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Deep learning classification network -- zfnet
2022-07-06 20:09:00 【occasionally.】
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Preface
ZFNet In this paper motivation There are two points :
- Why does deep neural network perform well ?
- How to improve the network ?
The author passes Deconvnet To visualize the characteristic map of each layer of the deep neural network , And according to this, we can pertinently treat AlexNet Improvement , made 2013 year ImageNet The champion of the classification challenge .
1. Network structure
On the basis of visual feature map , The author of ALexNet Two changes have been made :
- The size of the first convolution is determined by 11×11 Change it to 7×7
- The first convolution stride from 4 Change it to 2
Of course , The author's modification is not fabricated out of thin air , But there is evidence to rely on , This basis is the visualization result of the feature map .
2. The main points of
Deconvnet Visualization methods
Characteristics of each layer of the network
Feature learning process of network layers
Improve network structure according to feature visualization
Feature invariance
Occlusion sensitivity
Reference material
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