1" | |
| convolution_param { | |
| num_output: 16 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire3/relu_squeeze1x1" | |
| type: "ReLU" | |
| bottom: "fire3/squeeze1x1" | |
| top: "fire3/squeeze1x1" | |
| } | |
| layer { | |
| name: "fire3/expand1x1" | |
| type: "Convolution" | |
| bottom: "fire3/squeeze1x1" | |
| top: "fire3/expand1x1" | |
| convolution_param { | |
| num_output: 64 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire3/relu_expand1x1" | |
| type: "ReLU" | |
| bottom: "fire3/expand1x1" | |
| top: "fire3/expand1x1" | |
| } | |
| layer { | |
| name: "fire3/expand3x3" | |
| type: "Convolution" | |
| bottom: "fire3/squeeze1x1" | |
| top: "fire3/expand3x3" | |
| convolution_param { | |
| num_output: 64 | |
| pad: 1 | |
| kernel_size: 3 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire3/relu_expand3x3" | |
| type: "ReLU" | |
| bottom: "fire3/expand3x3" | |
| top: "fire3/expand3x3" | |
| } | |
| layer { | |
| name: "fire3/concat" | |
| type: "Concat" | |
| bottom: "fire3/expand1x1" | |
| bottom: "fire3/expand3x3" | |
| top: "fire3/concat" | |
| } | |
| layer { | |
| name: "pool3" | |
| type: "Pooling" | |
| bottom: "fire3/concat" | |
| top: "pool3" | |
| pooling_param { | |
| pool: MAX | |
| kernel_size: 3 | |
| stride: 2 | |
| } | |
| } | |
| layer { | |
| name: "fire4/squeeze1x1" | |
| type: "Convolution" | |
| bottom: "pool3" | |
| top: "fire4/squeeze1x1" | |
| convolution_param { | |
| num_output: 32 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire4/relu_squeeze1x1" | |
| type: "ReLU" | |
| bottom: "fire4/squeeze1x1" | |
| top: "fire4/squeeze1x1" | |
| } | |
| layer { | |
| name: "fire4/expand1x1" | |
| type: "Convolution" | |
| bottom: "fire4/squeeze1x1" | |
| top: "fire4/expand1x1" | |
| convolution_param { | |
| num_output: 128 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire4/relu_expand1x1" | |
| type: "ReLU" | |
| bottom: "fire4/expand1x1" | |
| top: "fire4/expand1x1" | |
| } | |
| layer { | |
| name: "fire4/expand3x3" | |
| type: "Convolution" | |
| bottom: "fire4/squeeze1x1" | |
| top: "fire4/expand3x3" | |
| convolution_param { | |
| num_output: 128 | |
| pad: 1 | |
| kernel_size: 3 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire4/relu_expand3x3" | |
| type: "ReLU" | |
| bottom: "fire4/expand3x3" | |
| top: "fire4/expand3x3" | |
| } | |
| layer { | |
| name: "fire4/concat" | |
| type: "Concat" | |
| bottom: "fire4/expand1x1" | |
| bottom: "fire4/expand3x3" | |
| top: "fire4/concat" | |
| } | |
| layer { | |
| name: "fire5/squeeze1x1" | |
| type: "Convolution" | |
| bottom: "fire4/concat" | |
| top: "fire5/squeeze1x1" | |
| convolution_param { | |
| num_output: 32 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire5/relu_squeeze1x1" | |
| type: "ReLU" | |
| bottom: "fire5/squeeze1x1" | |
| top: "fire5/squeeze1x1" | |
| } | |
| layer { | |
| name: "fire5/expand1x1" | |
| type: "Convolution" | |
| bottom: "fire5/squeeze1x1" | |
| top: "fire5/expand1x1" | |
| convolution_param { | |
| num_output: 128 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire5/relu_expand1x1" | |
| type: "ReLU" | |
| bottom: "fire5/expand1x1" | |
| top: "fire5/expand1x1" | |
| } | |
| layer { | |
| name: "fire5/expand3x3" | |
| type: "Convolution" | |
| bottom: "fire5/squeeze1x1" | |
| top: "fire5/expand3x3" | |
| convolution_param { | |
| num_output: 128 | |
| pad: 1 | |
| kernel_size: 3 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire5/relu_expand3x3" | |
| type: "ReLU" | |
| bottom: "fire5/expand3x3" | |
| top: "fire5/expand3x3" | |
| } | |
| layer { | |
| name: "fire5/concat" | |
| type: "Concat" | |
| bottom: "fire5/expand1x1" | |
| bottom: "fire5/expand3x3" | |
| top: "fire5/concat" | |
| } | |
| layer { | |
| name: "pool5" | |
| type: "Pooling" | |
| bottom: "fire5/concat" | |
| top: "pool5" | |
| pooling_param { | |
| pool: MAX | |
| kernel_size: 3 | |
| stride: 2 | |
| } | |
| } | |
| layer { | |
| name: "fire6/squeeze1x1" | |
| type: "Convolution" | |
| bottom: "pool5" | |
| top: "fire6/squeeze1x1" | |
| convolution_param { | |
| num_output: 48 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire6/relu_squeeze1x1" | |
| type: "ReLU" | |
| bottom: "fire6/squeeze1x1" | |
| top: "fire6/squeeze1x1" | |
| } | |
| layer { | |
| name: "fire6/expand1x1" | |
| type: "Convolution" | |
| bottom: "fire6/squeeze1x1" | |
| top: "fire6/expand1x1" | |
| convolution_param { | |
| num_output: 192 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire6/relu_expand1x1" | |
| type: "ReLU" | |
| bottom: "fire6/expand1x1" | |
| top: "fire6/expand1x1" | |
| } | |
| layer { | |
| name: "fire6/expand3x3" | |
| type: "Convolution" | |
| bottom: "fire6/squeeze1x1" | |
| top: "fire6/expand3x3" | |
| convolution_param { | |
| num_output: 192 | |
| pad: 1 | |
| kernel_size: 3 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire6/relu_expand3x3" | |
| type: "ReLU" | |
| bottom: "fire6/expand3x3" | |
| top: "fire6/expand3x3" | |
| } | |
| layer { | |
| name: "fire6/concat" | |
| type: "Concat" | |
| bottom: "fire6/expand1x1" | |
| bottom: "fire6/expand3x3" | |
| top: "fire6/concat" | |
| } | |
| layer { | |
| name: "fire7/squeeze1x1" | |
| type: "Convolution" | |
| bottom: "fire6/concat" | |
| top: "fire7/squeeze1x1" | |
| convolution_param { | |
| num_output: 48 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire7/relu_squeeze1x1" | |
| type: "ReLU" | |
| bottom: "fire7/squeeze1x1" | |
| top: "fire7/squeeze1x1" | |
| } | |
| layer { | |
| name: "fire7/expand1x1" | |
| type: "Convolution" | |
| bottom: "fire7/squeeze1x1" | |
| top: "fire7/expand1x1" | |
| convolution_param { | |
| num_output: 192 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire7/relu_expand1x1" | |
| type: "ReLU" | |
| bottom: "fire7/expand1x1" | |
| top: "fire7/expand1x1" | |
| } | |
| layer { | |
| name: "fire7/expand3x3" | |
| type: "Convolution" | |
| bottom: "fire7/squeeze1x1" | |
| top: "fire7/expand3x3" | |
| convolution_param { | |
| num_output: 192 | |
| pad: 1 | |
| kernel_size: 3 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire7/relu_expand3x3" | |
| type: "ReLU" | |
| bottom: "fire7/expand3x3" | |
| top: "fire7/expand3x3" | |
| } | |
| layer { | |
| name: "fire7/concat" | |
| type: "Concat" | |
| bottom: "fire7/expand1x1" | |
| bottom: "fire7/expand3x3" | |
| top: "fire7/concat" | |
| } | |
| layer { | |
| name: "fire8/squeeze1x1" | |
| type: "Convolution" | |
| bottom: "fire7/concat" | |
| top: "fire8/squeeze1x1" | |
| convolution_param { | |
| num_output: 64 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire8/relu_squeeze1x1" | |
| type: "ReLU" | |
| bottom: "fire8/squeeze1x1" | |
| top: "fire8/squeeze1x1" | |
| } | |
| layer { | |
| name: "fire8/expand1x1" | |
| type: "Convolution" | |
| bottom: "fire8/squeeze1x1" | |
| top: "fire8/expand1x1" | |
| convolution_param { | |
| num_output: 256 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire8/relu_expand1x1" | |
| type: "ReLU" | |
| bottom: "fire8/expand1x1" | |
| top: "fire8/expand1x1" | |
| } | |
| layer { | |
| name: "fire8/expand3x3" | |
| type: "Convolution" | |
| bottom: "fire8/squeeze1x1" | |
| top: "fire8/expand3x3" | |
| convolution_param { | |
| num_output: 256 | |
| pad: 1 | |
| kernel_size: 3 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire8/relu_expand3x3" | |
| type: "ReLU" | |
| bottom: "fire8/expand3x3" | |
| top: "fire8/expand3x3" | |
| } | |
| layer { | |
| name: "fire8/concat" | |
| type: "Concat" | |
| bottom: "fire8/expand1x1" | |
| bottom: "fire8/expand3x3" | |
| top: "fire8/concat" | |
| } | |
| layer { | |
| name: "fire9/squeeze1x1" | |
| type: "Convolution" | |
| bottom: "fire8/concat" | |
| top: "fire9/squeeze1x1" | |
| convolution_param { | |
| num_output: 64 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire9/relu_squeeze1x1" | |
| type: "ReLU" | |
| bottom: "fire9/squeeze1x1" | |
| top: "fire9/squeeze1x1" | |
| } | |
| layer { | |
| name: "fire9/expand1x1" | |
| type: "Convolution" | |
| bottom: "fire9/squeeze1x1" | |
| top: "fire9/expand1x1" | |
| convolution_param { | |
| num_output: 256 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire9/relu_expand1x1" | |
| type: "ReLU" | |
| bottom: "fire9/expand1x1" | |
| top: "fire9/expand1x1" | |
| } | |
| layer { | |
| name: "fire9/expand3x3" | |
| type: "Convolution" | |
| bottom: "fire9/squeeze1x1" | |
| top: "fire9/expand3x3" | |
| convolution_param { | |
| num_output: 256 | |
| pad: 1 | |
| kernel_size: 3 | |
| weight_filler { | |
| type: "xavier" | |
| } | |
| } | |
| } | |
| layer { | |
| name: "fire9/relu_expand3x3" | |
| type: "ReLU" | |
| bottom: "fire9/expand3x3" | |
| top: "fire9/expand3x3" | |
| } | |
| layer { | |
| name: "fire9/concat" | |
| type: "Concat" | |
| bottom: "fire9/expand1x1" | |
| bottom: "fire9/expand3x3" | |
| top: "fire9/concat" | |
| } | |
| layer { | |
| name: "drop9" | |
| type: "Dropout" | |
| bottom: "fire9/concat" | |
| top: "fire9/concat" | |
| dropout_param { | |
| dropout_ratio: 0.5 | |
| } | |
| } | |
| layer { | |
| name: "conv10" | |
| type: "Convolution" | |
| bottom: "fire9/concat" | |
| top: "conv10" | |
| convolution_param { | |
| num_output: 1000 | |
| kernel_size: 1 | |
| weight_filler { | |
| type: "gaussian" | |
| mean: 0.0 | |
| std: 0.01 | |
| } | |
| } | |
| } | |
| layer { | |
| name: "relu_conv10" | |
| type: "ReLU" | |
| bottom: "conv10" | |
| top: "conv10" | |
| } | |
| layer { | |
| name: "pool10" | |
| type: "Pooling" | |
| bottom: "conv10" | |
| top: "pool10" | |
| pooling_param { | |
| pool: AVE | |
| global_pooling: true | |
| } | |
| } | |
| layer { | |
| name: "prob" | |
| type: "Softmax" | |
| bottom: "pool10" | |
| top: "prob" | |
| } |
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