我正在尝试使用caffe为图像实现分段网。对于每个尺寸为3x256x256的图像，我都有256x256地面真实图像
当我发射火车时，我收到了这个错误：
I1019 08:50:55.831014 5847 layer_factory.hpp:74] Creating layer data I1019 08:50:55.831068 5847 net.cpp:90] Creating Layer data I1019 08:50:55.831099 5847 net.cpp:368] data -> data I1019 08:50:55.831149 5847 net.cpp:368] data -> label I1019 08:50:55.831178 5847 net.cpp:120] Setting up data I1019 08:50:55.831207 5847 dense_image_data_layer.cpp:41] Opening file /home/ubuntu/full_conv_net/train.txt I1019 08:50:55.844880 5847 dense_image_data_layer.cpp:51] Shuffling data I1019 08:50:55.847098 5847 dense_image_data_layer.cpp:56] A total of 15000 examples. I1019 08:50:55.856138 5847 dense_image_data_layer.cpp:109] output data size: 1,3,256,256 I1019 08:50:55.856648 5847 net.cpp:127] Top shape: 1 3 256 256 (196608) I1019 08:50:55.856678 5847 net.cpp:127] Top shape: 1 1 256 256 (65536) I1019 08:50:55.856696 5847 layer_factory.hpp:74] Creating layer label_data_1_split I1019 08:50:55.856739 5847 net.cpp:90] Creating Layer label_data_1_split I1019 08:50:55.856768 5847 net.cpp:410] label_data_1_split <- label I1019 08:50:55.856792 5847 net.cpp:368] label_data_1_split -> label_data_1_split_0 I1019 08:50:55.856828 5847 net.cpp:368] label_data_1_split -> label_data_1_split_1 I1019 08:50:55.856843 5847 net.cpp:120] Setting up label_data_1_split I1019 08:50:55.856863 5847 net.cpp:127] Top shape: 1 1 256 256 (65536) I1019 08:50:55.856884 5847 net.cpp:127] Top shape: 1 1 256 256 (65536) I1019 08:50:55.856896 5847 layer_factory.hpp:74] Creating layer conv1_1 I1019 08:50:55.856921 5847 net.cpp:90] Creating Layer conv1_1 I1019 08:50:55.856940 5847 net.cpp:410] conv1_1 <- data I1019 08:50:55.856956 5847 net.cpp:368] conv1_1 -> conv1_1 I1019 08:50:55.856976 5847 net.cpp:120] Setting up conv1_1 I1019 08:50:55.857264 5847 net.cpp:127] Top shape: 1 64 256 256 (4194304) I1019 08:50:55.857321 5847 layer_factory.hpp:74] Creating layer conv1_1_bn I1019 08:50:55.857347 5847 net.cpp:90] Creating Layer conv1_1_bn I1019 08:50:55.857367 5847 net.cpp:410] conv1_1_bn <- conv1_1 I1019 08:50:55.857383 5847 net.cpp:357] conv1_1_bn -> conv1_1 (in-place) I1019 08:50:55.857398 5847 net.cpp:120] Setting up conv1_1_bn I1019 08:50:55.857949 5847 net.cpp:127] Top shape: 1 64 256 256 (4194304) I1019 08:50:55.857978 5847 layer_factory.hpp:74] Creating layer relu1_1 I1019 08:50:55.857997 5847 net.cpp:90] Creating Layer relu1_1 I1019 08:50:55.858011 5847 net.cpp:410] relu1_1 <- conv1_1 I1019 08:50:55.858023 5847 net.cpp:357] relu1_1 -> conv1_1 (in-place) I1019 08:50:55.858043 5847 net.cpp:120] Setting up relu1_1 I1019 08:50:55.858063 5847 net.cpp:127] Top shape: 1 64 256 256 (4194304) I1019 08:50:55.858077 5847 layer_factory.hpp:74] Creating layer conv1_2 I1019 08:50:55.858094 5847 net.cpp:90] Creating Layer conv1_2 I1019 08:50:55.858113 5847 net.cpp:410] conv1_2 <- conv1_1 I1019 08:50:55.858132 5847 net.cpp:368] conv1_2 -> conv1_2 I1019 08:50:55.858155 5847 net.cpp:120] Setting up conv1_2 I1019 08:50:55.859597 5847 net.cpp:127] Top shape: 1 64 256 256 (4194304) I1019 08:50:55.859625 5847 layer_factory.hpp:74] Creating layer conv1_2_bn I1019 08:50:55.859642 5847 net.cpp:90] Creating Layer conv1_2_bn I1019 08:50:55.859653 5847 net.cpp:410] conv1_2_bn <- conv1_2 I1019 08:50:55.859670 5847 net.cpp:357] conv1_2_bn -> conv1_2 (in-place) I1019 08:50:55.859691 5847 net.cpp:120] Setting up conv1_2_bn I1019 08:50:55.861166 5847 net.cpp:127] Top shape: 1 64 256 256 (4194304) I1019 08:50:55.861192 5847 layer_factory.hpp:74] Creating layer relu1_2 I1019 08:50:55.861207 5847 net.cpp:90] Creating Layer relu1_2 I1019 08:50:55.861217 5847 net.cpp:410] relu1_2 <- conv1_2 I1019 08:50:55.861240 5847 net.cpp:357] relu1_2 -> conv1_2 (in-place) I1019 08:50:55.861261 5847 net.cpp:120] Setting up relu1_2 I1019 08:50:55.861274 5847 net.cpp:127] Top shape: 1 64 256 256 (4194304) I1019 08:50:55.861285 5847 layer_factory.hpp:74] Creating layer pool1 I1019 08:50:55.861300 5847 net.cpp:90] Creating Layer pool1 I1019 08:50:55.861318 5847 net.cpp:410] pool1 <- conv1_2 I1019 08:50:55.861335 5847 net.cpp:368] pool1 -> pool1 I1019 08:50:55.861351 5847 net.cpp:368] pool1 -> pool1_mask I1019 08:50:55.861371 5847 net.cpp:120] Setting up pool1 I1019 08:50:55.861418 5847 net.cpp:127] Top shape: 1 64 128 128 (1048576) I1019 08:50:55.861438 5847 net.cpp:127] Top shape: 1 64 128 128 (1048576) I1019 08:50:55.861449 5847 layer_factory.hpp:74] Creating layer conv2_1 I1019 08:50:55.861465 5847 net.cpp:90] Creating Layer conv2_1 I1019 08:50:55.861476 5847 net.cpp:410] conv2_1 <- pool1 I1019 08:50:55.861495 5847 net.cpp:368] conv2_1 -> conv2_1 I1019 08:50:55.861517 5847 net.cpp:120] Setting up conv2_1 I1019 08:50:55.863991 5847 net.cpp:127] Top shape: 1 128 128 128 (2097152) I1019 08:50:55.864022 5847 layer_factory.hpp:74] Creating layer conv2_1_bn I1019 08:50:55.864038 5847 net.cpp:90] Creating Layer conv2_1_bn I1019 08:50:55.864049 5847 net.cpp:410] conv2_1_bn <- conv2_1 I1019 08:50:55.864068 5847 net.cpp:357] conv2_1_bn -> conv2_1 (in-place) I1019 08:50:55.864099 5847 net.cpp:120] Setting up conv2_1_bn I1019 08:50:55.864298 5847 net.cpp:127] Top shape: 1 128 128 128 (2097152) I1019 08:50:55.864323 5847 layer_factory.hpp:74] Creating layer relu2_1 I1019 08:50:55.864341 5847 net.cpp:90] Creating Layer relu2_1 I1019 08:50:55.864351 5847 net.cpp:410] relu2_1 <- conv2_1 I1019 08:50:55.864365 5847 net.cpp:357] relu2_1 -> conv2_1 (in-place) I1019 08:50:55.864378 5847 net.cpp:120] Setting up relu2_1 I1019 08:50:55.864392 5847 net.cpp:127] Top shape: 1 128 128 128 (2097152) I1019 08:50:55.864401 5847 layer_factory.hpp:74] Creating layer conv2_2 I1019 08:50:55.864418 5847 net.cpp:90] Creating Layer conv2_2 I1019 08:50:55.864437 5847 net.cpp:410] conv2_2 <- conv2_1 I1019 08:50:55.864451 5847 net.cpp:368] conv2_2 -> conv2_2 I1019 08:50:55.864466 5847 net.cpp:120] Setting up conv2_2 I1019 08:50:55.869410 5847 net.cpp:127] Top shape: 1 128 128 128 (2097152) I1019 08:50:55.869451 5847 layer_factory.hpp:74] Creating layer conv2_2_bn I1019 08:50:55.869469 5847 net.cpp:90] Creating Layer conv2_2_bn I1019 08:50:55.869482 5847 net.cpp:410] conv2_2_bn <- conv2_2 I1019 08:50:55.869494 5847 net.cpp:357] conv2_2_bn -> conv2_2 (in-place) I1019 08:50:55.869508 5847 net.cpp:120] Setting up conv2_2_bn I1019 08:50:55.869607 5847 net.cpp:127] Top shape: 1 128 128 128 (2097152) I1019 08:50:55.869632 5847 layer_factory.hpp:74] Creating layer relu2_2 I1019 08:50:55.869645 5847 net.cpp:90] Creating Layer relu2_2 I1019 08:50:55.869655 5847 net.cpp:410] relu2_2 <- conv2_2 I1019 08:50:55.869669 5847 net.cpp:357] relu2_2 -> conv2_2 (in-place) I1019 08:50:55.869681 5847 net.cpp:120] Setting up relu2_2 I1019 08:50:55.869695 5847 net.cpp:127] Top shape: 1 128 128 128 (2097152) I1019 08:50:55.869722 5847 layer_factory.hpp:74] Creating layer pool2 I1019 08:50:55.869740 5847 net.cpp:90] Creating Layer pool2 I1019 08:50:55.869762 5847 net.cpp:410] pool2 <- conv2_2 I1019 08:50:55.869776 5847 net.cpp:368] pool2 -> pool2 I1019 08:50:55.869791 5847 net.cpp:368] pool2 -> pool2_mask I1019 08:50:55.869818 5847 net.cpp:120] Setting up pool2 I1019 08:50:55.869838 5847 net.cpp:127] Top shape: 1 128 64 64 (524288) I1019 08:50:55.869849 5847 net.cpp:127] Top shape: 1 128 64 64 (524288) I1019 08:50:55.869859 5847 layer_factory.hpp:74] Creating layer conv3_1 I1019 08:50:55.869879 5847 net.cpp:90] Creating Layer conv3_1 I1019 08:50:55.869900 5847 net.cpp:410] conv3_1 <- pool2 I1019 08:50:55.869917 5847 net.cpp:368] conv3_1 -> conv3_1 I1019 08:50:55.869937 5847 net.cpp:120] Setting up conv3_1 I1019 08:50:55.879293 5847 net.cpp:127] Top shape: 1 256 64 64 (1048576) I1019 08:50:55.879324 5847 layer_factory.hpp:74] Creating layer conv3_1_bn I1019 08:50:55.879345 5847 net.cpp:90] Creating Layer conv3_1_bn I1019 08:50:55.879370 5847 net.cpp:410] conv3_1_bn <- conv3_1 I1019 08:50:55.879385 5847 net.cpp:357] conv3_1_bn -> conv3_1 (in-place) I1019 08:50:55.879410 5847 net.cpp:120] Setting up conv3_1_bn I1019 08:50:55.879452 5847 net.cpp:127] Top shape: 1 256 64 64 (1048576) I1019 08:50:55.879473 5847 layer_factory.hpp:74] Creating layer relu3_1 I1019 08:50:55.879487 5847 net.cpp:90] Creating Layer relu3_1 I1019 08:50:55.879508 5847 net.cpp:410] relu3_1 <- conv3_1 I1019 08:50:55.879523 5847 net.cpp:357] relu3_1 -> conv3_1 (in-place) I1019 08:50:55.879545 5847 net.cpp:120] Setting up relu3_1 I1019 08:50:55.879559 5847 net.cpp:127] Top shape: 1 256 64 64 (1048576) I1019 08:50:55.879580 5847 layer_factory.hpp:74] Creating layer conv3_2 I1019 08:50:55.879595 5847 net.cpp:90] Creating Layer conv3_2 I1019 08:50:55.879611 5847 net.cpp:410] conv3_2 <- conv3_1 I1019 08:50:55.879645 5847 net.cpp:368] conv3_2 -> conv3_2 I1019 08:50:55.879667 5847 net.cpp:120] Setting up conv3_2 I1019 08:50:55.898186 5847 net.cpp:127] Top shape: 1 256 64 64 (1048576) I1019 08:50:55.898214 5847 layer_factory.hpp:74] Creating layer conv3_2_bn I1019 08:50:55.898231 5847 net.cpp:90] Creating Layer conv3_2_bn I1019 08:50:55.898252 5847 net.cpp:410] conv3_2_bn <- conv3_2 I1019 08:50:55.898272 5847 net.cpp:357] conv3_2_bn -> conv3_2 (in-place) I1019 08:50:55.898293 5847 net.cpp:120] Setting up conv3_2_bn I1019 08:50:55.898339 5847 net.cpp:127] Top shape: 1 256 64 64 (1048576) I1019 08:50:55.898360 5847 layer_factory.hpp:74] Creating layer relu3_2 I1019 08:50:55.898375 5847 net.cpp:90] Creating Layer relu3_2 I1019 08:50:55.898394 5847 net.cpp:410] relu3_2 <- conv3_2 I1019 08:50:55.898411 5847 net.cpp:357] relu3_2 -> conv3_2 (in-place) I1019 08:50:55.898435 5847 net.cpp:120] Setting up relu3_2 I1019 08:50:55.898448 5847 net.cpp:127] Top shape: 1 256 64 64 (1048576) I1019 08:50:55.898470 5847 layer_factory.hpp:74] Creating layer conv3_3 I1019 08:50:55.898485 5847 net.cpp:90] Creating Layer conv3_3 I1019 08:50:55.898501 5847 net.cpp:410] conv3_3 <- conv3_2 I1019 08:50:55.898520 5847 net.cpp:368] conv3_3 -> conv3_3 I1019 08:50:55.898541 5847 net.cpp:120] Setting up conv3_3 I1019 08:50:55.917057 5847 net.cpp:127] Top shape: 1 256 64 64 (1048576) I1019 08:50:55.917083 5847 layer_factory.hpp:74] Creating layer conv3_3_bn I1019 08:50:55.917099 5847 net.cpp:90] Creating Layer conv3_3_bn I1019 08:50:55.917117 5847 net.cpp:410] conv3_3_bn <- conv3_3 I1019 08:50:55.917135 5847 net.cpp:357] conv3_3_bn -> conv3_3 (in-place) I1019 08:50:55.917157 5847 net.cpp:120] Setting up conv3_3_bn I1019 08:50:55.917193 5847 net.cpp:127] Top shape: 1 256 64 64 (1048576) I1019 08:50:55.917214 5847 layer_factory.hpp:74] Creating layer relu3_3 I1019 08:50:55.917229 5847 net.cpp:90] Creating Layer relu3_3 I1019 08:50:55.917248 5847 net.cpp:410] relu3_3 <- conv3_3 I1019 08:50:55.917265 5847 net.cpp:357] relu3_3 -> conv3_3 (in-place) I1019 08:50:55.917285 5847 net.cpp:120] Setting up relu3_3 I1019 08:50:55.917301 5847 net.cpp:127] Top shape: 1 256 64 64 (1048576) I1019 08:50:55.917323 5847 layer_factory.hpp:74] Creating layer pool3 I1019 08:50:55.917340 5847 net.cpp:90] Creating Layer pool3 I1019 08:50:55.917356 5847 net.cpp:410] pool3 <- conv3_3 I1019 08:50:55.917371 5847 net.cpp:368] pool3 -> pool3 I1019 08:50:55.917390 5847 net.cpp:368] pool3 -> pool3_mask I1019 08:50:55.917405 5847 net.cpp:120] Setting up pool3 I1019 08:50:55.917425 5847 net.cpp:127] Top shape: 1 256 32 32 (262144) I1019 08:50:55.917441 5847 net.cpp:127] Top shape: 1 256 32 32 (262144) I1019 08:50:55.917459 5847 layer_factory.hpp:74] Creating layer conv4_1 I1019 08:50:55.917477 5847 net.cpp:90] Creating Layer conv4_1 I1019 08:50:55.917493 5847 net.cpp:410] conv4_1 <- pool3 I1019 08:50:55.917510 5847 net.cpp:368] conv4_1 -> conv4_1 I1019 08:50:55.917529 5847 net.cpp:120] Setting up conv4_1 I1019 08:50:55.954141 5847 net.cpp:127] Top shape: 1 512 32 32 (524288) I1019 08:50:55.954170 5847 layer_factory.hpp:74] Creating layer conv4_1_bn I1019 08:50:55.954190 5847 net.cpp:90] Creating Layer conv4_1_bn I1019 08:50:55.954208 5847 net.cpp:410] conv4_1_bn <- conv4_1 I1019 08:50:55.954226 5847 net.cpp:357] conv4_1_bn -> conv4_1 (in-place) I1019 08:50:55.954251 5847 net.cpp:120] Setting up conv4_1_bn I1019 08:50:55.954305 5847 net.cpp:127] Top shape: 1 512 32 32 (524288) I1019 08:50:55.954330 5847 layer_factory.hpp:74] Creating layer relu4_1 I1019 08:50:55.954344 5847 net.cpp:90] Creating Layer relu4_1 I1019 08:50:55.954365 5847 net.cpp:410] relu4_1 <- conv4_1 I1019 08:50:55.954377 5847 net.cpp:357] relu4_1 -> conv4_1 (in-place) I1019 08:50:55.954401 5847 net.cpp:120] Setting up relu4_1 I1019 08:50:55.954416 5847 net.cpp:127] Top shape: 1 512 32 32 (524288) I1019 08:50:55.954426 5847 layer_factory.hpp:74] Creating layer conv4_2 I1019 08:50:55.954449 5847 net.cpp:90] Creating Layer conv4_2 I1019 08:50:55.954463 5847 net.cpp:410] conv4_2 <- conv4_1 I1019 08:50:55.954475 5847 net.cpp:368] conv4_2 -> conv4_2 I1019 08:50:55.954495 5847 net.cpp:120] Setting up conv4_2 I1019 08:50:56.026969 5847 net.cpp:127] Top shape: 1 512 32 32 (524288) I1019 08:50:56.027006 5847 layer_factory.hpp:74] Creating layer conv4_2_bn I1019 08:50:56.027035 5847 net.cpp:90] Creating Layer conv4_2_bn I1019 08:50:56.027046 5847 net.cpp:410] conv4_2_bn <- conv4_2 I1019 08:50:56.027078 5847 net.cpp:357] conv4_2_bn -> conv4_2 (in-place) I1019 08:50:56.027102 5847 net.cpp:120] Setting up conv4_2_bn I1019 08:50:56.027133 5847 net.cpp:127] Top shape: 1 512 32 32 (524288) I1019 08:50:56.027153 5847 layer_factory.hpp:74] Creating layer relu4_2 I1019 08:50:56.027168 5847 net.cpp:90] Creating Layer relu4_2 I1019 08:50:56.027179 5847 net.cpp:410] relu4_2 <- conv4_2 I1019 08:50:56.027204 5847 net.cpp:357] relu4_2 -> conv4_2 (in-place) I1019 08:50:56.027220 5847 net.cpp:120] Setting up relu4_2 I1019 08:50:56.027242 5847 net.cpp:127] Top shape: 1 512 32 32 (524288) I1019 08:50:56.027256 5847 layer_factory.hpp:74] Creating layer conv4_3 I1019 08:50:56.027288 5847 net.cpp:90] Creating Layer conv4_3 I1019 08:50:56.027307 5847 net.cpp:410] conv4_3 <- conv4_2 I1019 08:50:56.027320 5847 net.cpp:368] conv4_3 -> conv4_3 I1019 08:50:56.027341 5847 net.cpp:120] Setting up conv4_3 I1019 08:50:56.100551 5847 net.cpp:127] Top shape: 1 512 32 32 (524288) I1019 08:50:56.100585 5847 layer_factory.hpp:74] Creating layer conv4_3_bn I1019 08:50:56.100603 5847 net.cpp:90] Creating Layer conv4_3_bn I1019 08:50:56.100626 5847 net.cpp:410] conv4_3_bn <- conv4_3 I1019 08:50:56.100639 5847 net.cpp:357] conv4_3_bn -> conv4_3 (in-place) I1019 08:50:56.100666 5847 net.cpp:120] Setting up conv4_3_bn I1019 08:50:56.100702 5847 net.cpp:127] Top shape: 1 512 32 32 (524288) I1019 08:50:56.100735 5847 layer_factory.hpp:74] Creating layer relu4_3 I1019 08:50:56.100750 5847 net.cpp:90] Creating Layer relu4_3 I1019 08:50:56.100766 5847 net.cpp:410] relu4_3 <- conv4_3 I1019 08:50:56.100787 5847 net.cpp:357] relu4_3 -> conv4_3 (in-place) I1019 08:50:56.100801 5847 net.cpp:120] Setting up relu4_3 I1019 08:50:56.100824 5847 net.cpp:127] Top shape: 1 512 32 32 (524288) I1019 08:50:56.100836 5847 layer_factory.hpp:74] Creating layer pool4 I1019 08:50:56.100862 5847 net.cpp:90] Creating Layer pool4 I1019 08:50:56.100872 5847 net.cpp:410] pool4 <- conv4_3 I1019 08:50:56.100888 5847 net.cpp:368] pool4 -> pool4 I1019 08:50:56.100911 5847 net.cpp:368] pool4 -> pool4_mask I1019 08:50:56.100926 5847 net.cpp:120] Setting up pool4 I1019 08:50:56.100949 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.100960 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.100977 5847 layer_factory.hpp:74] Creating layer conv5_1 I1019 08:50:56.100993 5847 net.cpp:90] Creating Layer conv5_1 I1019 08:50:56.101009 5847 net.cpp:410] conv5_1 <- pool4 I1019 08:50:56.101022 5847 net.cpp:368] conv5_1 -> conv5_1 I1019 08:50:56.101043 5847 net.cpp:120] Setting up conv5_1 I1019 08:50:56.173538 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.173573 5847 layer_factory.hpp:74] Creating layer conv5_1_bn I1019 08:50:56.173593 5847 net.cpp:90] Creating Layer conv5_1_bn I1019 08:50:56.173619 5847 net.cpp:410] conv5_1_bn <- conv5_1 I1019 08:50:56.173632 5847 net.cpp:357] conv5_1_bn -> conv5_1 (in-place) I1019 08:50:56.173660 5847 net.cpp:120] Setting up conv5_1_bn I1019 08:50:56.173699 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.173724 5847 layer_factory.hpp:74] Creating layer relu5_1 I1019 08:50:56.173750 5847 net.cpp:90] Creating Layer relu5_1 I1019 08:50:56.173773 5847 net.cpp:410] relu5_1 <- conv5_1 I1019 08:50:56.173785 5847 net.cpp:357] relu5_1 -> conv5_1 (in-place) I1019 08:50:56.173806 5847 net.cpp:120] Setting up relu5_1 I1019 08:50:56.173820 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.173835 5847 layer_factory.hpp:74] Creating layer conv5_2 I1019 08:50:56.173851 5847 net.cpp:90] Creating Layer conv5_2 I1019 08:50:56.173868 5847 net.cpp:410] conv5_2 <- conv5_1 I1019 08:50:56.173887 5847 net.cpp:368] conv5_2 -> conv5_2 I1019 08:50:56.173907 5847 net.cpp:120] Setting up conv5_2 I1019 08:50:56.247103 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.247139 5847 layer_factory.hpp:74] Creating layer conv5_2_bn I1019 08:50:56.247158 5847 net.cpp:90] Creating Layer conv5_2_bn I1019 08:50:56.247177 5847 net.cpp:410] conv5_2_bn <- conv5_2 I1019 08:50:56.247192 5847 net.cpp:357] conv5_2_bn -> conv5_2 (in-place) I1019 08:50:56.247215 5847 net.cpp:120] Setting up conv5_2_bn I1019 08:50:56.247246 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.247267 5847 layer_factory.hpp:74] Creating layer relu5_2 I1019 08:50:56.247282 5847 net.cpp:90] Creating Layer relu5_2 I1019 08:50:56.247301 5847 net.cpp:410] relu5_2 <- conv5_2 I1019 08:50:56.247318 5847 net.cpp:357] relu5_2 -> conv5_2 (in-place) I1019 08:50:56.247341 5847 net.cpp:120] Setting up relu5_2 I1019 08:50:56.247365 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.247376 5847 layer_factory.hpp:74] Creating layer conv5_3 I1019 08:50:56.247402 5847 net.cpp:90] Creating Layer conv5_3 I1019 08:50:56.247419 5847 net.cpp:410] conv5_3 <- conv5_2 I1019 08:50:56.247434 5847 net.cpp:368] conv5_3 -> conv5_3 I1019 08:50:56.247503 5847 net.cpp:120] Setting up conv5_3 I1019 08:50:56.320230 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.320261 5847 layer_factory.hpp:74] Creating layer conv5_3_bn I1019 08:50:56.320279 5847 net.cpp:90] Creating Layer conv5_3_bn I1019 08:50:56.320297 5847 net.cpp:410] conv5_3_bn <- conv5_3 I1019 08:50:56.320317 5847 net.cpp:357] conv5_3_bn -> conv5_3 (in-place) I1019 08:50:56.320339 5847 net.cpp:120] Setting up conv5_3_bn I1019 08:50:56.320369 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.320389 5847 layer_factory.hpp:74] Creating layer relu5_3 I1019 08:50:56.320405 5847 net.cpp:90] Creating Layer relu5_3 I1019 08:50:56.320426 5847 net.cpp:410] relu5_3 <- conv5_3 I1019 08:50:56.320441 5847 net.cpp:357] relu5_3 -> conv5_3 (in-place) I1019 08:50:56.320461 5847 net.cpp:120] Setting up relu5_3 I1019 08:50:56.320473 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.320493 5847 layer_factory.hpp:74] Creating layer pool5 I1019 08:50:56.320508 5847 net.cpp:90] Creating Layer pool5 I1019 08:50:56.320529 5847 net.cpp:410] pool5 <- conv5_3 I1019 08:50:56.320546 5847 net.cpp:368] pool5 -> pool5 I1019 08:50:56.320569 5847 net.cpp:368] pool5 -> pool5_mask I1019 08:50:56.320585 5847 net.cpp:120] Setting up pool5 I1019 08:50:56.320605 5847 net.cpp:127] Top shape: 1 512 8 8 (32768) I1019 08:50:56.320617 5847 net.cpp:127] Top shape: 1 512 8 8 (32768) I1019 08:50:56.320634 5847 layer_factory.hpp:74] Creating layer upsample5 I1019 08:50:56.320659 5847 net.cpp:90] Creating Layer upsample5 I1019 08:50:56.320677 5847 net.cpp:410] upsample5 <- pool5 I1019 08:50:56.320690 5847 net.cpp:410] upsample5 <- pool5_mask I1019 08:50:56.320710 5847 net.cpp:368] upsample5 -> pool5_D I1019 08:50:56.320731 5847 net.cpp:120] Setting up upsample5 I1019 08:50:56.320755 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.320771 5847 layer_factory.hpp:74] Creating layer conv5_3_D I1019 08:50:56.320791 5847 net.cpp:90] Creating Layer conv5_3_D I1019 08:50:56.320806 5847 net.cpp:410] conv5_3_D <- pool5_D I1019 08:50:56.320821 5847 net.cpp:368] conv5_3_D -> conv5_3_D I1019 08:50:56.320842 5847 net.cpp:120] Setting up conv5_3_D I1019 08:50:56.393477 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.393512 5847 layer_factory.hpp:74] Creating layer conv5_3_D_bn I1019 08:50:56.393533 5847 net.cpp:90] Creating Layer conv5_3_D_bn I1019 08:50:56.393554 5847 net.cpp:410] conv5_3_D_bn <- conv5_3_D I1019 08:50:56.393569 5847 net.cpp:357] conv5_3_D_bn -> conv5_3_D (in-place) I1019 08:50:56.393584 5847 net.cpp:120] Setting up conv5_3_D_bn I1019 08:50:56.393625 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.393646 5847 layer_factory.hpp:74] Creating layer relu5_3_D I1019 08:50:56.393661 5847 net.cpp:90] Creating Layer relu5_3_D I1019 08:50:56.393681 5847 net.cpp:410] relu5_3_D <- conv5_3_D I1019 08:50:56.393697 5847 net.cpp:357] relu5_3_D -> conv5_3_D (in-place) I1019 08:50:56.393721 5847 net.cpp:120] Setting up relu5_3_D I1019 08:50:56.393735 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.393754 5847 layer_factory.hpp:74] Creating layer conv5_2_D I1019 08:50:56.393776 5847 net.cpp:90] Creating Layer conv5_2_D I1019 08:50:56.393795 5847 net.cpp:410] conv5_2_D <- conv5_3_D I1019 08:50:56.393811 5847 net.cpp:368] conv5_2_D -> conv5_2_D I1019 08:50:56.393832 5847 net.cpp:120] Setting up conv5_2_D I1019 08:50:56.467021 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.467056 5847 layer_factory.hpp:74] Creating layer conv5_2_D_bn I1019 08:50:56.467075 5847 net.cpp:90] Creating Layer conv5_2_D_bn I1019 08:50:56.467093 5847 net.cpp:410] conv5_2_D_bn <- conv5_2_D I1019 08:50:56.467109 5847 net.cpp:357] conv5_2_D_bn -> conv5_2_D (in-place) I1019 08:50:56.467124 5847 net.cpp:120] Setting up conv5_2_D_bn I1019 08:50:56.467166 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.467188 5847 layer_factory.hpp:74] Creating layer relu5_2_D I1019 08:50:56.467206 5847 net.cpp:90] Creating Layer relu5_2_D I1019 08:50:56.467269 5847 net.cpp:410] relu5_2_D <- conv5_2_D I1019 08:50:56.467284 5847 net.cpp:357] relu5_2_D -> conv5_2_D (in-place) I1019 08:50:56.467298 5847 net.cpp:120] Setting up relu5_2_D I1019 08:50:56.467319 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.467330 5847 layer_factory.hpp:74] Creating layer conv5_1_D I1019 08:50:56.467357 5847 net.cpp:90] Creating Layer conv5_1_D I1019 08:50:56.467380 5847 net.cpp:410] conv5_1_D <- conv5_2_D I1019 08:50:56.467397 5847 net.cpp:368] conv5_1_D -> conv5_1_D I1019 08:50:56.467418 5847 net.cpp:120] Setting up conv5_1_D I1019 08:50:56.540335 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.540366 5847 layer_factory.hpp:74] Creating layer conv5_1_D_bn I1019 08:50:56.540387 5847 net.cpp:90] Creating Layer conv5_1_D_bn I1019 08:50:56.540405 5847 net.cpp:410] conv5_1_D_bn <- conv5_1_D I1019 08:50:56.540418 5847 net.cpp:357] conv5_1_D_bn -> conv5_1_D (in-place) I1019 08:50:56.540434 5847 net.cpp:120] Setting up conv5_1_D_bn I1019 08:50:56.540469 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.540491 5847 layer_factory.hpp:74] Creating layer relu5_1_D I1019 08:50:56.540506 5847 net.cpp:90] Creating Layer relu5_1_D I1019 08:50:56.540524 5847 net.cpp:410] relu5_1_D <- conv5_1_D I1019 08:50:56.540541 5847 net.cpp:357] relu5_1_D -> conv5_1_D (in-place) I1019 08:50:56.540566 5847 net.cpp:120] Setting up relu5_1_D I1019 08:50:56.540580 5847 net.cpp:127] Top shape: 1 512 16 16 (131072) I1019 08:50:56.540598 5847 layer_factory.hpp:74] Creating layer deconv_1 I1019 08:50:56.540619 5847 net.cpp:90] Creating Layer deconv_1 I1019 08:50:56.540637 5847 net.cpp:410] deconv_1 <- conv5_1_D I1019 08:50:56.540654 5847 net.cpp:368] deconv_1 -> deconv_1 I1019 08:50:56.540674 5847 net.cpp:120] Setting up deconv_1 I1019 08:50:56.542743 5847 net.cpp:127] Top shape: 1 2 47 47 (4418) I1019 08:50:56.542790 5847 layer_factory.hpp:74] Creating layer deconv_1_deconv_1_0_split I1019 08:50:56.542821 5847 net.cpp:90] Creating Layer deconv_1_deconv_1_0_split I1019 08:50:56.542842 5847 net.cpp:410] deconv_1_deconv_1_0_split <- deconv_1 I1019 08:50:56.542860 5847 net.cpp:368] deconv_1_deconv_1_0_split -> deconv_1_deconv_1_0_split_0 I1019 08:50:56.542886 5847 net.cpp:368] deconv_1_deconv_1_0_split -> deconv_1_deconv_1_0_split_1 I1019 08:50:56.542907 5847 net.cpp:120] Setting up deconv_1_deconv_1_0_split I1019 08:50:56.542924 5847 net.cpp:127] Top shape: 1 2 47 47 (4418) I1019 08:50:56.542943 5847 net.cpp:127] Top shape: 1 2 47 47 (4418) I1019 08:50:56.542953 5847 layer_factory.hpp:74] Creating layer loss I1019 08:50:56.542980 5847 net.cpp:90] Creating Layer loss I1019 08:50:56.543006 5847 net.cpp:410] loss <- deconv_1_deconv_1_0_split_0 I1019 08:50:56.543018 5847 net.cpp:410] loss <- label_data_1_split_0 I1019 08:50:56.543031 5847 net.cpp:368] loss -> loss I1019 08:50:56.543071 5847 net.cpp:120] Setting up loss I1019 08:50:56.543094 5847 layer_factory.hpp:74] Creating layer loss F1019 08:50:56.543150 5847 softmax_loss_layer.cpp:56] Check failed: outer_num_ * inner_num_ == bottom[1]->count() (2209 vs. 65536) Number of labels must match number of predictions; e.g., if softmax axis == 1 and prediction shape is (N, C, H, W), label count (number of labels) must be N*H*W, with integer values in {0, 1, ..., C-1}. *** Check failure stack trace: *** @ 0x7fa27a2cbdaa (unknown) @ 0x7fa27a2cbce4 (unknown) @ 0x7fa27a2cb6e6 (unknown) @ 0x7fa27a2ce687 (unknown) @ 0x7fa27a6ffb58 caffe::SoftmaxWithLossLayer<>::Reshape() @ 0x7fa27a642bf2 caffe::Net<>::Init() @ 0x7fa27a644952 caffe::Net<>::Net() @ 0x7fa27a62abf0 caffe::Solver<>::InitTrainNet() @ 0x7fa27a62bbc3 caffe::Solver<>::Init() @ 0x7fa27a62bd96 caffe::Solver<>::Solver() @ 0x40c5d0 caffe::GetSolver<>() @ 0x406611 train() @ 0x404bb1 main @ 0x7fa2797ddf45 (unknown) @ 0x40515d (unknown) @ (nil) (unknown) Aborted (core dumped)
我做错了什么？我究竟应该如何解决这个问题？这是我的标签方法的问题吗？感谢
答案 0 :(得分：2)
问题在于您的预测shape与基本事实shape不符。您可以在47x47像素的分辨率下预测每个像素的前景/背景概率：'deconv_1'的顶部形状为1x2x47x47（batch_size = 1,2，每像素2个概率，47x47像素）。另一方面，您的地面实况标签的解决方案为256x256。
您需要降低地面实况分辨率，或者提高预测分辨率（或两者），使其空间尺寸匹配。