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miao0913 / SaCNN-CrowdCounting-Tencent_Youtu

Crowd Counting Via Scale-adaptive Convolutional Neural Network
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what is the size of training images？ #13

Closed guoqiang01486 closed 6 years ago

guoqiang01486 commented 6 years ago

thank u for your sharing！

what is the size of the input image？ need it to be cropped to one fixed size？ If the input is original size, when concat layer"conv4_3" and layer "conv_concat1_2x",the shapes may be not the same.

miao0913 commented 6 years ago

You can set batch size as one. Patches are cropped to augment the training set but size is not fixed. Details are in the paper.

guoqiang01486 commented 6 years ago

hi,thank u for your reply！ If the size is not fixed ，maybe there will be some problems。for example：73.jpg In ShanghaiTech PartA I0803 17:00:47.073482 5179 data_layer.cpp:78] ReshapePrefetch 1, 3, 544, 932 I0803 17:00:47.073514 5179 data_layer.cpp:83] output data size: 1,3,544,932 I0803 17:00:47.081295 5179 net.cpp:144] Setting up data I0803 17:00:47.081336 5179 net.cpp:151] Top shape: 1 3 544 932 (1521024) I0803 17:00:47.081342 5179 net.cpp:159] Memory required for data: 6084096 I0803 17:00:47.081351 5179 layer_factory.hpp:77] Creating layer densitymap I0803 17:00:47.081588 5179 net.cpp:94] Creating Layer densitymap I0803 17:00:47.081604 5179 net.cpp:409] densitymap -> densitymap I0803 17:00:47.083492 5196 db_lmdb.cpp:35] Opened lmdb /media/DataUbuntu/wang/SaCNN-CrowdCounting-Tencent_Youtu-master/SaCNN-master/datalmdb/ I0803 17:00:47.085553 5179 data_layer.cpp:78] ReshapePrefetch 1, 1, 544, 932 I0803 17:00:47.085605 5179 data_layer.cpp:83] output data size: 1,1,544,932 I0803 17:00:47.089326 5179 net.cpp:144] Setting up densitymap I0803 17:00:47.089344 5179 net.cpp:151] Top shape: 1 1 544 932 (507008) I0803 17:00:47.089346 5179 net.cpp:159] Memory required for data: 8112128 I0803 17:00:47.089350 5179 layer_factory.hpp:77] Creating layer conv1_1 I0803 17:00:47.089370 5179 net.cpp:94] Creating Layer conv1_1 I0803 17:00:47.089375 5179 net.cpp:435] conv1_1 <- data I0803 17:00:47.089387 5179 net.cpp:409] conv1_1 -> conv1_1 I0803 17:00:47.091825 5179 net.cpp:144] Setting up conv1_1 I0803 17:00:47.091840 5179 net.cpp:151] Top shape: 1 64 544 932 (32448512) I0803 17:00:47.091842 5179 net.cpp:159] Memory required for data: 137906176 I0803 17:00:47.091856 5179 layer_factory.hpp:77] Creating layer relu1_1 I0803 17:00:47.091864 5179 net.cpp:94] Creating Layer relu1_1 I0803 17:00:47.091868 5179 net.cpp:435] relu1_1 <- conv1_1 I0803 17:00:47.091887 5179 net.cpp:396] relu1_1 -> conv1_1 (in-place) I0803 17:00:47.091902 5179 net.cpp:144] Setting up relu1_1 I0803 17:00:47.091904 5179 net.cpp:151] Top shape: 1 64 544 932 (32448512) I0803 17:00:47.091907 5179 net.cpp:159] Memory required for data: 267700224 I0803 17:00:47.091909 5179 layer_factory.hpp:77] Creating layer conv1_2 I0803 17:00:47.091917 5179 net.cpp:94] Creating Layer conv1_2 I0803 17:00:47.091920 5179 net.cpp:435] conv1_2 <- conv1_1 I0803 17:00:47.091924 5179 net.cpp:409] conv1_2 -> conv1_2 I0803 17:00:47.095866 5179 net.cpp:144] Setting up conv1_2 I0803 17:00:47.095906 5179 net.cpp:151] Top shape: 1 64 544 932 (32448512) I0803 17:00:47.095912 5179 net.cpp:159] Memory required for data: 397494272 I0803 17:00:47.095934 5179 layer_factory.hpp:77] Creating layer relu1_2 I0803 17:00:47.095949 5179 net.cpp:94] Creating Layer relu1_2 I0803 17:00:47.095957 5179 net.cpp:435] relu1_2 <- conv1_2 I0803 17:00:47.095965 5179 net.cpp:396] relu1_2 -> conv1_2 (in-place) I0803 17:00:47.095981 5179 net.cpp:144] Setting up relu1_2 I0803 17:00:47.095986 5179 net.cpp:151] Top shape: 1 64 544 932 (32448512) I0803 17:00:47.095990 5179 net.cpp:159] Memory required for data: 527288320 I0803 17:00:47.095994 5179 layer_factory.hpp:77] Creating layer pool1 I0803 17:00:47.096007 5179 net.cpp:94] Creating Layer pool1 I0803 17:00:47.096011 5179 net.cpp:435] pool1 <- conv1_2 I0803 17:00:47.096017 5179 net.cpp:409] pool1 -> pool1 I0803 17:00:47.096127 5179 net.cpp:144] Setting up pool1 I0803 17:00:47.096135 5179 net.cpp:151] Top shape: 1 64 272 466 (8112128) I0803 17:00:47.096138 5179 net.cpp:159] Memory required for data: 559736832 I0803 17:00:47.096143 5179 layer_factory.hpp:77] Creating layer conv2_1 I0803 17:00:47.096154 5179 net.cpp:94] Creating Layer conv2_1 I0803 17:00:47.096158 5179 net.cpp:435] conv2_1 <- pool1 I0803 17:00:47.096163 5179 net.cpp:409] conv2_1 -> conv2_1 I0803 17:00:47.098825 5179 net.cpp:144] Setting up conv2_1 I0803 17:00:47.098845 5179 net.cpp:151] Top shape: 1 128 272 466 (16224256) I0803 17:00:47.098848 5179 net.cpp:159] Memory required for data: 624633856 I0803 17:00:47.098857 5179 layer_factory.hpp:77] Creating layer relu2_1 I0803 17:00:47.098865 5179 net.cpp:94] Creating Layer relu2_1 I0803 17:00:47.098868 5179 net.cpp:435] relu2_1 <- conv2_1 I0803 17:00:47.098872 5179 net.cpp:396] relu2_1 -> conv2_1 (in-place) I0803 17:00:47.098881 5179 net.cpp:144] Setting up relu2_1 I0803 17:00:47.098884 5179 net.cpp:151] Top shape: 1 128 272 466 (16224256) I0803 17:00:47.098886 5179 net.cpp:159] Memory required for data: 689530880 I0803 17:00:47.098888 5179 layer_factory.hpp:77] Creating layer conv2_2 I0803 17:00:47.098896 5179 net.cpp:94] Creating Layer conv2_2 I0803 17:00:47.098897 5179 net.cpp:435] conv2_2 <- conv2_1 I0803 17:00:47.098901 5179 net.cpp:409] conv2_2 -> conv2_2 I0803 17:00:47.106391 5179 net.cpp:144] Setting up conv2_2 I0803 17:00:47.106420 5179 net.cpp:151] Top shape: 1 128 272 466 (16224256) I0803 17:00:47.106422 5179 net.cpp:159] Memory required for data: 754427904 I0803 17:00:47.106433 5179 layer_factory.hpp:77] Creating layer relu2_2 I0803 17:00:47.106444 5179 net.cpp:94] Creating Layer relu2_2 I0803 17:00:47.106448 5179 net.cpp:435] relu2_2 <- conv2_2 I0803 17:00:47.106456 5179 net.cpp:396] relu2_2 -> conv2_2 (in-place) I0803 17:00:47.106469 5179 net.cpp:144] Setting up relu2_2 I0803 17:00:47.106472 5179 net.cpp:151] Top shape: 1 128 272 466 (16224256) I0803 17:00:47.106474 5179 net.cpp:159] Memory required for data: 819324928 I0803 17:00:47.106477 5179 layer_factory.hpp:77] Creating layer pool2 I0803 17:00:47.106484 5179 net.cpp:94] Creating Layer pool2 I0803 17:00:47.106487 5179 net.cpp:435] pool2 <- conv2_2 I0803 17:00:47.106490 5179 net.cpp:409] pool2 -> pool2 I0803 17:00:47.106528 5179 net.cpp:144] Setting up pool2 I0803 17:00:47.106534 5179 net.cpp:151] Top shape: 1 128 136 233 (4056064) I0803 17:00:47.106536 5179 net.cpp:159] Memory required for data: 835549184 I0803 17:00:47.106560 5179 layer_factory.hpp:77] Creating layer conv3_1 I0803 17:00:47.106571 5179 net.cpp:94] Creating Layer conv3_1 I0803 17:00:47.106575 5179 net.cpp:435] conv3_1 <- pool2 I0803 17:00:47.106578 5179 net.cpp:409] conv3_1 -> conv3_1 I0803 17:00:47.115727 5179 net.cpp:144] Setting up conv3_1 I0803 17:00:47.115746 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.115748 5179 net.cpp:159] Memory required for data: 867997696 I0803 17:00:47.115758 5179 layer_factory.hpp:77] Creating layer relu3_1 I0803 17:00:47.115766 5179 net.cpp:94] Creating Layer relu3_1 I0803 17:00:47.115768 5179 net.cpp:435] relu3_1 <- conv3_1 I0803 17:00:47.115772 5179 net.cpp:396] relu3_1 -> conv3_1 (in-place) I0803 17:00:47.115780 5179 net.cpp:144] Setting up relu3_1 I0803 17:00:47.115784 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.115787 5179 net.cpp:159] Memory required for data: 900446208 I0803 17:00:47.115788 5179 layer_factory.hpp:77] Creating layer conv3_2 I0803 17:00:47.115795 5179 net.cpp:94] Creating Layer conv3_2 I0803 17:00:47.115797 5179 net.cpp:435] conv3_2 <- conv3_1 I0803 17:00:47.115802 5179 net.cpp:409] conv3_2 -> conv3_2 I0803 17:00:47.128968 5179 net.cpp:144] Setting up conv3_2 I0803 17:00:47.128998 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.129001 5179 net.cpp:159] Memory required for data: 932894720 I0803 17:00:47.129007 5179 layer_factory.hpp:77] Creating layer relu3_2 I0803 17:00:47.129031 5179 net.cpp:94] Creating Layer relu3_2 I0803 17:00:47.129034 5179 net.cpp:435] relu3_2 <- conv3_2 I0803 17:00:47.129040 5179 net.cpp:396] relu3_2 -> conv3_2 (in-place) I0803 17:00:47.129047 5179 net.cpp:144] Setting up relu3_2 I0803 17:00:47.129050 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.129052 5179 net.cpp:159] Memory required for data: 965343232 I0803 17:00:47.129055 5179 layer_factory.hpp:77] Creating layer conv3_3 I0803 17:00:47.129065 5179 net.cpp:94] Creating Layer conv3_3 I0803 17:00:47.129066 5179 net.cpp:435] conv3_3 <- conv3_2 I0803 17:00:47.129070 5179 net.cpp:409] conv3_3 -> conv3_3 I0803 17:00:47.142048 5179 net.cpp:144] Setting up conv3_3 I0803 17:00:47.142065 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.142067 5179 net.cpp:159] Memory required for data: 997791744 I0803 17:00:47.142073 5179 layer_factory.hpp:77] Creating layer relu3_3 I0803 17:00:47.142078 5179 net.cpp:94] Creating Layer relu3_3 I0803 17:00:47.142082 5179 net.cpp:435] relu3_3 <- conv3_3 I0803 17:00:47.142086 5179 net.cpp:396] relu3_3 -> conv3_3 (in-place) I0803 17:00:47.142093 5179 net.cpp:144] Setting up relu3_3 I0803 17:00:47.142096 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.142098 5179 net.cpp:159] Memory required for data: 1030240256 I0803 17:00:47.142101 5179 layer_factory.hpp:77] Creating layer pool3 I0803 17:00:47.142104 5179 net.cpp:94] Creating Layer pool3 I0803 17:00:47.142107 5179 net.cpp:435] pool3 <- conv3_3 I0803 17:00:47.142110 5179 net.cpp:409] pool3 -> pool3 I0803 17:00:47.142154 5179 net.cpp:144] Setting up pool3 I0803 17:00:47.142158 5179 net.cpp:151] Top shape: 1 256 68 117 (2036736) I0803 17:00:47.142160 5179 net.cpp:159] Memory required for data: 1038387200 I0803 17:00:47.142163 5179 layer_factory.hpp:77] Creating layer conv4_1 I0803 17:00:47.142168 5179 net.cpp:94] Creating Layer conv4_1 I0803 17:00:47.142170 5179 net.cpp:435] conv4_1 <- pool3 I0803 17:00:47.142174 5179 net.cpp:409] conv4_1 -> conv4_1 I0803 17:00:47.168882 5179 net.cpp:144] Setting up conv4_1 I0803 17:00:47.168900 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.168903 5179 net.cpp:159] Memory required for data: 1054681088 I0803 17:00:47.168910 5179 layer_factory.hpp:77] Creating layer relu4_1 I0803 17:00:47.168917 5179 net.cpp:94] Creating Layer relu4_1 I0803 17:00:47.168920 5179 net.cpp:435] relu4_1 <- conv4_1 I0803 17:00:47.168926 5179 net.cpp:396] relu4_1 -> conv4_1 (in-place) I0803 17:00:47.168933 5179 net.cpp:144] Setting up relu4_1 I0803 17:00:47.168948 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.168951 5179 net.cpp:159] Memory required for data: 1070974976 I0803 17:00:47.168953 5179 layer_factory.hpp:77] Creating layer conv4_2 I0803 17:00:47.168962 5179 net.cpp:94] Creating Layer conv4_2 I0803 17:00:47.168963 5179 net.cpp:435] conv4_2 <- conv4_1 I0803 17:00:47.168983 5179 net.cpp:409] conv4_2 -> conv4_2 I0803 17:00:47.219730 5179 net.cpp:144] Setting up conv4_2 I0803 17:00:47.219749 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.219753 5179 net.cpp:159] Memory required for data: 1087268864 I0803 17:00:47.219763 5179 layer_factory.hpp:77] Creating layer relu4_2 I0803 17:00:47.219769 5179 net.cpp:94] Creating Layer relu4_2 I0803 17:00:47.219772 5179 net.cpp:435] relu4_2 <- conv4_2 I0803 17:00:47.219777 5179 net.cpp:396] relu4_2 -> conv4_2 (in-place) I0803 17:00:47.219784 5179 net.cpp:144] Setting up relu4_2 I0803 17:00:47.219789 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.219790 5179 net.cpp:159] Memory required for data: 1103562752 I0803 17:00:47.219792 5179 layer_factory.hpp:77] Creating layer conv4_3 I0803 17:00:47.219799 5179 net.cpp:94] Creating Layer conv4_3 I0803 17:00:47.219801 5179 net.cpp:435] conv4_3 <- conv4_2 I0803 17:00:47.219805 5179 net.cpp:409] conv4_3 -> conv4_3 I0803 17:00:47.270505 5179 net.cpp:144] Setting up conv4_3 I0803 17:00:47.270539 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.270542 5179 net.cpp:159] Memory required for data: 1119856640 I0803 17:00:47.270548 5179 layer_factory.hpp:77] Creating layer relu4_3 I0803 17:00:47.270556 5179 net.cpp:94] Creating Layer relu4_3 I0803 17:00:47.270560 5179 net.cpp:435] relu4_3 <- conv4_3 I0803 17:00:47.270565 5179 net.cpp:396] relu4_3 -> conv4_3 (in-place) I0803 17:00:47.270571 5179 net.cpp:144] Setting up relu4_3 I0803 17:00:47.270575 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.270576 5179 net.cpp:159] Memory required for data: 1136150528 I0803 17:00:47.270578 5179 layer_factory.hpp:77] Creating layer conv4_3_relu4_3_0_split I0803 17:00:47.270609 5179 net.cpp:94] Creating Layer conv4_3_relu4_3_0_split I0803 17:00:47.270612 5179 net.cpp:435] conv4_3_relu4_3_0_split <- conv4_3 I0803 17:00:47.270615 5179 net.cpp:409] conv4_3_relu4_3_0_split -> conv4_3_relu4_3_0_split_0 I0803 17:00:47.270620 5179 net.cpp:409] conv4_3_relu4_3_0_split -> conv4_3_relu4_3_0_split_1 I0803 17:00:47.270649 5179 net.cpp:144] Setting up conv4_3_relu4_3_0_split I0803 17:00:47.270653 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.270656 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.270658 5179 net.cpp:159] Memory required for data: 1168738304 I0803 17:00:47.270660 5179 layer_factory.hpp:77] Creating layer pool4 I0803 17:00:47.270665 5179 net.cpp:94] Creating Layer pool4 I0803 17:00:47.270668 5179 net.cpp:435] pool4 <- conv4_3_relu4_3_0_split_0 I0803 17:00:47.270670 5179 net.cpp:409] pool4 -> pool4 I0803 17:00:47.270711 5179 net.cpp:144] Setting up pool4 I0803 17:00:47.270715 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.270717 5179 net.cpp:159] Memory required for data: 1172846592 I0803 17:00:47.270720 5179 layer_factory.hpp:77] Creating layer conv5_1 I0803 17:00:47.270726 5179 net.cpp:94] Creating Layer conv5_1 I0803 17:00:47.270730 5179 net.cpp:435] conv5_1 <- pool4 I0803 17:00:47.270732 5179 net.cpp:409] conv5_1 -> conv5_1 I0803 17:00:47.321408 5179 net.cpp:144] Setting up conv5_1 I0803 17:00:47.321440 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.321444 5179 net.cpp:159] Memory required for data: 1176954880 I0803 17:00:47.321450 5179 layer_factory.hpp:77] Creating layer relu5_1 I0803 17:00:47.321457 5179 net.cpp:94] Creating Layer relu5_1 I0803 17:00:47.321460 5179 net.cpp:435] relu5_1 <- conv5_1 I0803 17:00:47.321465 5179 net.cpp:396] relu5_1 -> conv5_1 (in-place) I0803 17:00:47.321473 5179 net.cpp:144] Setting up relu5_1 I0803 17:00:47.321476 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.321491 5179 net.cpp:159] Memory required for data: 1181063168 I0803 17:00:47.321494 5179 layer_factory.hpp:77] Creating layer conv5_2 I0803 17:00:47.321501 5179 net.cpp:94] Creating Layer conv5_2 I0803 17:00:47.321503 5179 net.cpp:435] conv5_2 <- conv5_1 I0803 17:00:47.321507 5179 net.cpp:409] conv5_2 -> conv5_2 I0803 17:00:47.371954 5179 net.cpp:144] Setting up conv5_2 I0803 17:00:47.371973 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.371978 5179 net.cpp:159] Memory required for data: 1185171456 I0803 17:00:47.371984 5179 layer_factory.hpp:77] Creating layer relu5_2 I0803 17:00:47.371990 5179 net.cpp:94] Creating Layer relu5_2 I0803 17:00:47.371994 5179 net.cpp:435] relu5_2 <- conv5_2 I0803 17:00:47.371999 5179 net.cpp:396] relu5_2 -> conv5_2 (in-place) I0803 17:00:47.372006 5179 net.cpp:144] Setting up relu5_2 I0803 17:00:47.372009 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.372011 5179 net.cpp:159] Memory required for data: 1189279744 I0803 17:00:47.372014 5179 layer_factory.hpp:77] Creating layer conv5_3 I0803 17:00:47.372020 5179 net.cpp:94] Creating Layer conv5_3 I0803 17:00:47.372022 5179 net.cpp:435] conv5_3 <- conv5_2 I0803 17:00:47.372026 5179 net.cpp:409] conv5_3 -> conv5_3 I0803 17:00:47.422327 5179 net.cpp:144] Setting up conv5_3 I0803 17:00:47.422348 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.422350 5179 net.cpp:159] Memory required for data: 1193388032 I0803 17:00:47.422355 5179 layer_factory.hpp:77] Creating layer relu5_3 I0803 17:00:47.422365 5179 net.cpp:94] Creating Layer relu5_3 I0803 17:00:47.422369 5179 net.cpp:435] relu5_3 <- conv5_3 I0803 17:00:47.422374 5179 net.cpp:396] relu5_3 -> conv5_3 (in-place) I0803 17:00:47.422380 5179 net.cpp:144] Setting up relu5_3 I0803 17:00:47.422384 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.422386 5179 net.cpp:159] Memory required for data: 1197496320 I0803 17:00:47.422389 5179 layer_factory.hpp:77] Creating layer conv5_3_relu5_3_0_split I0803 17:00:47.422391 5179 net.cpp:94] Creating Layer conv5_3_relu5_3_0_split I0803 17:00:47.422394 5179 net.cpp:435] conv5_3_relu5_3_0_split <- conv5_3 I0803 17:00:47.422397 5179 net.cpp:409] conv5_3_relu5_3_0_split -> conv5_3_relu5_3_0_split_0 I0803 17:00:47.422402 5179 net.cpp:409] conv5_3_relu5_3_0_split -> conv5_3_relu5_3_0_split_1 I0803 17:00:47.422431 5179 net.cpp:144] Setting up conv5_3_relu5_3_0_split I0803 17:00:47.422435 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.422438 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.422441 5179 net.cpp:159] Memory required for data: 1205712896 I0803 17:00:47.422442 5179 layer_factory.hpp:77] Creating layer pool5 I0803 17:00:47.422447 5179 net.cpp:94] Creating Layer pool5 I0803 17:00:47.422449 5179 net.cpp:435] pool5 <- conv5_3_relu5_3_0_split_0 I0803 17:00:47.422453 5179 net.cpp:409] pool5 -> pool5 I0803 17:00:47.422475 5179 net.cpp:144] Setting up pool5 I0803 17:00:47.422478 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.422480 5179 net.cpp:159] Memory required for data: 1209821184 I0803 17:00:47.422482 5179 layer_factory.hpp:77] Creating layer conv6_1 I0803 17:00:47.422489 5179 net.cpp:94] Creating Layer conv6_1 I0803 17:00:47.422492 5179 net.cpp:435] conv6_1 <- pool5 I0803 17:00:47.422495 5179 net.cpp:409] conv6_1 -> conv6_1 I0803 17:00:47.472297 5179 net.cpp:144] Setting up conv6_1 I0803 17:00:47.472331 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.472333 5179 net.cpp:159] Memory required for data: 1213929472 I0803 17:00:47.472339 5179 layer_factory.hpp:77] Creating layer relu6_1 I0803 17:00:47.472345 5179 net.cpp:94] Creating Layer relu6_1 I0803 17:00:47.472349 5179 net.cpp:435] relu6_1 <- conv6_1 I0803 17:00:47.472354 5179 net.cpp:396] relu6_1 -> conv6_1 (in-place) I0803 17:00:47.472363 5179 net.cpp:144] Setting up relu6_1 I0803 17:00:47.472367 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.472368 5179 net.cpp:159] Memory required for data: 1218037760 I0803 17:00:47.472383 5179 layer_factory.hpp:77] Creating layer concat1 I0803 17:00:47.472393 5179 net.cpp:94] Creating Layer concat1 I0803 17:00:47.472395 5179 net.cpp:435] concat1 <- conv5_3_relu5_3_0_split_1 I0803 17:00:47.472398 5179 net.cpp:435] concat1 <- conv6_1 I0803 17:00:47.472424 5179 net.cpp:409] concat1 -> conv_concat1 I0803 17:00:47.472447 5179 net.cpp:144] Setting up concat1 I0803 17:00:47.472450 5179 net.cpp:151] Top shape: 1 1024 34 59 (2054144) I0803 17:00:47.472453 5179 net.cpp:159] Memory required for data: 1226254336 I0803 17:00:47.472455 5179 layer_factory.hpp:77] Creating layer conv_concat1_2x I0803 17:00:47.472460 5179 net.cpp:94] Creating Layer conv_concat1_2x I0803 17:00:47.472462 5179 net.cpp:435] conv_concat1_2x <- conv_concat1 I0803 17:00:47.472465 5179 net.cpp:409] conv_concat1_2x -> conv_concat1_2x I0803 17:00:47.472605 5179 net.cpp:144] Setting up conv_concat1_2x I0803 17:00:47.472610 5179 net.cpp:151] Top shape: 1 512 68 118 (4108288) I0803 17:00:47.472612 5179 net.cpp:159] Memory required for data: 1242687488 I0803 17:00:47.472615 5179 layer_factory.hpp:77] Creating layer concat I0803 17:00:47.472618 5179 net.cpp:94] Creating Layer concat I0803 17:00:47.472621 5179 net.cpp:435] concat <- conv4_3_relu4_3_0_split_1 I0803 17:00:47.472625 5179 net.cpp:435] concat <- conv_concat1_2x I0803 17:00:47.472627 5179 net.cpp:409] concat -> conv_concat F0803 17:00:47.472636 5179 concat_layer.cpp:42] Check failed: top_shape[j] == bottom[i]->shape(j) (117 vs. 118) All inputs must have the same shape, except at concat_axis.

something wrong ?

miao0913 commented 6 years ago

For partA, you have to crop the width and height of the image such that it can be divided by 8.

2018-08-01 4:16 GMT+02:00 guoqiang01486 notifications@github.com:

hi,thank u for your reply！ If the size is not fixed ，maybe there will be some problems。for example：73.jpg In ShanghaiTech PartA I0803 17:00:47.073482 5179 data_layer.cpp:78] ReshapePrefetch 1, 3, 544, 932 I0803 17:00:47.073514 5179 data_layer.cpp:83] output data size: 1,3,544,932 I0803 17:00:47.081295 5179 net.cpp:144] Setting up data I0803 17:00:47.081336 5179 net.cpp:151] Top shape: 1 3 544 932 (1521024) I0803 17:00:47.081342 5179 net.cpp:159] Memory required for data: 6084096 I0803 17:00:47.081351 5179 layer_factory.hpp:77] Creating layer densitymap I0803 17:00:47.081588 5179 net.cpp:94] Creating Layer densitymap I0803 17:00:47.081604 5179 net.cpp:409] densitymap -> densitymap I0803 17:00:47.083492 5196 db_lmdb.cpp:35] Opened lmdb /media/DataUbuntu/wang/SaCNN-CrowdCounting-Tencent_Youtu- master/SaCNN-master/datalmdb/ I0803 17:00:47.085553 5179 data_layer.cpp:78] ReshapePrefetch 1, 1, 544, 932 I0803 17:00:47.085605 5179 data_layer.cpp:83] output data size: 1,1,544,932 I0803 17:00:47.089326 5179 net.cpp:144] Setting up densitymap I0803 17:00:47.089344 5179 net.cpp:151] Top shape: 1 1 544 932 (507008) I0803 17:00:47.089346 5179 net.cpp:159] Memory required for data: 8112128 I0803 17:00:47.089350 5179 layer_factory.hpp:77] Creating layer conv1_1 I0803 17:00:47.089370 5179 net.cpp:94] Creating Layer conv1_1 I0803 17:00:47.089375 5179 net.cpp:435] conv1_1 <- data I0803 17:00:47.089387 5179 net.cpp:409] conv1_1 -> conv1_1 I0803 17:00:47.091825 5179 net.cpp:144] Setting up conv1_1 I0803 17:00:47.091840 5179 net.cpp:151] Top shape: 1 64 544 932 (32448512) I0803 17:00:47.091842 5179 net.cpp:159] Memory required for data: 137906176 I0803 17:00:47.091856 5179 layer_factory.hpp:77] Creating layer relu1_1 I0803 17:00:47.091864 5179 net.cpp:94] Creating Layer relu1_1 I0803 17:00:47.091868 5179 net.cpp:435] relu1_1 <- conv1_1 I0803 17:00:47.091887 5179 net.cpp:396] relu1_1 -> conv1_1 (in-place) I0803 17:00:47.091902 5179 net.cpp:144] Setting up relu1_1 I0803 17:00:47.091904 5179 net.cpp:151] Top shape: 1 64 544 932 (32448512) I0803 17:00:47.091907 5179 net.cpp:159] Memory required for data: 267700224 I0803 17:00:47.091909 5179 layer_factory.hpp:77] Creating layer conv1_2 I0803 17:00:47.091917 5179 net.cpp:94] Creating Layer conv1_2 I0803 17:00:47.091920 5179 net.cpp:435] conv1_2 <- conv1_1 I0803 17:00:47.091924 5179 net.cpp:409] conv1_2 -> conv1_2 I0803 17:00:47.095866 5179 net.cpp:144] Setting up conv1_2 I0803 17:00:47.095906 5179 net.cpp:151] Top shape: 1 64 544 932 (32448512) I0803 17:00:47.095912 5179 net.cpp:159] Memory required for data: 397494272 I0803 17:00:47.095934 5179 layer_factory.hpp:77] Creating layer relu1_2 I0803 17:00:47.095949 5179 net.cpp:94] Creating Layer relu1_2 I0803 17:00:47.095957 5179 net.cpp:435] relu1_2 <- conv1_2 I0803 17:00:47.095965 5179 net.cpp:396] relu1_2 -> conv1_2 (in-place) I0803 17:00:47.095981 5179 net.cpp:144] Setting up relu1_2 I0803 17:00:47.095986 5179 net.cpp:151] Top shape: 1 64 544 932 (32448512) I0803 17:00:47.095990 5179 net.cpp:159] Memory required for data: 527288320 I0803 17:00:47.095994 5179 layer_factory.hpp:77] Creating layer pool1 I0803 17:00:47.096007 5179 net.cpp:94] Creating Layer pool1 I0803 17:00:47.096011 5179 net.cpp:435] pool1 <- conv1_2 I0803 17:00:47.096017 5179 net.cpp:409] pool1 -> pool1 I0803 17:00:47.096127 5179 net.cpp:144] Setting up pool1 I0803 17:00:47.096135 5179 net.cpp:151] Top shape: 1 64 272 466 (8112128) I0803 17:00:47.096138 5179 net.cpp:159] Memory required for data: 559736832 I0803 17:00:47.096143 5179 layer_factory.hpp:77] Creating layer conv2_1 I0803 17:00:47.096154 5179 net.cpp:94] Creating Layer conv2_1 I0803 17:00:47.096158 5179 net.cpp:435] conv2_1 <- pool1 I0803 17:00:47.096163 5179 net.cpp:409] conv2_1 -> conv2_1 I0803 17:00:47.098825 5179 net.cpp:144] Setting up conv2_1 I0803 17:00:47.098845 5179 net.cpp:151] Top shape: 1 128 272 466 (16224256) I0803 17:00:47.098848 5179 net.cpp:159] Memory required for data: 624633856 I0803 17:00:47.098857 5179 layer_factory.hpp:77] Creating layer relu2_1 I0803 17:00:47.098865 5179 net.cpp:94] Creating Layer relu2_1 I0803 17:00:47.098868 5179 net.cpp:435] relu2_1 <- conv2_1 I0803 17:00:47.098872 5179 net.cpp:396] relu2_1 -> conv2_1 (in-place) I0803 17:00:47.098881 5179 net.cpp:144] Setting up relu2_1 I0803 17:00:47.098884 5179 net.cpp:151] Top shape: 1 128 272 466 (16224256) I0803 17:00:47.098886 5179 net.cpp:159] Memory required for data: 689530880 I0803 17:00:47.098888 5179 layer_factory.hpp:77] Creating layer conv2_2 I0803 17:00:47.098896 5179 net.cpp:94] Creating Layer conv2_2 I0803 17:00:47.098897 5179 net.cpp:435] conv2_2 <- conv2_1 I0803 17:00:47.098901 5179 net.cpp:409] conv2_2 -> conv2_2 I0803 17:00:47.106391 5179 net.cpp:144] Setting up conv2_2 I0803 17:00:47.106420 5179 net.cpp:151] Top shape: 1 128 272 466 (16224256) I0803 17:00:47.106422 5179 net.cpp:159] Memory required for data: 754427904 I0803 17:00:47.106433 5179 layer_factory.hpp:77] Creating layer relu2_2 I0803 17:00:47.106444 5179 net.cpp:94] Creating Layer relu2_2 I0803 17:00:47.106448 5179 net.cpp:435] relu2_2 <- conv2_2 I0803 17:00:47.106456 5179 net.cpp:396] relu2_2 -> conv2_2 (in-place) I0803 17:00:47.106469 5179 net.cpp:144] Setting up relu2_2 I0803 17:00:47.106472 5179 net.cpp:151] Top shape: 1 128 272 466 (16224256) I0803 17:00:47.106474 5179 net.cpp:159] Memory required for data: 819324928 I0803 17:00:47.106477 5179 layer_factory.hpp:77] Creating layer pool2 I0803 17:00:47.106484 5179 net.cpp:94] Creating Layer pool2 I0803 17:00:47.106487 5179 net.cpp:435] pool2 <- conv2_2 I0803 17:00:47.106490 5179 net.cpp:409] pool2 -> pool2 I0803 17:00:47.106528 5179 net.cpp:144] Setting up pool2 I0803 17:00:47.106534 5179 net.cpp:151] Top shape: 1 128 136 233 (4056064) I0803 17:00:47.106536 5179 net.cpp:159] Memory required for data: 835549184 I0803 17:00:47.106560 5179 layer_factory.hpp:77] Creating layer conv3_1 I0803 17:00:47.106571 5179 net.cpp:94] Creating Layer conv3_1 I0803 17:00:47.106575 5179 net.cpp:435] conv3_1 <- pool2 I0803 17:00:47.106578 5179 net.cpp:409] conv3_1 -> conv3_1 I0803 17:00:47.115727 5179 net.cpp:144] Setting up conv3_1 I0803 17:00:47.115746 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.115748 5179 net.cpp:159] Memory required for data: 867997696 I0803 17:00:47.115758 5179 layer_factory.hpp:77] Creating layer relu3_1 I0803 17:00:47.115766 5179 net.cpp:94] Creating Layer relu3_1 I0803 17:00:47.115768 5179 net.cpp:435] relu3_1 <- conv3_1 I0803 17:00:47.115772 5179 net.cpp:396] relu3_1 -> conv3_1 (in-place) I0803 17:00:47.115780 5179 net.cpp:144] Setting up relu3_1 I0803 17:00:47.115784 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.115787 5179 net.cpp:159] Memory required for data: 900446208 I0803 17:00:47.115788 5179 layer_factory.hpp:77] Creating layer conv3_2 I0803 17:00:47.115795 5179 net.cpp:94] Creating Layer conv3_2 I0803 17:00:47.115797 5179 net.cpp:435] conv3_2 <- conv3_1 I0803 17:00:47.115802 5179 net.cpp:409] conv3_2 -> conv3_2 I0803 17:00:47.128968 5179 net.cpp:144] Setting up conv3_2 I0803 17:00:47.128998 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.129001 5179 net.cpp:159] Memory required for data: 932894720 I0803 17:00:47.129007 5179 layer_factory.hpp:77] Creating layer relu3_2 I0803 17:00:47.129031 5179 net.cpp:94] Creating Layer relu3_2 I0803 17:00:47.129034 5179 net.cpp:435] relu3_2 <- conv3_2 I0803 17:00:47.129040 5179 net.cpp:396] relu3_2 -> conv3_2 (in-place) I0803 17:00:47.129047 5179 net.cpp:144] Setting up relu3_2 I0803 17:00:47.129050 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.129052 5179 net.cpp:159] Memory required for data: 965343232 I0803 17:00:47.129055 5179 layer_factory.hpp:77] Creating layer conv3_3 I0803 17:00:47.129065 5179 net.cpp:94] Creating Layer conv3_3 I0803 17:00:47.129066 5179 net.cpp:435] conv3_3 <- conv3_2 I0803 17:00:47.129070 5179 net.cpp:409] conv3_3 -> conv3_3 I0803 17:00:47.142048 5179 net.cpp:144] Setting up conv3_3 I0803 17:00:47.142065 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.142067 5179 net.cpp:159] Memory required for data: 997791744 I0803 17:00:47.142073 5179 layer_factory.hpp:77] Creating layer relu3_3 I0803 17:00:47.142078 5179 net.cpp:94] Creating Layer relu3_3 I0803 17:00:47.142082 5179 net.cpp:435] relu3_3 <- conv3_3 I0803 17:00:47.142086 5179 net.cpp:396] relu3_3 -> conv3_3 (in-place) I0803 17:00:47.142093 5179 net.cpp:144] Setting up relu3_3 I0803 17:00:47.142096 5179 net.cpp:151] Top shape: 1 256 136 233 (8112128) I0803 17:00:47.142098 5179 net.cpp:159] Memory required for data: 1030240256 I0803 17:00:47.142101 5179 layer_factory.hpp:77] Creating layer pool3 I0803 17:00:47.142104 5179 net.cpp:94] Creating Layer pool3 I0803 17:00:47.142107 5179 net.cpp:435] pool3 <- conv3_3 I0803 17:00:47.142110 5179 net.cpp:409] pool3 -> pool3 I0803 17:00:47.142154 5179 net.cpp:144] Setting up pool3 I0803 17:00:47.142158 5179 net.cpp:151] Top shape: 1 256 68 117 (2036736) I0803 17:00:47.142160 5179 net.cpp:159] Memory required for data: 1038387200 I0803 17:00:47.142163 5179 layer_factory.hpp:77] Creating layer conv4_1 I0803 17:00:47.142168 5179 net.cpp:94] Creating Layer conv4_1 I0803 17:00:47.142170 5179 net.cpp:435] conv4_1 <- pool3 I0803 17:00:47.142174 5179 net.cpp:409] conv4_1 -> conv4_1 I0803 17:00:47.168882 5179 net.cpp:144] Setting up conv4_1 I0803 17:00:47.168900 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.168903 5179 net.cpp:159] Memory required for data: 1054681088 I0803 17:00:47.168910 5179 layer_factory.hpp:77] Creating layer relu4_1 I0803 17:00:47.168917 5179 net.cpp:94] Creating Layer relu4_1 I0803 17:00:47.168920 5179 net.cpp:435] relu4_1 <- conv4_1 I0803 17:00:47.168926 5179 net.cpp:396] relu4_1 -> conv4_1 (in-place) I0803 17:00:47.168933 5179 net.cpp:144] Setting up relu4_1 I0803 17:00:47.168948 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.168951 5179 net.cpp:159] Memory required for data: 1070974976 I0803 17:00:47.168953 5179 layer_factory.hpp:77] Creating layer conv4_2 I0803 17:00:47.168962 5179 net.cpp:94] Creating Layer conv4_2 I0803 17:00:47.168963 5179 net.cpp:435] conv4_2 <- conv4_1 I0803 17:00:47.168983 5179 net.cpp:409] conv4_2 -> conv4_2 I0803 17:00:47.219730 5179 net.cpp:144] Setting up conv4_2 I0803 17:00:47.219749 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.219753 5179 net.cpp:159] Memory required for data: 1087268864 I0803 17:00:47.219763 5179 layer_factory.hpp:77] Creating layer relu4_2 I0803 17:00:47.219769 5179 net.cpp:94] Creating Layer relu4_2 I0803 17:00:47.219772 5179 net.cpp:435] relu4_2 <- conv4_2 I0803 17:00:47.219777 5179 net.cpp:396] relu4_2 -> conv4_2 (in-place) I0803 17:00:47.219784 5179 net.cpp:144] Setting up relu4_2 I0803 17:00:47.219789 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.219790 5179 net.cpp:159] Memory required for data: 1103562752 I0803 17:00:47.219792 5179 layer_factory.hpp:77] Creating layer conv4_3 I0803 17:00:47.219799 5179 net.cpp:94] Creating Layer conv4_3 I0803 17:00:47.219801 5179 net.cpp:435] conv4_3 <- conv4_2 I0803 17:00:47.219805 5179 net.cpp:409] conv4_3 -> conv4_3 I0803 17:00:47.270505 5179 net.cpp:144] Setting up conv4_3 I0803 17:00:47.270539 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.270542 5179 net.cpp:159] Memory required for data: 1119856640 I0803 17:00:47.270548 5179 layer_factory.hpp:77] Creating layer relu4_3 I0803 17:00:47.270556 5179 net.cpp:94] Creating Layer relu4_3 I0803 17:00:47.270560 5179 net.cpp:435] relu4_3 <- conv4_3 I0803 17:00:47.270565 5179 net.cpp:396] relu4_3 -> conv4_3 (in-place) I0803 17:00:47.270571 5179 net.cpp:144] Setting up relu4_3 I0803 17:00:47.270575 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.270576 5179 net.cpp:159] Memory required for data: 1136150528 I0803 17:00:47.270578 5179 layer_factory.hpp:77] Creating layer conv4_3_relu4_3_0_split I0803 17:00:47.270609 5179 net.cpp:94] Creating Layer conv4_3_relu4_3_0_split I0803 17:00:47.270612 5179 net.cpp:435] conv4_3_relu4_3_0_split <- conv4_3 I0803 17:00:47.270615 5179 net.cpp:409] conv4_3_relu4_3_0_split -> conv4_3_relu4_3_0_split_0 I0803 17:00:47.270620 5179 net.cpp:409] conv4_3_relu4_3_0_split -> conv4_3_relu4_3_0_split_1 I0803 17:00:47.270649 5179 net.cpp:144] Setting up conv4_3_relu4_3_0_split I0803 17:00:47.270653 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.270656 5179 net.cpp:151] Top shape: 1 512 68 117 (4073472) I0803 17:00:47.270658 5179 net.cpp:159] Memory required for data: 1168738304 I0803 17:00:47.270660 5179 layer_factory.hpp:77] Creating layer pool4 I0803 17:00:47.270665 5179 net.cpp:94] Creating Layer pool4 I0803 17:00:47.270668 5179 net.cpp:435] pool4 <- conv4_3_relu4_3_0_split_0 I0803 17:00:47.270670 5179 net.cpp:409] pool4 -> pool4 I0803 17:00:47.270711 5179 net.cpp:144] Setting up pool4 I0803 17:00:47.270715 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.270717 5179 net.cpp:159] Memory required for data: 1172846592 I0803 17:00:47.270720 5179 layer_factory.hpp:77] Creating layer conv5_1 I0803 17:00:47.270726 5179 net.cpp:94] Creating Layer conv5_1 I0803 17:00:47.270730 5179 net.cpp:435] conv5_1 <- pool4 I0803 17:00:47.270732 5179 net.cpp:409] conv5_1 -> conv5_1 I0803 17:00:47.321408 5179 net.cpp:144] Setting up conv5_1 I0803 17:00:47.321440 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.321444 5179 net.cpp:159] Memory required for data: 1176954880 I0803 17:00:47.321450 5179 layer_factory.hpp:77] Creating layer relu5_1 I0803 17:00:47.321457 5179 net.cpp:94] Creating Layer relu5_1 I0803 17:00:47.321460 5179 net.cpp:435] relu5_1 <- conv5_1 I0803 17:00:47.321465 5179 net.cpp:396] relu5_1 -> conv5_1 (in-place) I0803 17:00:47.321473 5179 net.cpp:144] Setting up relu5_1 I0803 17:00:47.321476 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.321491 5179 net.cpp:159] Memory required for data: 1181063168 I0803 17:00:47.321494 5179 layer_factory.hpp:77] Creating layer conv5_2 I0803 17:00:47.321501 5179 net.cpp:94] Creating Layer conv5_2 I0803 17:00:47.321503 5179 net.cpp:435] conv5_2 <- conv5_1 I0803 17:00:47.321507 5179 net.cpp:409] conv5_2 -> conv5_2 I0803 17:00:47.371954 5179 net.cpp:144] Setting up conv5_2 I0803 17:00:47.371973 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.371978 5179 net.cpp:159] Memory required for data: 1185171456 I0803 17:00:47.371984 5179 layer_factory.hpp:77] Creating layer relu5_2 I0803 17:00:47.371990 5179 net.cpp:94] Creating Layer relu5_2 I0803 17:00:47.371994 5179 net.cpp:435] relu5_2 <- conv5_2 I0803 17:00:47.371999 5179 net.cpp:396] relu5_2 -> conv5_2 (in-place) I0803 17:00:47.372006 5179 net.cpp:144] Setting up relu5_2 I0803 17:00:47.372009 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.372011 5179 net.cpp:159] Memory required for data: 1189279744 I0803 17:00:47.372014 5179 layer_factory.hpp:77] Creating layer conv5_3 I0803 17:00:47.372020 5179 net.cpp:94] Creating Layer conv5_3 I0803 17:00:47.372022 5179 net.cpp:435] conv5_3 <- conv5_2 I0803 17:00:47.372026 5179 net.cpp:409] conv5_3 -> conv5_3 I0803 17:00:47.422327 5179 net.cpp:144] Setting up conv5_3 I0803 17:00:47.422348 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.422350 5179 net.cpp:159] Memory required for data: 1193388032 I0803 17:00:47.422355 5179 layer_factory.hpp:77] Creating layer relu5_3 I0803 17:00:47.422365 5179 net.cpp:94] Creating Layer relu5_3 I0803 17:00:47.422369 5179 net.cpp:435] relu5_3 <- conv5_3 I0803 17:00:47.422374 5179 net.cpp:396] relu5_3 -> conv5_3 (in-place) I0803 17:00:47.422380 5179 net.cpp:144] Setting up relu5_3 I0803 17:00:47.422384 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.422386 5179 net.cpp:159] Memory required for data: 1197496320 I0803 17:00:47.422389 5179 layer_factory.hpp:77] Creating layer conv5_3_relu5_3_0_split I0803 17:00:47.422391 5179 net.cpp:94] Creating Layer conv5_3_relu5_3_0_split I0803 17:00:47.422394 5179 net.cpp:435] conv5_3_relu5_3_0_split <- conv5_3 I0803 17:00:47.422397 5179 net.cpp:409] conv5_3_relu5_3_0_split -> conv5_3_relu5_3_0_split_0 I0803 17:00:47.422402 5179 net.cpp:409] conv5_3_relu5_3_0_split -> conv5_3_relu5_3_0_split_1 I0803 17:00:47.422431 5179 net.cpp:144] Setting up conv5_3_relu5_3_0_split I0803 17:00:47.422435 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.422438 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.422441 5179 net.cpp:159] Memory required for data: 1205712896 I0803 17:00:47.422442 5179 layer_factory.hpp:77] Creating layer pool5 I0803 17:00:47.422447 5179 net.cpp:94] Creating Layer pool5 I0803 17:00:47.422449 5179 net.cpp:435] pool5 <- conv5_3_relu5_3_0_split_0 I0803 17:00:47.422453 5179 net.cpp:409] pool5 -> pool5 I0803 17:00:47.422475 5179 net.cpp:144] Setting up pool5 I0803 17:00:47.422478 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.422480 5179 net.cpp:159] Memory required for data: 1209821184 I0803 17:00:47.422482 5179 layer_factory.hpp:77] Creating layer conv6_1 I0803 17:00:47.422489 5179 net.cpp:94] Creating Layer conv6_1 I0803 17:00:47.422492 5179 net.cpp:435] conv6_1 <- pool5 I0803 17:00:47.422495 5179 net.cpp:409] conv6_1 -> conv6_1 I0803 17:00:47.472297 5179 net.cpp:144] Setting up conv6_1 I0803 17:00:47.472331 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.472333 5179 net.cpp:159] Memory required for data: 1213929472 I0803 17:00:47.472339 5179 layer_factory.hpp:77] Creating layer relu6_1 I0803 17:00:47.472345 5179 net.cpp:94] Creating Layer relu6_1 I0803 17:00:47.472349 5179 net.cpp:435] relu6_1 <- conv6_1 I0803 17:00:47.472354 5179 net.cpp:396] relu6_1 -> conv6_1 (in-place) I0803 17:00:47.472363 5179 net.cpp:144] Setting up relu6_1 I0803 17:00:47.472367 5179 net.cpp:151] Top shape: 1 512 34 59 (1027072) I0803 17:00:47.472368 5179 net.cpp:159] Memory required for data: 1218037760 I0803 17:00:47.472383 5179 layer_factory.hpp:77] Creating layer concat1 I0803 17:00:47.472393 5179 net.cpp:94] Creating Layer concat1 I0803 17:00:47.472395 5179 net.cpp:435] concat1 <- conv5_3_relu5_3_0_split_1 I0803 17:00:47.472398 5179 net.cpp:435] concat1 <- conv6_1 I0803 17:00:47.472424 5179 net.cpp:409] concat1 -> conv_concat1 I0803 17:00:47.472447 5179 net.cpp:144] Setting up concat1 I0803 17:00:47.472450 5179 net.cpp:151] Top shape: 1 1024 34 59 (2054144) I0803 17:00:47.472453 5179 net.cpp:159] Memory required for data: 1226254336 I0803 17:00:47.472455 5179 layer_factory.hpp:77] Creating layer conv_concat1_2x I0803 17:00:47.472460 5179 net.cpp:94] Creating Layer conv_concat1_2x I0803 17:00:47.472462 5179 net.cpp:435] conv_concat1_2x <- conv_concat1 I0803 17:00:47.472465 5179 net.cpp:409] conv_concat1_2x -> conv_concat1_2x I0803 17:00:47.472605 5179 net.cpp:144] Setting up conv_concat1_2x I0803 17:00:47.472610 5179 net.cpp:151] Top shape: 1 512 68 118 (4108288) I0803 17:00:47.472612 5179 net.cpp:159] Memory required for data: 1242687488 I0803 17:00:47.472615 5179 layer_factory.hpp:77] Creating layer concat I0803 17:00:47.472618 5179 net.cpp:94] Creating Layer concat I0803 17:00:47.472621 5179 net.cpp:435] concat <- conv4_3_relu4_3_0_split_1 I0803 17:00:47.472625 5179 net.cpp:435] concat <- conv_concat1_2x I0803 17:00:47.472627 5179 net.cpp:409] concat -> conv_concat F0803 17:00:47.472636 5179 concat_layer.cpp:42] Check failed: top_shape[j] == bottom[i]->shape(j) (117 vs. 118) All inputs must have the same shape, except at concat_axis.

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