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MobileNets: Open-Source Models for Efficient On-Device Vision

时间:2017-07-29 12:54:54      阅读:223      评论:0      收藏:0      [点我收藏+]

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https://research.googleblog.com/2017/06/mobilenets-open-source-models-for.html

 

 Wednesday, June 14, 2017 
 
技术分享
Example use cases include detection, fine-grain classification, attributes and geo-localization.

Model Checkpoint
Million MACs
Million Parameters
Top-1 Accuracy
Top-5 Accuracy
569
4.24
70.7
89.5
418
4.24
69.3
88.9
291
4.24
67.2
87.5
186
4.24
64.1
85.3
317
2.59
68.4
88.2
233
2.59
67.4
87.3
162
2.59
65.2
86.1
104
2.59
61.8
83.6
150
1.34
64.0
85.4
110
1.34
62.1
84.0
77
1.34
59.9
82.5
49
1.34
56.2
79.6
41
0.47
50.6
75.0
34
0.47
49.0
73.6
21
0.47
46.0
70.7
14
0.47
41.3
66.2
Choose the right MobileNet model to fit your latency and size budget. The size of the network in memory and on disk is proportional to the number of parameters. The latency and power usage of the network scales with the number of Multiply-Accumulates (MACs) which measures the number of fused Multiplication and Addition operations. Top-1 and Top-5 accuracies are measured on the ILSVRC dataset.
 

MobileNets: Open-Source Models for Efficient On-Device Vision

标签:mit   ogre   github   height   points   apt   start   publish   gem   

原文地址:http://www.cnblogs.com/antflow/p/7255109.html

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