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ReLU
layer typopad=1
in Darknet .cfg files means that there is padding if necessary to maintain the same size output. Here it was taken directly as the number of pixels it pads by. From this answer.Padding always by 1 pixel changed the output size when converting to Caffe from Darknet in cases as 1x1 convolutions, which do not need any padding at all. Darknet19 with input size 224x224 gives now the correct size of 7x7 for the last feature map as in YOLO9000.