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View Code? Open in Web Editor NEWThe implementation of FDCNN in paper - A Feature Difference Convolutional Neural Network-Based Change Detection Method
Home Page: https://github.com/MinZHANG-WHU/FDCNN
The implementation of FDCNN in paper - A Feature Difference Convolutional Neural Network-Based Change Detection Method
Home Page: https://github.com/MinZHANG-WHU/FDCNN
张博,
您好!
刚拜读了您的文章,有个小小的疑问还望您指教。对于文中提到的FF-Net,我的理解是以特征差异图为输入数据进行像素分类,这里为何选择使用11的卷积核呢?为何不使用考虑了空间上下文关系的卷积核呢(比如33,空洞卷积...)?
张博,
您好!
拜读了您的文章,有个疑问想向您指教。对于文中提到的改进loss,在计算正负样本比例的时候是给一个固定值所有样本中正负样本的比例还是根据训练的batch中传到loss函数中的样本计算正负样本比例?
Hello, thank you for sharing the code for the project. It is very informative. However, there are no steps to train the FDCNN model by ourselves. Would appreciate it if you could provide steps to do so and also how to use the pre-built caffe runtime on windows.
Hello, the link to worldview 2 cannot be opened
Hi. Could u please share the paper. I can't download from IEEE Xplore or SCI-HUB.
Great work, thank you for making this repo available to the research community. Also thanks for uploading the al the datasets used in the paper.
Best,
Chaminda.
Hi, @MinZHANG-WHU
As for the conv_f
layer of FF-Net
, it is composed of Conv+ReLU
in TABLE 1
in the paper.
However, FF-Net implementation didn't include the ReLU operation. Does it matter?
n.concat_1 = self.concat(n.data_t12, n.fd_1, n.up_2, n.up_3)
n.conv_t = self.conv(n.concat_1, 3, self.ff_channel, stride=1, pad=1,
name_w="conv_t_w", name_b="conv_t_b",
lr_mult_w=1, lr_mult_b=1,
decay_mult=1, bias_term=True)
n.conv_prob = self.conv(n.conv_t, 1, 1, stride=1, pad=0,
name_w="conv_prob_w", name_b="conv_prob_b",
lr_mult_w=1, lr_mult_b=1,
decay_mult=1, bias_term=True)
n.sig = L.Sigmoid(n.conv_prob, in_place=False)
张博:
您好~
我想咨询一下AID dataset哪里可以获取呢,看您给的网站打不开呀。
谢谢您啦~
Hi @MinZHANG-WHU ,
When executing python exp_test_custom.py --sensor=ZY3 --alpha=2.0
, it raised Segmentation fault (core dumped)
after printing some info as the following:
I0620 08:41:32.123780 670 net.cpp:116] Using FLOAT as default forward math type
I0620 08:41:32.123786 670 net.cpp:122] Using FLOAT as default backward math type
I0620 08:41:32.123790 670 layer_factory.hpp:172] Creating layer 'data' of type 'Input'
I0620 08:41:32.123797 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:32.123808 670 net.cpp:205] Created Layer data (0)
I0620 08:41:32.123813 670 net.cpp:547] data -> data
I0620 08:41:32.124506 670 net.cpp:265] Setting up data
I0620 08:41:32.124521 670 net.cpp:272] TEST Top shape for layer 0 'data' 1 3 224 224 (150528)
I0620 08:41:32.124527 670 layer_factory.hpp:172] Creating layer 'data_p' of type 'Input'
I0620 08:41:32.124533 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:32.124541 670 net.cpp:205] Created Layer data_p (1)
I0620 08:41:32.124545 670 net.cpp:547] data_p -> data_p
I0620 08:41:32.124563 670 net.cpp:265] Setting up data_p
I0620 08:41:32.124568 670 net.cpp:272] TEST Top shape for layer 1 'data_p' 1 3 224 224 (150528)
I0620 08:41:32.124572 670 layer_factory.hpp:172] Creating layer 'data_t12' of type 'Input'
I0620 08:41:32.124578 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:32.124584 670 net.cpp:205] Created Layer data_t12 (2)
I0620 08:41:32.124598 670 net.cpp:547] data_t12 -> data_t12
I0620 08:41:32.124614 670 net.cpp:265] Setting up data_t12
I0620 08:41:32.124619 670 net.cpp:272] TEST Top shape for layer 2 'data_t12' 1 3 224 224 (150528)
I0620 08:41:32.124622 670 layer_factory.hpp:172] Creating layer 'conv1_1' of type 'Convolution'
I0620 08:41:32.124629 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:32.124647 670 net.cpp:205] Created Layer conv1_1 (3)
I0620 08:41:32.124655 670 net.cpp:577] conv1_1 <- data
I0620 08:41:32.124660 670 net.cpp:547] conv1_1 -> conv1_1
I0620 08:41:33.153308 670 net.cpp:265] Setting up conv1_1
I0620 08:41:33.153347 670 net.cpp:272] TEST Top shape for layer 3 'conv1_1' 1 64 224 224 (3211264)
I0620 08:41:33.153380 670 layer_factory.hpp:172] Creating layer 'relu1_1' of type 'ReLU'
I0620 08:41:33.153386 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.153396 670 net.cpp:205] Created Layer relu1_1 (4)
I0620 08:41:33.153403 670 net.cpp:577] relu1_1 <- conv1_1
I0620 08:41:33.153407 670 net.cpp:532] relu1_1 -> conv1_1 (in-place)
I0620 08:41:33.153419 670 net.cpp:265] Setting up relu1_1
I0620 08:41:33.153424 670 net.cpp:272] TEST Top shape for layer 4 'relu1_1' 1 64 224 224 (3211264)
I0620 08:41:33.153429 670 layer_factory.hpp:172] Creating layer 'conv1_2' of type 'Convolution'
I0620 08:41:33.153434 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.153448 670 net.cpp:205] Created Layer conv1_2 (5)
I0620 08:41:33.153452 670 net.cpp:577] conv1_2 <- conv1_1
I0620 08:41:33.153456 670 net.cpp:547] conv1_2 -> conv1_2
I0620 08:41:33.154027 670 net.cpp:265] Setting up conv1_2
I0620 08:41:33.154039 670 net.cpp:272] TEST Top shape for layer 5 'conv1_2' 1 64 224 224 (3211264)
I0620 08:41:33.154047 670 layer_factory.hpp:172] Creating layer 'relu1_2' of type 'ReLU'
I0620 08:41:33.154052 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.154057 670 net.cpp:205] Created Layer relu1_2 (6)
I0620 08:41:33.154062 670 net.cpp:577] relu1_2 <- conv1_2
I0620 08:41:33.154067 670 net.cpp:532] relu1_2 -> conv1_2 (in-place)
I0620 08:41:33.154072 670 net.cpp:265] Setting up relu1_2
I0620 08:41:33.154076 670 net.cpp:272] TEST Top shape for layer 6 'relu1_2' 1 64 224 224 (3211264)
I0620 08:41:33.154083 670 layer_factory.hpp:172] Creating layer 'conv1_2_relu1_2_0_split' of type 'Split'
I0620 08:41:33.154089 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.154095 670 net.cpp:205] Created Layer conv1_2_relu1_2_0_split (7)
I0620 08:41:33.154103 670 net.cpp:577] conv1_2_relu1_2_0_split <- conv1_2
I0620 08:41:33.154106 670 net.cpp:547] conv1_2_relu1_2_0_split -> conv1_2_relu1_2_0_split_0
I0620 08:41:33.154110 670 net.cpp:547] conv1_2_relu1_2_0_split -> conv1_2_relu1_2_0_split_1
I0620 08:41:33.154132 670 net.cpp:265] Setting up conv1_2_relu1_2_0_split
I0620 08:41:33.154137 670 net.cpp:272] TEST Top shape for layer 7 'conv1_2_relu1_2_0_split' 1 64 224 224 (3211264)
I0620 08:41:33.154142 670 net.cpp:272] TEST Top shape for layer 7 'conv1_2_relu1_2_0_split' 1 64 224 224 (3211264)
I0620 08:41:33.154146 670 layer_factory.hpp:172] Creating layer 'pool1' of type 'Pooling'
I0620 08:41:33.154151 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.154166 670 net.cpp:205] Created Layer pool1 (8)
I0620 08:41:33.154170 670 net.cpp:577] pool1 <- conv1_2_relu1_2_0_split_0
I0620 08:41:33.154176 670 net.cpp:547] pool1 -> pool1
I0620 08:41:33.154208 670 net.cpp:265] Setting up pool1
I0620 08:41:33.154213 670 net.cpp:272] TEST Top shape for layer 8 'pool1' 1 64 112 112 (802816)
I0620 08:41:33.154217 670 layer_factory.hpp:172] Creating layer 'conv2_1' of type 'Convolution'
I0620 08:41:33.154223 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.154253 670 net.cpp:205] Created Layer conv2_1 (9)
I0620 08:41:33.154258 670 net.cpp:577] conv2_1 <- pool1
I0620 08:41:33.154263 670 net.cpp:547] conv2_1 -> conv2_1
I0620 08:41:33.155139 670 net.cpp:265] Setting up conv2_1
I0620 08:41:33.155148 670 net.cpp:272] TEST Top shape for layer 9 'conv2_1' 1 128 112 112 (1605632)
I0620 08:41:33.155156 670 layer_factory.hpp:172] Creating layer 'relu2_1' of type 'ReLU'
I0620 08:41:33.155161 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.155166 670 net.cpp:205] Created Layer relu2_1 (10)
I0620 08:41:33.155170 670 net.cpp:577] relu2_1 <- conv2_1
I0620 08:41:33.155176 670 net.cpp:532] relu2_1 -> conv2_1 (in-place)
I0620 08:41:33.155181 670 net.cpp:265] Setting up relu2_1
I0620 08:41:33.155186 670 net.cpp:272] TEST Top shape for layer 10 'relu2_1' 1 128 112 112 (1605632)
I0620 08:41:33.155190 670 layer_factory.hpp:172] Creating layer 'conv2_2' of type 'Convolution'
I0620 08:41:33.155195 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.155205 670 net.cpp:205] Created Layer conv2_2 (11)
I0620 08:41:33.155210 670 net.cpp:577] conv2_2 <- conv2_1
I0620 08:41:33.155213 670 net.cpp:547] conv2_2 -> conv2_2
I0620 08:41:33.156890 670 net.cpp:265] Setting up conv2_2
I0620 08:41:33.156901 670 net.cpp:272] TEST Top shape for layer 11 'conv2_2' 1 128 112 112 (1605632)
I0620 08:41:33.156908 670 layer_factory.hpp:172] Creating layer 'relu2_2' of type 'ReLU'
I0620 08:41:33.156913 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.156919 670 net.cpp:205] Created Layer relu2_2 (12)
I0620 08:41:33.156924 670 net.cpp:577] relu2_2 <- conv2_2
I0620 08:41:33.156929 670 net.cpp:532] relu2_2 -> conv2_2 (in-place)
I0620 08:41:33.156934 670 net.cpp:265] Setting up relu2_2
I0620 08:41:33.156937 670 net.cpp:272] TEST Top shape for layer 12 'relu2_2' 1 128 112 112 (1605632)
I0620 08:41:33.156941 670 layer_factory.hpp:172] Creating layer 'conv2_2_relu2_2_0_split' of type 'Split'
I0620 08:41:33.156946 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.156950 670 net.cpp:205] Created Layer conv2_2_relu2_2_0_split (13)
I0620 08:41:33.156955 670 net.cpp:577] conv2_2_relu2_2_0_split <- conv2_2
I0620 08:41:33.156958 670 net.cpp:547] conv2_2_relu2_2_0_split -> conv2_2_relu2_2_0_split_0
I0620 08:41:33.156962 670 net.cpp:547] conv2_2_relu2_2_0_split -> conv2_2_relu2_2_0_split_1
I0620 08:41:33.156980 670 net.cpp:265] Setting up conv2_2_relu2_2_0_split
I0620 08:41:33.156986 670 net.cpp:272] TEST Top shape for layer 13 'conv2_2_relu2_2_0_split' 1 128 112 112 (1605632)
I0620 08:41:33.156989 670 net.cpp:272] TEST Top shape for layer 13 'conv2_2_relu2_2_0_split' 1 128 112 112 (1605632)
I0620 08:41:33.156993 670 layer_factory.hpp:172] Creating layer 'pool2' of type 'Pooling'
I0620 08:41:33.156996 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.157004 670 net.cpp:205] Created Layer pool2 (14)
I0620 08:41:33.157008 670 net.cpp:577] pool2 <- conv2_2_relu2_2_0_split_0
I0620 08:41:33.157013 670 net.cpp:547] pool2 -> pool2
I0620 08:41:33.157040 670 net.cpp:265] Setting up pool2
I0620 08:41:33.157047 670 net.cpp:272] TEST Top shape for layer 14 'pool2' 1 128 56 56 (401408)
I0620 08:41:33.157050 670 layer_factory.hpp:172] Creating layer 'conv3_1' of type 'Convolution'
I0620 08:41:33.157055 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.157063 670 net.cpp:205] Created Layer conv3_1 (15)
I0620 08:41:33.157068 670 net.cpp:577] conv3_1 <- pool2
I0620 08:41:33.157073 670 net.cpp:547] conv3_1 -> conv3_1
I0620 08:41:33.160825 670 net.cpp:265] Setting up conv3_1
I0620 08:41:33.160841 670 net.cpp:272] TEST Top shape for layer 15 'conv3_1' 1 256 56 56 (802816)
I0620 08:41:33.160862 670 layer_factory.hpp:172] Creating layer 'relu3_1' of type 'ReLU'
I0620 08:41:33.160866 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.160873 670 net.cpp:205] Created Layer relu3_1 (16)
I0620 08:41:33.160876 670 net.cpp:577] relu3_1 <- conv3_1
I0620 08:41:33.160881 670 net.cpp:532] relu3_1 -> conv3_1 (in-place)
I0620 08:41:33.160887 670 net.cpp:265] Setting up relu3_1
I0620 08:41:33.160892 670 net.cpp:272] TEST Top shape for layer 16 'relu3_1' 1 256 56 56 (802816)
I0620 08:41:33.160895 670 layer_factory.hpp:172] Creating layer 'conv3_2' of type 'Convolution'
I0620 08:41:33.160902 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.160909 670 net.cpp:205] Created Layer conv3_2 (17)
I0620 08:41:33.160913 670 net.cpp:577] conv3_2 <- conv3_1
I0620 08:41:33.160917 670 net.cpp:547] conv3_2 -> conv3_2
I0620 08:41:33.167507 670 net.cpp:265] Setting up conv3_2
I0620 08:41:33.167522 670 net.cpp:272] TEST Top shape for layer 17 'conv3_2' 1 256 56 56 (802816)
I0620 08:41:33.167528 670 net.cpp:636] Sharing parameters 'conv3_2_b' owned by layer 'conv3_1', param index 1
I0620 08:41:33.167532 670 layer_factory.hpp:172] Creating layer 'relu3_2' of type 'ReLU'
I0620 08:41:33.167538 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.167543 670 net.cpp:205] Created Layer relu3_2 (18)
I0620 08:41:33.167546 670 net.cpp:577] relu3_2 <- conv3_2
I0620 08:41:33.167552 670 net.cpp:532] relu3_2 -> conv3_2 (in-place)
I0620 08:41:33.167558 670 net.cpp:265] Setting up relu3_2
I0620 08:41:33.167563 670 net.cpp:272] TEST Top shape for layer 18 'relu3_2' 1 256 56 56 (802816)
I0620 08:41:33.167567 670 layer_factory.hpp:172] Creating layer 'conv3_3' of type 'Convolution'
I0620 08:41:33.167573 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.167582 670 net.cpp:205] Created Layer conv3_3 (19)
I0620 08:41:33.167587 670 net.cpp:577] conv3_3 <- conv3_2
I0620 08:41:33.167590 670 net.cpp:547] conv3_3 -> conv3_3
I0620 08:41:33.174453 670 net.cpp:265] Setting up conv3_3
I0620 08:41:33.174468 670 net.cpp:272] TEST Top shape for layer 19 'conv3_3' 1 256 56 56 (802816)
I0620 08:41:33.174474 670 layer_factory.hpp:172] Creating layer 'relu3_3' of type 'ReLU'
I0620 08:41:33.174479 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.174484 670 net.cpp:205] Created Layer relu3_3 (20)
I0620 08:41:33.174487 670 net.cpp:577] relu3_3 <- conv3_3
I0620 08:41:33.174491 670 net.cpp:532] relu3_3 -> conv3_3 (in-place)
I0620 08:41:33.174497 670 net.cpp:265] Setting up relu3_3
I0620 08:41:33.174500 670 net.cpp:272] TEST Top shape for layer 20 'relu3_3' 1 256 56 56 (802816)
I0620 08:41:33.174504 670 layer_factory.hpp:172] Creating layer 'conv1_1_p' of type 'Convolution'
I0620 08:41:33.174508 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.174516 670 net.cpp:205] Created Layer conv1_1_p (21)
I0620 08:41:33.174520 670 net.cpp:577] conv1_1_p <- data_p
I0620 08:41:33.174530 670 net.cpp:547] conv1_1_p -> conv1_1_p
I0620 08:41:33.174700 670 net.cpp:265] Setting up conv1_1_p
I0620 08:41:33.174707 670 net.cpp:272] TEST Top shape for layer 21 'conv1_1_p' 1 64 224 224 (3211264)
I0620 08:41:33.174712 670 net.cpp:636] Sharing parameters 'conv1_1_w' owned by layer 'conv1_1', param index 0
I0620 08:41:33.174718 670 net.cpp:636] Sharing parameters 'conv1_1_b' owned by layer 'conv1_1', param index 1
I0620 08:41:33.174722 670 layer_factory.hpp:172] Creating layer 'relu1_1_p' of type 'ReLU'
I0620 08:41:33.174726 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.174731 670 net.cpp:205] Created Layer relu1_1_p (22)
I0620 08:41:33.174737 670 net.cpp:577] relu1_1_p <- conv1_1_p
I0620 08:41:33.174754 670 net.cpp:532] relu1_1_p -> conv1_1_p (in-place)
I0620 08:41:33.174760 670 net.cpp:265] Setting up relu1_1_p
I0620 08:41:33.174765 670 net.cpp:272] TEST Top shape for layer 22 'relu1_1_p' 1 64 224 224 (3211264)
I0620 08:41:33.174770 670 layer_factory.hpp:172] Creating layer 'conv1_2_p' of type 'Convolution'
I0620 08:41:33.174774 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.174784 670 net.cpp:205] Created Layer conv1_2_p (23)
I0620 08:41:33.174788 670 net.cpp:577] conv1_2_p <- conv1_1_p
I0620 08:41:33.174794 670 net.cpp:547] conv1_2_p -> conv1_2_p
I0620 08:41:33.175318 670 net.cpp:265] Setting up conv1_2_p
I0620 08:41:33.175324 670 net.cpp:272] TEST Top shape for layer 23 'conv1_2_p' 1 64 224 224 (3211264)
I0620 08:41:33.175330 670 net.cpp:636] Sharing parameters 'conv1_2_w' owned by layer 'conv1_2', param index 0
I0620 08:41:33.175336 670 net.cpp:636] Sharing parameters 'conv1_2_b' owned by layer 'conv1_2', param index 1
I0620 08:41:33.175340 670 layer_factory.hpp:172] Creating layer 'relu1_2_p' of type 'ReLU'
I0620 08:41:33.175344 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.175350 670 net.cpp:205] Created Layer relu1_2_p (24)
I0620 08:41:33.175355 670 net.cpp:577] relu1_2_p <- conv1_2_p
I0620 08:41:33.175359 670 net.cpp:532] relu1_2_p -> conv1_2_p (in-place)
I0620 08:41:33.175364 670 net.cpp:265] Setting up relu1_2_p
I0620 08:41:33.175369 670 net.cpp:272] TEST Top shape for layer 24 'relu1_2_p' 1 64 224 224 (3211264)
I0620 08:41:33.175374 670 layer_factory.hpp:172] Creating layer 'conv1_2_p_relu1_2_p_0_split' of type 'Split'
I0620 08:41:33.175380 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.175387 670 net.cpp:205] Created Layer conv1_2_p_relu1_2_p_0_split (25)
I0620 08:41:33.175391 670 net.cpp:577] conv1_2_p_relu1_2_p_0_split <- conv1_2_p
I0620 08:41:33.175396 670 net.cpp:547] conv1_2_p_relu1_2_p_0_split -> conv1_2_p_relu1_2_p_0_split_0
I0620 08:41:33.175402 670 net.cpp:547] conv1_2_p_relu1_2_p_0_split -> conv1_2_p_relu1_2_p_0_split_1
I0620 08:41:33.175424 670 net.cpp:265] Setting up conv1_2_p_relu1_2_p_0_split
I0620 08:41:33.175434 670 net.cpp:272] TEST Top shape for layer 25 'conv1_2_p_relu1_2_p_0_split' 1 64 224 224 (3211264)
I0620 08:41:33.175439 670 net.cpp:272] TEST Top shape for layer 25 'conv1_2_p_relu1_2_p_0_split' 1 64 224 224 (3211264)
I0620 08:41:33.175444 670 layer_factory.hpp:172] Creating layer 'pool1_p' of type 'Pooling'
I0620 08:41:33.175448 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.175456 670 net.cpp:205] Created Layer pool1_p (26)
I0620 08:41:33.175460 670 net.cpp:577] pool1_p <- conv1_2_p_relu1_2_p_0_split_0
I0620 08:41:33.175465 670 net.cpp:547] pool1_p -> pool1_p
I0620 08:41:33.175491 670 net.cpp:265] Setting up pool1_p
I0620 08:41:33.175498 670 net.cpp:272] TEST Top shape for layer 26 'pool1_p' 1 64 112 112 (802816)
I0620 08:41:33.175501 670 layer_factory.hpp:172] Creating layer 'conv2_1_p' of type 'Convolution'
I0620 08:41:33.175508 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.175516 670 net.cpp:205] Created Layer conv2_1_p (27)
I0620 08:41:33.175520 670 net.cpp:577] conv2_1_p <- pool1_p
I0620 08:41:33.175525 670 net.cpp:547] conv2_1_p -> conv2_1_p
I0620 08:41:33.176424 670 net.cpp:265] Setting up conv2_1_p
I0620 08:41:33.176431 670 net.cpp:272] TEST Top shape for layer 27 'conv2_1_p' 1 128 112 112 (1605632)
I0620 08:41:33.176436 670 net.cpp:636] Sharing parameters 'conv2_1_w' owned by layer 'conv2_1', param index 0
I0620 08:41:33.176442 670 net.cpp:636] Sharing parameters 'conv2_1_b' owned by layer 'conv2_1', param index 1
I0620 08:41:33.176446 670 layer_factory.hpp:172] Creating layer 'relu2_1_p' of type 'ReLU'
I0620 08:41:33.176451 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.176465 670 net.cpp:205] Created Layer relu2_1_p (28)
I0620 08:41:33.176470 670 net.cpp:577] relu2_1_p <- conv2_1_p
I0620 08:41:33.176476 670 net.cpp:532] relu2_1_p -> conv2_1_p (in-place)
I0620 08:41:33.176481 670 net.cpp:265] Setting up relu2_1_p
I0620 08:41:33.176486 670 net.cpp:272] TEST Top shape for layer 28 'relu2_1_p' 1 128 112 112 (1605632)
I0620 08:41:33.176491 670 layer_factory.hpp:172] Creating layer 'conv2_2_p' of type 'Convolution'
I0620 08:41:33.176494 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.176503 670 net.cpp:205] Created Layer conv2_2_p (29)
I0620 08:41:33.176508 670 net.cpp:577] conv2_2_p <- conv2_1_p
I0620 08:41:33.176513 670 net.cpp:547] conv2_2_p -> conv2_2_p
I0620 08:41:33.178751 670 net.cpp:265] Setting up conv2_2_p
I0620 08:41:33.178767 670 net.cpp:272] TEST Top shape for layer 29 'conv2_2_p' 1 128 112 112 (1605632)
I0620 08:41:33.178773 670 net.cpp:636] Sharing parameters 'conv2_2_w' owned by layer 'conv2_2', param index 0
I0620 08:41:33.178778 670 net.cpp:636] Sharing parameters 'conv2_2_b' owned by layer 'conv2_2', param index 1
I0620 08:41:33.178783 670 layer_factory.hpp:172] Creating layer 'relu2_2_p' of type 'ReLU'
I0620 08:41:33.178788 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.178794 670 net.cpp:205] Created Layer relu2_2_p (30)
I0620 08:41:33.178800 670 net.cpp:577] relu2_2_p <- conv2_2_p
I0620 08:41:33.178807 670 net.cpp:532] relu2_2_p -> conv2_2_p (in-place)
I0620 08:41:33.178812 670 net.cpp:265] Setting up relu2_2_p
I0620 08:41:33.178817 670 net.cpp:272] TEST Top shape for layer 30 'relu2_2_p' 1 128 112 112 (1605632)
I0620 08:41:33.178822 670 layer_factory.hpp:172] Creating layer 'conv2_2_p_relu2_2_p_0_split' of type 'Split'
I0620 08:41:33.178828 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.178833 670 net.cpp:205] Created Layer conv2_2_p_relu2_2_p_0_split (31)
I0620 08:41:33.178836 670 net.cpp:577] conv2_2_p_relu2_2_p_0_split <- conv2_2_p
I0620 08:41:33.178841 670 net.cpp:547] conv2_2_p_relu2_2_p_0_split -> conv2_2_p_relu2_2_p_0_split_0
I0620 08:41:33.178848 670 net.cpp:547] conv2_2_p_relu2_2_p_0_split -> conv2_2_p_relu2_2_p_0_split_1
I0620 08:41:33.178869 670 net.cpp:265] Setting up conv2_2_p_relu2_2_p_0_split
I0620 08:41:33.178874 670 net.cpp:272] TEST Top shape for layer 31 'conv2_2_p_relu2_2_p_0_split' 1 128 112 112 (1605632)
I0620 08:41:33.178880 670 net.cpp:272] TEST Top shape for layer 31 'conv2_2_p_relu2_2_p_0_split' 1 128 112 112 (1605632)
I0620 08:41:33.178884 670 layer_factory.hpp:172] Creating layer 'pool2_p' of type 'Pooling'
I0620 08:41:33.178889 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.178896 670 net.cpp:205] Created Layer pool2_p (32)
I0620 08:41:33.178901 670 net.cpp:577] pool2_p <- conv2_2_p_relu2_2_p_0_split_0
I0620 08:41:33.178907 670 net.cpp:547] pool2_p -> pool2_p
I0620 08:41:33.178936 670 net.cpp:265] Setting up pool2_p
I0620 08:41:33.178941 670 net.cpp:272] TEST Top shape for layer 32 'pool2_p' 1 128 56 56 (401408)
I0620 08:41:33.178946 670 layer_factory.hpp:172] Creating layer 'conv3_1_p' of type 'Convolution'
I0620 08:41:33.178951 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.178959 670 net.cpp:205] Created Layer conv3_1_p (33)
I0620 08:41:33.178963 670 net.cpp:577] conv3_1_p <- pool2_p
I0620 08:41:33.178968 670 net.cpp:547] conv3_1_p -> conv3_1_p
I0620 08:41:33.182078 670 net.cpp:265] Setting up conv3_1_p
I0620 08:41:33.182090 670 net.cpp:272] TEST Top shape for layer 33 'conv3_1_p' 1 256 56 56 (802816)
I0620 08:41:33.182096 670 net.cpp:636] Sharing parameters 'conv3_1_w' owned by layer 'conv3_1', param index 0
I0620 08:41:33.182101 670 net.cpp:636] Sharing parameters 'conv3_2_b' owned by layer 'conv3_1', param index 1
I0620 08:41:33.182116 670 layer_factory.hpp:172] Creating layer 'relu3_1_p' of type 'ReLU'
I0620 08:41:33.182122 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.182128 670 net.cpp:205] Created Layer relu3_1_p (34)
I0620 08:41:33.182133 670 net.cpp:577] relu3_1_p <- conv3_1_p
I0620 08:41:33.182139 670 net.cpp:532] relu3_1_p -> conv3_1_p (in-place)
I0620 08:41:33.182145 670 net.cpp:265] Setting up relu3_1_p
I0620 08:41:33.182149 670 net.cpp:272] TEST Top shape for layer 34 'relu3_1_p' 1 256 56 56 (802816)
I0620 08:41:33.182154 670 layer_factory.hpp:172] Creating layer 'conv3_2_p' of type 'Convolution'
I0620 08:41:33.182159 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.182168 670 net.cpp:205] Created Layer conv3_2_p (35)
I0620 08:41:33.182171 670 net.cpp:577] conv3_2_p <- conv3_1_p
I0620 08:41:33.182178 670 net.cpp:547] conv3_2_p -> conv3_2_p
I0620 08:41:33.188963 670 net.cpp:265] Setting up conv3_2_p
I0620 08:41:33.188977 670 net.cpp:272] TEST Top shape for layer 35 'conv3_2_p' 1 256 56 56 (802816)
I0620 08:41:33.188982 670 net.cpp:636] Sharing parameters 'conv3_2_w' owned by layer 'conv3_2', param index 0
I0620 08:41:33.188987 670 net.cpp:636] Sharing parameters 'conv3_2_b' owned by layer 'conv3_1', param index 1
I0620 08:41:33.188989 670 layer_factory.hpp:172] Creating layer 'relu3_2_p' of type 'ReLU'
I0620 08:41:33.188993 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.188998 670 net.cpp:205] Created Layer relu3_2_p (36)
I0620 08:41:33.189002 670 net.cpp:577] relu3_2_p <- conv3_2_p
I0620 08:41:33.189007 670 net.cpp:532] relu3_2_p -> conv3_2_p (in-place)
I0620 08:41:33.189010 670 net.cpp:265] Setting up relu3_2_p
I0620 08:41:33.189014 670 net.cpp:272] TEST Top shape for layer 36 'relu3_2_p' 1 256 56 56 (802816)
I0620 08:41:33.189018 670 layer_factory.hpp:172] Creating layer 'conv3_3_p' of type 'Convolution'
I0620 08:41:33.189021 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.189029 670 net.cpp:205] Created Layer conv3_3_p (37)
I0620 08:41:33.189033 670 net.cpp:577] conv3_3_p <- conv3_2_p
I0620 08:41:33.189036 670 net.cpp:547] conv3_3_p -> conv3_3_p
I0620 08:41:33.195686 670 net.cpp:265] Setting up conv3_3_p
I0620 08:41:33.195701 670 net.cpp:272] TEST Top shape for layer 37 'conv3_3_p' 1 256 56 56 (802816)
I0620 08:41:33.195706 670 net.cpp:636] Sharing parameters 'conv3_3_w' owned by layer 'conv3_3', param index 0
I0620 08:41:33.195711 670 net.cpp:636] Sharing parameters 'conv3_3_b' owned by layer 'conv3_3', param index 1
I0620 08:41:33.195717 670 layer_factory.hpp:172] Creating layer 'relu3_3_p' of type 'ReLU'
I0620 08:41:33.195721 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.195727 670 net.cpp:205] Created Layer relu3_3_p (38)
I0620 08:41:33.195732 670 net.cpp:577] relu3_3_p <- conv3_3_p
I0620 08:41:33.195737 670 net.cpp:532] relu3_3_p -> conv3_3_p (in-place)
I0620 08:41:33.195744 670 net.cpp:265] Setting up relu3_3_p
I0620 08:41:33.195749 670 net.cpp:272] TEST Top shape for layer 38 'relu3_3_p' 1 256 56 56 (802816)
I0620 08:41:33.195752 670 layer_factory.hpp:172] Creating layer 'fd_1' of type 'Python'
I0620 08:41:33.195756 670 layer_factory.hpp:184] Layer's types are Ftype:FLOAT Btype:FLOAT Fmath:FLOAT Bmath:FLOAT
I0620 08:41:33.195818 670 layer_factory.cpp:339] Importing Python module 'feature_difference_layer'
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