提交 3c844447 编写于 作者: C chengduoZH

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上级 93563efa
......@@ -2722,15 +2722,15 @@ def img_pool_layer(input,
.. math::
w = 1 + int(ceil(input\_width + 2 * padding - pool\_size) / float(stride)) \\\\
h = 1 + int(ceil(input\_height + 2 * padding\_y - pool\_size\_y) / float(stride\_y))
w = 1 + \frac{ceil(input\_width + 2 * padding - pool\_size)}{stride} \\\\
h = 1 + \frac{ceil(input\_height + 2 * padding\_y - pool\_size\_y)}{stride\_y}
- ceil_mode=False:
.. math::
w = 1 + int(floor(input\_width + 2 * padding - pool\_size) / float(stride)) \\\\
h = 1 + int(floor(input\_height + 2 * padding\_y - pool\_size\_y) / float(stride\_y))
w = 1 + \frac{floor(input\_width + 2 * padding - pool\_size)}{stride} \\\\
h = 1 + \frac{floor(input\_height + 2 * padding\_y - pool\_size\_y)}{stride\_y}
The example usage is:
......@@ -2863,17 +2863,17 @@ def img_pool3d_layer(input,
.. math::
w = 1 + int(ceil(input\_width + 2 * padding - pool\_size) / float(stride)) \\\\
h = 1 + int(ceil(input\_height + 2 * padding\_y - pool\_size\_y) / float(stride\_y)) \\\\
d = 1 + int(ceil(input\_depth + 2 * padding\_z - pool\_size\_z) / float(stride\_z))
w = 1 + \frac{ceil(input\_width + 2 * padding - pool\_size)}{stride} \\\\
h = 1 + \frac{ceil(input\_height + 2 * padding\_y - pool\_size\_y)}{stride\_y} \\\\
d = 1 + \frac{ceil(input\_depth + 2 * padding\_z - pool\_size\_z)}{stride\_z}
- ceil_mode=False:
.. math::
w = 1 + int(floor(input\_width + 2 * padding - pool\_size) / float(stride)) \\\\
h = 1 + int(floor(input\_height + 2 * padding\_y - pool\_size\_y) / float(stride\_y)) \\\\
d = 1 + int(floor(input\_depth + 2 * padding\_z - pool\_size\_z) / float(stride\_z)) \\\\
w = 1 + \frac{floor(input\_width + 2 * padding - pool\_size)}{stride} \\\\
h = 1 + \frac{floor(input\_height + 2 * padding\_y - pool\_size\_y)}{stride\_y} \\\\
d = 1 + \frac{floor(input\_depth + 2 * padding\_z - pool\_size\_z)}{stride\_z} \\\\
The example usage is:
......@@ -5428,13 +5428,15 @@ def maxout_layer(input, groups, num_channels=None, name=None, layer_attr=None):
`Multi-digit Number Recognition from Street View Imagery using Deep Convolutional Neural Networks
https://arxiv.org/pdf/1312.6082v4.pdf`_
.. math::
y_{si+j} = \max_k x_{gsi + sk + j} \\\\
g = groups \\\\
s = input.size / num\_channels \\\\
0 \le i < num\_channels / groups \\\\
0 \le j < s \\\\
0 \le k < groups \\\\
out = \max_k (in[n, k, o_c , s]) \\\\
out_{i * s + j} = \max_k in_{ k * o_{c} * s + i * s + j} \\\\
s = \frac{input.size}{ num\_channels} \\\\
o_{c} =\frac{num\_channels}{groups} \\\\
0 \le i < o_{c} \\\\
0 \le j < s \\\\
0 \le k < groups \\\\
The simple usage is:
......
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