- input: "data"
- input_dim: 1
- input_dim: 3
- input_dim: 256
- input_dim: 256
-
- input: "gt"
- input_dim: 1
- input_dim: 1
- input_dim: 256
- input_dim: 256
-
- layer {
- name: "Convolution1"
- type: "Convolution"
- bottom: "data"
- top: "Convolution1"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_0_0"
- type: "ReLU"
- bottom: "Convolution1"
- top: "Convolution1"
- }
- layer {
- name: "Convolution2"
- type: "Convolution"
- bottom: "Convolution1"
- top: "Convolution2"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_0_1"
- type: "ReLU"
- bottom: "Convolution2"
- top: "Convolution2"
- }
- layer {
- name: "Convolution3"
- type: "Convolution"
- bottom: "Convolution2"
- top: "Convolution3"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_0_2"
- type: "ReLU"
- bottom: "Convolution3"
- top: "Convolution3"
- }
- layer {
- name: "Convolution4"
- type: "Convolution"
- bottom: "Convolution3"
- top: "Convolution4"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_0_3"
- type: "ReLU"
- bottom: "Convolution4"
- top: "Convolution4"
- }
- layer {
- name: "Convolution5"
- type: "Convolution"
- bottom: "Convolution4"
- top: "Convolution5"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_0_4"
- type: "ReLU"
- bottom: "Convolution5"
- top: "Convolution5"
- }
- layer {
- name: "Convolution6"
- type: "Convolution"
- bottom: "Convolution5"
- top: "Convolution6"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_0_5"
- type: "ReLU"
- bottom: "Convolution6"
- top: "Convolution6"
- }
- layer {
- name: "Convolution7"
- type: "Convolution"
- bottom: "Convolution6"
- top: "Convolution7"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_0_6"
- type: "ReLU"
- bottom: "Convolution7"
- top: "Convolution7"
- }
- layer {
- name: "Pooling1"
- type: "Pooling"
- bottom: "Convolution1"
- top: "Pooling1"
- pooling_param {
- pool: AVE
- kernel_size: 2
- stride: 2
- }
- }
- layer {
- name: "Convolution8"
- type: "Convolution"
- bottom: "Pooling1"
- top: "Convolution8"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_1_0"
- type: "ReLU"
- bottom: "Convolution8"
- top: "Convolution8"
- }
- layer {
- name: "Convolution9"
- type: "Convolution"
- bottom: "Convolution8"
- top: "Convolution9"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_1_1"
- type: "ReLU"
- bottom: "Convolution9"
- top: "Convolution9"
- }
- layer {
- name: "Convolution10"
- type: "Convolution"
- bottom: "Convolution9"
- top: "Convolution10"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_1_2"
- type: "ReLU"
- bottom: "Convolution10"
- top: "Convolution10"
- }
- layer {
- name: "Convolution11"
- type: "Convolution"
- bottom: "Convolution10"
- top: "Convolution11"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_1_3"
- type: "ReLU"
- bottom: "Convolution11"
- top: "Convolution11"
- }
- layer {
- name: "Convolution12"
- type: "Convolution"
- bottom: "Convolution11"
- top: "Convolution12"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_1_4"
- type: "ReLU"
- bottom: "Convolution12"
- top: "Convolution12"
- }
- layer {
- name: "Convolution13"
- type: "Convolution"
- bottom: "Convolution12"
- top: "Convolution13"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_1_5"
- type: "ReLU"
- bottom: "Convolution13"
- top: "Convolution13"
- }
- layer {
- name: "Pooling2"
- type: "Pooling"
- bottom: "Convolution8"
- top: "Pooling2"
- pooling_param {
- pool: AVE
- kernel_size: 2
- stride: 2
- }
- }
- layer {
- name: "Convolution14"
- type: "Convolution"
- bottom: "Pooling2"
- top: "Convolution14"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_2_0"
- type: "ReLU"
- bottom: "Convolution14"
- top: "Convolution14"
- }
- layer {
- name: "Convolution15"
- type: "Convolution"
- bottom: "Convolution14"
- top: "Convolution15"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_2_1"
- type: "ReLU"
- bottom: "Convolution15"
- top: "Convolution15"
- }
- layer {
- name: "Convolution16"
- type: "Convolution"
- bottom: "Convolution15"
- top: "Convolution16"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_2_2"
- type: "ReLU"
- bottom: "Convolution16"
- top: "Convolution16"
- }
- layer {
- name: "Convolution17"
- type: "Convolution"
- bottom: "Convolution16"
- top: "Convolution17"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_2_3"
- type: "ReLU"
- bottom: "Convolution17"
- top: "Convolution17"
- }
- layer {
- name: "Convolution18"
- type: "Convolution"
- bottom: "Convolution17"
- top: "Convolution18"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_2_4"
- type: "ReLU"
- bottom: "Convolution18"
- top: "Convolution18"
- }
- layer {
- name: "Pooling3"
- type: "Pooling"
- bottom: "Convolution14"
- top: "Pooling3"
- pooling_param {
- pool: AVE
- kernel_size: 2
- stride: 2
- }
- }
- layer {
- name: "Convolution19"
- type: "Convolution"
- bottom: "Pooling3"
- top: "Convolution19"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_3_0"
- type: "ReLU"
- bottom: "Convolution19"
- top: "Convolution19"
- }
- layer {
- name: "Convolution20"
- type: "Convolution"
- bottom: "Convolution19"
- top: "Convolution20"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_3_1"
- type: "ReLU"
- bottom: "Convolution20"
- top: "Convolution20"
- }
- layer {
- name: "Convolution21"
- type: "Convolution"
- bottom: "Convolution20"
- top: "Convolution21"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_3_2"
- type: "ReLU"
- bottom: "Convolution21"
- top: "Convolution21"
- }
- layer {
- name: "Convolution22"
- type: "Convolution"
- bottom: "Convolution21"
- top: "Convolution22"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "conv_3_3"
- type: "ReLU"
- bottom: "Convolution22"
- top: "Convolution22"
- }
- layer {
- name: "upsample_1"
- type: "Deconvolution"
- bottom: "Convolution13"
- top: "upsample_1"
- param {
- lr_mult: 0
- decay_mult: 0
- }
- convolution_param {
- kernel_size: 4
- num_output: 32
- group: 32
- stride: 2
- pad: 1
- weight_filler: { type: 'bilinear' }
- bias_term: false
- }
- }
- layer {
- name: "upsample_2"
- type: "Deconvolution"
- bottom: "Convolution18"
- top: "upsample_2"
- param {
- lr_mult: 0
- decay_mult: 0
- }
- convolution_param {
- kernel_size: 8
- num_output: 32
- group: 32
- stride: 4
- pad: 2
- weight_filler: { type: 'bilinear' }
- bias_term: false
- }
- }
- layer {
- name: "upsample_3"
- type: "Deconvolution"
- bottom: "Convolution22"
- top: "upsample_3"
- param {
- lr_mult: 0
- decay_mult: 0
- }
- convolution_param {
- kernel_size: 16
- num_output: 32
- group: 32
- stride: 8
- pad: 4
- weight_filler: { type: 'bilinear' }
- bias_term: false
- }
- }
- layer {
- name: "merged"
- type: "Concat"
- bottom: "Convolution7"
- bottom: "upsample_1"
- bottom: "upsample_2"
- bottom: "upsample_3"
- top: "merged"
- }
- layer {
- name: "Convolution26"
- type: "Convolution"
- bottom: "merged"
- top: "Convolution26"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 3
- kernel_size: 7
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "merged_conv"
- type: "ReLU"
- bottom: "Convolution26"
- top: "Convolution26"
- }
- layer {
- name: "Convolution27"
- type: "Convolution"
- bottom: "Convolution26"
- top: "Convolution27"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "ReLU1"
- type: "ReLU"
- bottom: "Convolution27"
- top: "Convolution27"
- }
- layer {
- name: "Convolution28"
- type: "Convolution"
- bottom: "Convolution27"
- top: "Convolution28"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "rep_layer_0"
- type: "ReLU"
- bottom: "Convolution28"
- top: "Convolution28"
- }
- layer {
- name: "Convolution29"
- type: "Convolution"
- bottom: "Convolution28"
- top: "Convolution29"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 32
- pad: 2
- kernel_size: 5
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "ReLU2"
- type: "ReLU"
- bottom: "Convolution29"
- top: "Convolution29"
- }
- layer {
- name: "Convolution30"
- type: "Convolution"
- bottom: "Convolution29"
- top: "Convolution30"
- param {
- lr_mult: 1
- }
- param {
- lr_mult: 2
- }
- convolution_param {
- num_output: 1
- pad: 0
- kernel_size: 1
- stride: 1
- weight_filler {
- type: "msra"
- }
- }
- }
- layer {
- name: "baselines_7_prob_0"
- type: "Sigmoid"
- bottom: "Convolution30"
- top: "out"
- }
- layer {
- name: "Silence"
- type: "Silence"
- bottom: "out"
- }
- layer {
- name: "baselines_7_loss_0"
- type: "SigmoidCrossEntropyLoss"
- bottom: "Convolution30"
- bottom: "gt"
- top: "loss"
- loss_weight: 1.0
- }
|