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@1292765944
Created October 30, 2017 05:13
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Save 1292765944/8fd59fc43f3fe4786dd2f9939e02a610 to your computer and use it in GitHub Desktop.
receptive field by Ross' R-CNN
function receptive_field_sizes()
% compute input size from a given output size
f = @(output_size, ksize, stride) (output_size - 1) * stride + ksize;
% fix the pool5 output size to 1 and derive the receptive field in the input
out = ...
f(f(f(f(f(f(f(f(1, 3, 2), ... % conv5 -> pool5
3, 1), ... % conv4 -> conv5
3, 1), ... % conv3 -> conv4
3, 1), ... % pool2 -> conv3
3, 2), ... % conv2 -> pool2
5, 1), ... % pool1 -> conv2
3, 2), ... % conv1 -> pool1
11, 4); % input -> conv1
fprintf('pool5 receptive field size: %d\n', out);
out = ...
f(f(f(f(f(f(f(1, 3, 1), ... % conv4 -> conv5
3, 1), ... % conv3 -> conv4
3, 1), ... % pool2 -> conv3
3, 2), ... % conv2 -> pool2
5, 1), ... % pool1 -> conv2
3, 2), ... % conv1 -> pool1
11, 4); % input -> conv1
fprintf('conv5 receptive field size: %d\n', out);
out = ...
f(f(f(f(f(f(1, 3, 1), ... % conv3 -> conv4
3, 1), ... % pool2 -> conv3
3, 2), ... % conv2 -> pool2
5, 1), ... % pool1 -> conv2
3, 2), ... % conv1 -> pool1
11, 4); % input -> conv1
fprintf('conv4 receptive field size: %d\n', out);
out = ...
f(f(f(f(f(1, 3, 1), ... % pool2 -> conv3
3, 2), ... % conv2 -> pool2
5, 1), ... % pool1 -> conv2
3, 2), ... % conv1 -> pool1
11, 4); % input -> conv1
fprintf('conv3 receptive field size: %d\n', out);
out = ...
f(f(f(f(1, 3, 2), ... % conv2 -> pool2
5, 1), ... % pool1 -> conv2
3, 2), ... % conv1 -> pool1
11, 4); % input -> conv1
fprintf('pool2 receptive field size: %d\n', out);
out = ...
f(f(f(1, 5, 1), ... % pool1 -> conv2
3, 2), ... % conv1 -> pool1
11, 4); % input -> conv1
fprintf('conv2 receptive field size: %d\n', out);
out = ...
f(f(1, 3, 2), ... % conv1 -> pool1
11, 4); % input -> conv1
fprintf('pool1 receptive field size: %d\n', out);
out = ...
f(1, 11, 4); % input -> conv1
fprintf('conv1 receptive field size: %d\n', out);
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