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624e277e
编写于
1月 02, 2020
作者:
B
baiyfbupt
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index.html
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index.html
浏览文件 @
624e277e
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<!--
MkDocs version : 1.0.4
Build Date UTC : 2020-01-02 1
1:52:28
Build Date UTC : 2020-01-02 1
2:07:49
-->
model_zoo/index.html
浏览文件 @
624e277e
...
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@@ -234,11 +234,11 @@
</tr>
</tbody>
</table>
<p>
量化
训练
前后,模型大小的变化对比如下:
</p>
<p>
量化前后,模型大小的变化对比如下:
</p>
<table>
<thead>
<tr>
<th
align=
"
left
"
>
Model
</th>
<th
align=
"
center
"
>
Model
</th>
<th
align=
"center"
>
FP32
</th>
<th
align=
"center"
>
离线量化
</th>
<th
align=
"center"
>
量化训练
</th>
...
...
@@ -246,19 +246,19 @@
</thead>
<tbody>
<tr>
<td
align=
"
left
"
>
MobileNetV1
</td>
<td
align=
"
center
"
>
MobileNetV1
</td>
<td
align=
"center"
>
17M
</td>
<td
align=
"center"
>
<a
href=
""
>
xx%/xx%
</a>
</td>
<td
align=
"center"
>
<a
href=
""
>
xx%/xx%
</a>
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
>
xxM
</td>
</tr>
<tr>
<td
align=
"
left
"
>
MobileNetV2
</td>
<td
align=
"
center
"
>
MobileNetV2
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
</tr>
<tr>
<td
align=
"
left
"
>
ResNet50
</td>
<td
align=
"
center
"
>
ResNet50
</td>
<td
align=
"center"
>
99M
</td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
...
...
@@ -329,6 +329,32 @@
</tr>
</tbody>
</table>
<p>
量化前后,模型大小的变化对比如下:
</p>
<table>
<thead>
<tr>
<th
align=
"center"
>
Model
</th>
<th
align=
"center"
>
FP32
</th>
<th
align=
"center"
>
离线量化
</th>
<th
align=
"center"
>
量化训练
</th>
</tr>
</thead>
<tbody>
<tr>
<td
align=
"center"
>
MobileNet-V1-YOLOv3
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
>
xxM
</td>
</tr>
<tr>
<td
align=
"center"
>
R50-dcn-YOLOv3
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
</tr>
</tbody>
</table>
<h3
id=
"_1"
><a
class=
"headerlink"
href=
"#_1"
title=
"Permanent link"
>
#
</a></h3>
<p>
数据集:WIDER-FACE
</p>
<p>
评价指标:Easy/Medium/Hard mAP
</p>
<table>
...
...
@@ -369,6 +395,38 @@
</tr>
</tbody>
</table>
<p>
量化前后,模型大小的变化对比如下:
</p>
<table>
<thead>
<tr>
<th
align=
"center"
>
Model
</th>
<th
align=
"center"
>
FP32
</th>
<th
align=
"center"
>
离线量化
</th>
<th
align=
"center"
>
量化训练
</th>
</tr>
</thead>
<tbody>
<tr>
<td
align=
"center"
>
BlazeFace
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
>
xxM
</td>
</tr>
<tr>
<td
align=
"center"
>
BlazeFace-Lite
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
</tr>
<tr>
<td
align=
"center"
>
BlazeFace-NAS
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
</tr>
</tbody>
</table>
<h3
id=
"_2"
><a
class=
"headerlink"
href=
"#_2"
title=
"Permanent link"
>
#
</a></h3>
<h3
id=
"13"
>
1.3 图像分割
<a
class=
"headerlink"
href=
"#13"
title=
"Permanent link"
>
#
</a></h3>
<p>
数据集:Cityscapes
</p>
<table>
...
...
@@ -395,6 +453,32 @@
</tr>
</tbody>
</table>
<p>
量化前后,模型大小的变化对比如下:
</p>
<table>
<thead>
<tr>
<th
align=
"center"
>
Model
</th>
<th
align=
"center"
>
FP32
</th>
<th
align=
"center"
>
离线量化
</th>
<th
align=
"center"
>
量化训练
</th>
</tr>
</thead>
<tbody>
<tr>
<td
align=
"center"
>
DeepLabv3+/MobileNetv1
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
>
xxM
</td>
</tr>
<tr>
<td
align=
"center"
>
DeepLabv3+/MobileNetv2
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
</tr>
</tbody>
</table>
<h3
id=
"_3"
><a
class=
"headerlink"
href=
"#_3"
title=
"Permanent link"
>
#
</a></h3>
<h2
id=
"2"
>
2. 剪枝
<a
class=
"headerlink"
href=
"#2"
title=
"Permanent link"
>
#
</a></h2>
<h3
id=
"21"
>
2.1 图像分类
<a
class=
"headerlink"
href=
"#21"
title=
"Permanent link"
>
#
</a></h3>
<p>
数据集:ImageNet1000类
</p>
...
...
@@ -444,6 +528,42 @@
</tr>
</tbody>
</table>
<p>
剪枝前后,模型大小和计算量的变化对比如下:
</p>
<table>
<thead>
<tr>
<th
align=
"center"
>
Model
</th>
<th
align=
"center"
>
baseline FLOPs
</th>
<th
align=
"center"
>
baseline size
</th>
<th
align=
"center"
>
剪枝后 FlOPs
</th>
<th
align=
"center"
>
剪枝后 size
</th>
</tr>
</thead>
<tbody>
<tr>
<td
align=
"center"
>
MobileNetV1
</td>
<td
align=
"center"
>
xx
</td>
<td
align=
"center"
>
xx
</td>
<td
align=
"center"
>
xx
</td>
<td
align=
"center"
>
xx
</td>
</tr>
<tr>
<td
align=
"center"
>
MobileNetV2
</td>
<td
align=
"center"
>
xx
</td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
</tr>
<tr>
<td
align=
"center"
>
ResNet34
</td>
<td
align=
"center"
>
xx
</td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
</tr>
</tbody>
</table>
<h3
id=
"_4"
><a
class=
"headerlink"
href=
"#_4"
title=
"Permanent link"
>
#
</a></h3>
<h3
id=
"22"
>
2.2 目标检测
<a
class=
"headerlink"
href=
"#22"
title=
"Permanent link"
>
#
</a></h3>
<p>
数据集:Pasacl VOC
&
COCO 2017
</p>
<table>
...
...
@@ -532,6 +652,41 @@
</tr>
</tbody>
</table>
<p>
剪枝前后,模型大小和计算量的变化对比如下:
</p>
<table>
<thead>
<tr>
<th
align=
"center"
>
Model
</th>
<th
align=
"center"
>
baseline FLOPs
</th>
<th
align=
"center"
>
baseline size
</th>
<th
align=
"center"
>
剪枝后 FlOPs
</th>
<th
align=
"center"
>
剪枝后 size
</th>
</tr>
</thead>
<tbody>
<tr>
<td
align=
"center"
>
MobileNet-V1-YOLOv3-VOC
</td>
<td
align=
"center"
>
xx
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
>
xx
</td>
<td
align=
"center"
>
xxM
</td>
</tr>
<tr>
<td
align=
"center"
>
MobileNet-V1-YOLOv3-COCO
</td>
<td
align=
"center"
>
xx
</td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
</tr>
<tr>
<td
align=
"center"
>
R50-dcn-YOLOv3-COCO
</td>
<td
align=
"center"
>
xx
</td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
<td
align=
"center"
></td>
</tr>
</tbody>
</table>
<h3
id=
"23"
>
2.3 图像分割
<a
class=
"headerlink"
href=
"#23"
title=
"Permanent link"
>
#
</a></h3>
<p>
数据集:Cityscapes
</p>
<table>
...
...
@@ -550,6 +705,27 @@
</tr>
</tbody>
</table>
<p>
剪枝前后,模型大小和计算量的变化对比如下:
</p>
<table>
<thead>
<tr>
<th
align=
"center"
>
Model
</th>
<th
align=
"center"
>
baseline FLOPs
</th>
<th
align=
"center"
>
baseline size
</th>
<th
align=
"center"
>
剪枝后 FlOPs
</th>
<th
align=
"center"
>
剪枝后 size
</th>
</tr>
</thead>
<tbody>
<tr>
<td
align=
"center"
>
DeepLabv3+/MobileNetv2
</td>
<td
align=
"center"
>
xx
</td>
<td
align=
"center"
>
xxM
</td>
<td
align=
"center"
>
xx
</td>
<td
align=
"center"
>
xxM
</td>
</tr>
</tbody>
</table>
<h2
id=
"3"
>
3. 蒸馏
<a
class=
"headerlink"
href=
"#3"
title=
"Permanent link"
>
#
</a></h2>
<h3
id=
"31"
>
3.1 图象分类
<a
class=
"headerlink"
href=
"#31"
title=
"Permanent link"
>
#
</a></h3>
<p>
数据集:ImageNet1000类
</p>
...
...
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