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|
- input: "data"
- input_shape {
- dim: 1
- dim: 3
- dim: 300
- dim: 300
- }
-
- layer {
- name: "data_bn"
- type: "BatchNorm"
- bottom: "data"
- top: "data_bn"
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- }
- layer {
- name: "data_scale"
- type: "Scale"
- bottom: "data_bn"
- top: "data_bn"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- param {
- lr_mult: 2.0
- decay_mult: 1.0
- }
- scale_param {
- bias_term: true
- }
- }
- layer {
- name: "conv1_h"
- type: "Convolution"
- bottom: "data_bn"
- top: "conv1_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- param {
- lr_mult: 2.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 2
- weight_filler {
- type: "msra"
- variance_norm: FAN_OUT
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "conv1_bn_h"
- type: "BatchNorm"
- bottom: "conv1_h"
- top: "conv1_h"
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- }
- layer {
- name: "conv1_scale_h"
- type: "Scale"
- bottom: "conv1_h"
- top: "conv1_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- param {
- lr_mult: 2.0
- decay_mult: 1.0
- }
- scale_param {
- bias_term: true
- }
- }
- layer {
- name: "conv1_relu"
- type: "ReLU"
- bottom: "conv1_h"
- top: "conv1_h"
- }
- layer {
- name: "conv1_pool"
- type: "Pooling"
- bottom: "conv1_h"
- top: "conv1_pool"
- pooling_param {
- kernel_size: 3
- stride: 2
- }
- }
- layer {
- name: "layer_64_1_conv1_h"
- type: "Convolution"
- bottom: "conv1_pool"
- top: "layer_64_1_conv1_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 32
- bias_term: false
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "msra"
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "layer_64_1_bn2_h"
- type: "BatchNorm"
- bottom: "layer_64_1_conv1_h"
- top: "layer_64_1_conv1_h"
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- }
- layer {
- name: "layer_64_1_scale2_h"
- type: "Scale"
- bottom: "layer_64_1_conv1_h"
- top: "layer_64_1_conv1_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- param {
- lr_mult: 2.0
- decay_mult: 1.0
- }
- scale_param {
- bias_term: true
- }
- }
- layer {
- name: "layer_64_1_relu2"
- type: "ReLU"
- bottom: "layer_64_1_conv1_h"
- top: "layer_64_1_conv1_h"
- }
- layer {
- name: "layer_64_1_conv2_h"
- type: "Convolution"
- bottom: "layer_64_1_conv1_h"
- top: "layer_64_1_conv2_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 32
- bias_term: false
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "msra"
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "layer_64_1_sum"
- type: "Eltwise"
- bottom: "layer_64_1_conv2_h"
- bottom: "conv1_pool"
- top: "layer_64_1_sum"
- }
- layer {
- name: "layer_128_1_bn1_h"
- type: "BatchNorm"
- bottom: "layer_64_1_sum"
- top: "layer_128_1_bn1_h"
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- }
- layer {
- name: "layer_128_1_scale1_h"
- type: "Scale"
- bottom: "layer_128_1_bn1_h"
- top: "layer_128_1_bn1_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- param {
- lr_mult: 2.0
- decay_mult: 1.0
- }
- scale_param {
- bias_term: true
- }
- }
- layer {
- name: "layer_128_1_relu1"
- type: "ReLU"
- bottom: "layer_128_1_bn1_h"
- top: "layer_128_1_bn1_h"
- }
- layer {
- name: "layer_128_1_conv1_h"
- type: "Convolution"
- bottom: "layer_128_1_bn1_h"
- top: "layer_128_1_conv1_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 128
- bias_term: false
- pad: 1
- kernel_size: 3
- stride: 2
- weight_filler {
- type: "msra"
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "layer_128_1_bn2"
- type: "BatchNorm"
- bottom: "layer_128_1_conv1_h"
- top: "layer_128_1_conv1_h"
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- }
- layer {
- name: "layer_128_1_scale2"
- type: "Scale"
- bottom: "layer_128_1_conv1_h"
- top: "layer_128_1_conv1_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- param {
- lr_mult: 2.0
- decay_mult: 1.0
- }
- scale_param {
- bias_term: true
- }
- }
- layer {
- name: "layer_128_1_relu2"
- type: "ReLU"
- bottom: "layer_128_1_conv1_h"
- top: "layer_128_1_conv1_h"
- }
- layer {
- name: "layer_128_1_conv2"
- type: "Convolution"
- bottom: "layer_128_1_conv1_h"
- top: "layer_128_1_conv2"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 128
- bias_term: false
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "msra"
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "layer_128_1_conv_expand_h"
- type: "Convolution"
- bottom: "layer_128_1_bn1_h"
- top: "layer_128_1_conv_expand_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 128
- bias_term: false
- pad: 0
- kernel_size: 1
- stride: 2
- weight_filler {
- type: "msra"
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "layer_128_1_sum"
- type: "Eltwise"
- bottom: "layer_128_1_conv2"
- bottom: "layer_128_1_conv_expand_h"
- top: "layer_128_1_sum"
- }
- layer {
- name: "layer_256_1_bn1"
- type: "BatchNorm"
- bottom: "layer_128_1_sum"
- top: "layer_256_1_bn1"
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- }
- layer {
- name: "layer_256_1_scale1"
- type: "Scale"
- bottom: "layer_256_1_bn1"
- top: "layer_256_1_bn1"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- param {
- lr_mult: 2.0
- decay_mult: 1.0
- }
- scale_param {
- bias_term: true
- }
- }
- layer {
- name: "layer_256_1_relu1"
- type: "ReLU"
- bottom: "layer_256_1_bn1"
- top: "layer_256_1_bn1"
- }
- layer {
- name: "layer_256_1_conv1"
- type: "Convolution"
- bottom: "layer_256_1_bn1"
- top: "layer_256_1_conv1"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 256
- bias_term: false
- pad: 1
- kernel_size: 3
- stride: 2
- weight_filler {
- type: "msra"
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "layer_256_1_bn2"
- type: "BatchNorm"
- bottom: "layer_256_1_conv1"
- top: "layer_256_1_conv1"
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- }
- layer {
- name: "layer_256_1_scale2"
- type: "Scale"
- bottom: "layer_256_1_conv1"
- top: "layer_256_1_conv1"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- param {
- lr_mult: 2.0
- decay_mult: 1.0
- }
- scale_param {
- bias_term: true
- }
- }
- layer {
- name: "layer_256_1_relu2"
- type: "ReLU"
- bottom: "layer_256_1_conv1"
- top: "layer_256_1_conv1"
- }
- layer {
- name: "layer_256_1_conv2"
- type: "Convolution"
- bottom: "layer_256_1_conv1"
- top: "layer_256_1_conv2"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 256
- bias_term: false
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "msra"
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "layer_256_1_conv_expand"
- type: "Convolution"
- bottom: "layer_256_1_bn1"
- top: "layer_256_1_conv_expand"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 256
- bias_term: false
- pad: 0
- kernel_size: 1
- stride: 2
- weight_filler {
- type: "msra"
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "layer_256_1_sum"
- type: "Eltwise"
- bottom: "layer_256_1_conv2"
- bottom: "layer_256_1_conv_expand"
- top: "layer_256_1_sum"
- }
- layer {
- name: "layer_512_1_bn1"
- type: "BatchNorm"
- bottom: "layer_256_1_sum"
- top: "layer_512_1_bn1"
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- }
- layer {
- name: "layer_512_1_scale1"
- type: "Scale"
- bottom: "layer_512_1_bn1"
- top: "layer_512_1_bn1"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- param {
- lr_mult: 2.0
- decay_mult: 1.0
- }
- scale_param {
- bias_term: true
- }
- }
- layer {
- name: "layer_512_1_relu1"
- type: "ReLU"
- bottom: "layer_512_1_bn1"
- top: "layer_512_1_bn1"
- }
- layer {
- name: "layer_512_1_conv1_h"
- type: "Convolution"
- bottom: "layer_512_1_bn1"
- top: "layer_512_1_conv1_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 128
- bias_term: false
- pad: 1
- kernel_size: 3
- stride: 1 # 2
- weight_filler {
- type: "msra"
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "layer_512_1_bn2_h"
- type: "BatchNorm"
- bottom: "layer_512_1_conv1_h"
- top: "layer_512_1_conv1_h"
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- }
- layer {
- name: "layer_512_1_scale2_h"
- type: "Scale"
- bottom: "layer_512_1_conv1_h"
- top: "layer_512_1_conv1_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- param {
- lr_mult: 2.0
- decay_mult: 1.0
- }
- scale_param {
- bias_term: true
- }
- }
- layer {
- name: "layer_512_1_relu2"
- type: "ReLU"
- bottom: "layer_512_1_conv1_h"
- top: "layer_512_1_conv1_h"
- }
- layer {
- name: "layer_512_1_conv2_h"
- type: "Convolution"
- bottom: "layer_512_1_conv1_h"
- top: "layer_512_1_conv2_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 256
- bias_term: false
- pad: 2 # 1
- kernel_size: 3
- stride: 1
- dilation: 2
- weight_filler {
- type: "msra"
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "layer_512_1_conv_expand_h"
- type: "Convolution"
- bottom: "layer_512_1_bn1"
- top: "layer_512_1_conv_expand_h"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- convolution_param {
- num_output: 256
- bias_term: false
- pad: 0
- kernel_size: 1
- stride: 1 # 2
- weight_filler {
- type: "msra"
- }
- bias_filler {
- type: "constant"
- value: 0.0
- }
- }
- }
- layer {
- name: "layer_512_1_sum"
- type: "Eltwise"
- bottom: "layer_512_1_conv2_h"
- bottom: "layer_512_1_conv_expand_h"
- top: "layer_512_1_sum"
- }
- layer {
- name: "last_bn_h"
- type: "BatchNorm"
- bottom: "layer_512_1_sum"
- top: "layer_512_1_sum"
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- param {
- lr_mult: 0.0
- }
- }
- layer {
- name: "last_scale_h"
- type: "Scale"
- bottom: "layer_512_1_sum"
- top: "layer_512_1_sum"
- param {
- lr_mult: 1.0
- decay_mult: 1.0
- }
- param {
- lr_mult: 2.0
- decay_mult: 1.0
- }
- scale_param {
- bias_term: true
- }
- }
- layer {
- name: "last_relu"
- type: "ReLU"
- bottom: "layer_512_1_sum"
- top: "fc7"
- }
-
- layer {
- name: "conv6_1_h"
- type: "Convolution"
- bottom: "fc7"
- top: "conv6_1_h"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 128
- pad: 0
- kernel_size: 1
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv6_1_relu"
- type: "ReLU"
- bottom: "conv6_1_h"
- top: "conv6_1_h"
- }
- layer {
- name: "conv6_2_h"
- type: "Convolution"
- bottom: "conv6_1_h"
- top: "conv6_2_h"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 256
- pad: 1
- kernel_size: 3
- stride: 2
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv6_2_relu"
- type: "ReLU"
- bottom: "conv6_2_h"
- top: "conv6_2_h"
- }
- layer {
- name: "conv7_1_h"
- type: "Convolution"
- bottom: "conv6_2_h"
- top: "conv7_1_h"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 64
- pad: 0
- kernel_size: 1
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv7_1_relu"
- type: "ReLU"
- bottom: "conv7_1_h"
- top: "conv7_1_h"
- }
- layer {
- name: "conv7_2_h"
- type: "Convolution"
- bottom: "conv7_1_h"
- top: "conv7_2_h"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 128
- pad: 1
- kernel_size: 3
- stride: 2
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv7_2_relu"
- type: "ReLU"
- bottom: "conv7_2_h"
- top: "conv7_2_h"
- }
- layer {
- name: "conv8_1_h"
- type: "Convolution"
- bottom: "conv7_2_h"
- top: "conv8_1_h"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 64
- pad: 0
- kernel_size: 1
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv8_1_relu"
- type: "ReLU"
- bottom: "conv8_1_h"
- top: "conv8_1_h"
- }
- layer {
- name: "conv8_2_h"
- type: "Convolution"
- bottom: "conv8_1_h"
- top: "conv8_2_h"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 128
- pad: 0
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv8_2_relu"
- type: "ReLU"
- bottom: "conv8_2_h"
- top: "conv8_2_h"
- }
- layer {
- name: "conv9_1_h"
- type: "Convolution"
- bottom: "conv8_2_h"
- top: "conv9_1_h"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 64
- pad: 0
- kernel_size: 1
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv9_1_relu"
- type: "ReLU"
- bottom: "conv9_1_h"
- top: "conv9_1_h"
- }
- layer {
- name: "conv9_2_h"
- type: "Convolution"
- bottom: "conv9_1_h"
- top: "conv9_2_h"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 128
- pad: 0
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv9_2_relu"
- type: "ReLU"
- bottom: "conv9_2_h"
- top: "conv9_2_h"
- }
- layer {
- name: "conv4_3_norm"
- type: "Normalize"
- bottom: "layer_256_1_bn1"
- top: "conv4_3_norm"
- norm_param {
- across_spatial: false
- scale_filler {
- type: "constant"
- value: 20
- }
- channel_shared: false
- }
- }
- layer {
- name: "conv4_3_norm_mbox_loc"
- type: "Convolution"
- bottom: "conv4_3_norm"
- top: "conv4_3_norm_mbox_loc"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 16
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv4_3_norm_mbox_loc_perm"
- type: "Permute"
- bottom: "conv4_3_norm_mbox_loc"
- top: "conv4_3_norm_mbox_loc_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "conv4_3_norm_mbox_loc_flat"
- type: "Flatten"
- bottom: "conv4_3_norm_mbox_loc_perm"
- top: "conv4_3_norm_mbox_loc_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "conv4_3_norm_mbox_conf"
- type: "Convolution"
- bottom: "conv4_3_norm"
- top: "conv4_3_norm_mbox_conf"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 8 # 84
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv4_3_norm_mbox_conf_perm"
- type: "Permute"
- bottom: "conv4_3_norm_mbox_conf"
- top: "conv4_3_norm_mbox_conf_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "conv4_3_norm_mbox_conf_flat"
- type: "Flatten"
- bottom: "conv4_3_norm_mbox_conf_perm"
- top: "conv4_3_norm_mbox_conf_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "conv4_3_norm_mbox_priorbox"
- type: "PriorBox"
- bottom: "conv4_3_norm"
- bottom: "data"
- top: "conv4_3_norm_mbox_priorbox"
- prior_box_param {
- min_size: 30.0
- max_size: 60.0
- aspect_ratio: 2
- flip: true
- clip: false
- variance: 0.1
- variance: 0.1
- variance: 0.2
- variance: 0.2
- step: 8
- offset: 0.5
- }
- }
- layer {
- name: "fc7_mbox_loc"
- type: "Convolution"
- bottom: "fc7"
- top: "fc7_mbox_loc"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 24
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "fc7_mbox_loc_perm"
- type: "Permute"
- bottom: "fc7_mbox_loc"
- top: "fc7_mbox_loc_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "fc7_mbox_loc_flat"
- type: "Flatten"
- bottom: "fc7_mbox_loc_perm"
- top: "fc7_mbox_loc_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "fc7_mbox_conf"
- type: "Convolution"
- bottom: "fc7"
- top: "fc7_mbox_conf"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 12 # 126
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "fc7_mbox_conf_perm"
- type: "Permute"
- bottom: "fc7_mbox_conf"
- top: "fc7_mbox_conf_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "fc7_mbox_conf_flat"
- type: "Flatten"
- bottom: "fc7_mbox_conf_perm"
- top: "fc7_mbox_conf_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "fc7_mbox_priorbox"
- type: "PriorBox"
- bottom: "fc7"
- bottom: "data"
- top: "fc7_mbox_priorbox"
- prior_box_param {
- min_size: 60.0
- max_size: 111.0
- aspect_ratio: 2
- aspect_ratio: 3
- flip: true
- clip: false
- variance: 0.1
- variance: 0.1
- variance: 0.2
- variance: 0.2
- step: 16
- offset: 0.5
- }
- }
- layer {
- name: "conv6_2_mbox_loc"
- type: "Convolution"
- bottom: "conv6_2_h"
- top: "conv6_2_mbox_loc"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 24
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv6_2_mbox_loc_perm"
- type: "Permute"
- bottom: "conv6_2_mbox_loc"
- top: "conv6_2_mbox_loc_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "conv6_2_mbox_loc_flat"
- type: "Flatten"
- bottom: "conv6_2_mbox_loc_perm"
- top: "conv6_2_mbox_loc_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "conv6_2_mbox_conf"
- type: "Convolution"
- bottom: "conv6_2_h"
- top: "conv6_2_mbox_conf"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 12 # 126
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv6_2_mbox_conf_perm"
- type: "Permute"
- bottom: "conv6_2_mbox_conf"
- top: "conv6_2_mbox_conf_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "conv6_2_mbox_conf_flat"
- type: "Flatten"
- bottom: "conv6_2_mbox_conf_perm"
- top: "conv6_2_mbox_conf_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "conv6_2_mbox_priorbox"
- type: "PriorBox"
- bottom: "conv6_2_h"
- bottom: "data"
- top: "conv6_2_mbox_priorbox"
- prior_box_param {
- min_size: 111.0
- max_size: 162.0
- aspect_ratio: 2
- aspect_ratio: 3
- flip: true
- clip: false
- variance: 0.1
- variance: 0.1
- variance: 0.2
- variance: 0.2
- step: 32
- offset: 0.5
- }
- }
- layer {
- name: "conv7_2_mbox_loc"
- type: "Convolution"
- bottom: "conv7_2_h"
- top: "conv7_2_mbox_loc"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 24
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv7_2_mbox_loc_perm"
- type: "Permute"
- bottom: "conv7_2_mbox_loc"
- top: "conv7_2_mbox_loc_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "conv7_2_mbox_loc_flat"
- type: "Flatten"
- bottom: "conv7_2_mbox_loc_perm"
- top: "conv7_2_mbox_loc_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "conv7_2_mbox_conf"
- type: "Convolution"
- bottom: "conv7_2_h"
- top: "conv7_2_mbox_conf"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 12 # 126
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv7_2_mbox_conf_perm"
- type: "Permute"
- bottom: "conv7_2_mbox_conf"
- top: "conv7_2_mbox_conf_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "conv7_2_mbox_conf_flat"
- type: "Flatten"
- bottom: "conv7_2_mbox_conf_perm"
- top: "conv7_2_mbox_conf_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "conv7_2_mbox_priorbox"
- type: "PriorBox"
- bottom: "conv7_2_h"
- bottom: "data"
- top: "conv7_2_mbox_priorbox"
- prior_box_param {
- min_size: 162.0
- max_size: 213.0
- aspect_ratio: 2
- aspect_ratio: 3
- flip: true
- clip: false
- variance: 0.1
- variance: 0.1
- variance: 0.2
- variance: 0.2
- step: 64
- offset: 0.5
- }
- }
- layer {
- name: "conv8_2_mbox_loc"
- type: "Convolution"
- bottom: "conv8_2_h"
- top: "conv8_2_mbox_loc"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 16
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv8_2_mbox_loc_perm"
- type: "Permute"
- bottom: "conv8_2_mbox_loc"
- top: "conv8_2_mbox_loc_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "conv8_2_mbox_loc_flat"
- type: "Flatten"
- bottom: "conv8_2_mbox_loc_perm"
- top: "conv8_2_mbox_loc_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "conv8_2_mbox_conf"
- type: "Convolution"
- bottom: "conv8_2_h"
- top: "conv8_2_mbox_conf"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 8 # 84
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv8_2_mbox_conf_perm"
- type: "Permute"
- bottom: "conv8_2_mbox_conf"
- top: "conv8_2_mbox_conf_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "conv8_2_mbox_conf_flat"
- type: "Flatten"
- bottom: "conv8_2_mbox_conf_perm"
- top: "conv8_2_mbox_conf_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "conv8_2_mbox_priorbox"
- type: "PriorBox"
- bottom: "conv8_2_h"
- bottom: "data"
- top: "conv8_2_mbox_priorbox"
- prior_box_param {
- min_size: 213.0
- max_size: 264.0
- aspect_ratio: 2
- flip: true
- clip: false
- variance: 0.1
- variance: 0.1
- variance: 0.2
- variance: 0.2
- step: 100
- offset: 0.5
- }
- }
- layer {
- name: "conv9_2_mbox_loc"
- type: "Convolution"
- bottom: "conv9_2_h"
- top: "conv9_2_mbox_loc"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 16
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv9_2_mbox_loc_perm"
- type: "Permute"
- bottom: "conv9_2_mbox_loc"
- top: "conv9_2_mbox_loc_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "conv9_2_mbox_loc_flat"
- type: "Flatten"
- bottom: "conv9_2_mbox_loc_perm"
- top: "conv9_2_mbox_loc_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "conv9_2_mbox_conf"
- type: "Convolution"
- bottom: "conv9_2_h"
- top: "conv9_2_mbox_conf"
- param {
- lr_mult: 1
- decay_mult: 1
- }
- param {
- lr_mult: 2
- decay_mult: 0
- }
- convolution_param {
- num_output: 8 # 84
- pad: 1
- kernel_size: 3
- stride: 1
- weight_filler {
- type: "xavier"
- }
- bias_filler {
- type: "constant"
- value: 0
- }
- }
- }
- layer {
- name: "conv9_2_mbox_conf_perm"
- type: "Permute"
- bottom: "conv9_2_mbox_conf"
- top: "conv9_2_mbox_conf_perm"
- permute_param {
- order: 0
- order: 2
- order: 3
- order: 1
- }
- }
- layer {
- name: "conv9_2_mbox_conf_flat"
- type: "Flatten"
- bottom: "conv9_2_mbox_conf_perm"
- top: "conv9_2_mbox_conf_flat"
- flatten_param {
- axis: 1
- }
- }
- layer {
- name: "conv9_2_mbox_priorbox"
- type: "PriorBox"
- bottom: "conv9_2_h"
- bottom: "data"
- top: "conv9_2_mbox_priorbox"
- prior_box_param {
- min_size: 264.0
- max_size: 315.0
- aspect_ratio: 2
- flip: true
- clip: false
- variance: 0.1
- variance: 0.1
- variance: 0.2
- variance: 0.2
- step: 300
- offset: 0.5
- }
- }
- layer {
- name: "mbox_loc"
- type: "Concat"
- bottom: "conv4_3_norm_mbox_loc_flat"
- bottom: "fc7_mbox_loc_flat"
- bottom: "conv6_2_mbox_loc_flat"
- bottom: "conv7_2_mbox_loc_flat"
- bottom: "conv8_2_mbox_loc_flat"
- bottom: "conv9_2_mbox_loc_flat"
- top: "mbox_loc"
- concat_param {
- axis: 1
- }
- }
- layer {
- name: "mbox_conf"
- type: "Concat"
- bottom: "conv4_3_norm_mbox_conf_flat"
- bottom: "fc7_mbox_conf_flat"
- bottom: "conv6_2_mbox_conf_flat"
- bottom: "conv7_2_mbox_conf_flat"
- bottom: "conv8_2_mbox_conf_flat"
- bottom: "conv9_2_mbox_conf_flat"
- top: "mbox_conf"
- concat_param {
- axis: 1
- }
- }
- layer {
- name: "mbox_priorbox"
- type: "Concat"
- bottom: "conv4_3_norm_mbox_priorbox"
- bottom: "fc7_mbox_priorbox"
- bottom: "conv6_2_mbox_priorbox"
- bottom: "conv7_2_mbox_priorbox"
- bottom: "conv8_2_mbox_priorbox"
- bottom: "conv9_2_mbox_priorbox"
- top: "mbox_priorbox"
- concat_param {
- axis: 2
- }
- }
-
- layer {
- name: "mbox_conf_reshape"
- type: "Reshape"
- bottom: "mbox_conf"
- top: "mbox_conf_reshape"
- reshape_param {
- shape {
- dim: 0
- dim: -1
- dim: 2
- }
- }
- }
- layer {
- name: "mbox_conf_softmax"
- type: "Softmax"
- bottom: "mbox_conf_reshape"
- top: "mbox_conf_softmax"
- softmax_param {
- axis: 2
- }
- }
- layer {
- name: "mbox_conf_flatten"
- type: "Flatten"
- bottom: "mbox_conf_softmax"
- top: "mbox_conf_flatten"
- flatten_param {
- axis: 1
- }
- }
-
- layer {
- name: "detection_out"
- type: "DetectionOutput"
- bottom: "mbox_loc"
- bottom: "mbox_conf_flatten"
- bottom: "mbox_priorbox"
- top: "detection_out"
- include {
- phase: TEST
- }
- detection_output_param {
- num_classes: 2
- share_location: true
- background_label_id: 0
- nms_param {
- nms_threshold: 0.45
- top_k: 400
- }
- code_type: CENTER_SIZE
- keep_top_k: 200
- confidence_threshold: 0.01
- clip: 1
- }
- }
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