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Image net classification with deep convolutional neural networks
1.
ImageNet Classification with Deep
Convolutional Neural Networks Feb 13, 2021 HeeDae Kwon
2.
Contents 1. Introduction 2. The
dataset 3. Methods 4. result
3.
Introduction - Collect large
date => => - Learn model powerfoul models => Methods - Use better techniques => Methods
4.
The Dataset
5.
Method Overall structure
6.
Method - faster than
sigmoid , tanH ReLU
7.
Method GTX580 x 2 1.2millions Local
Response Normalization Training on Multiple GPU
8.
Method • Overlapping Pooling
9.
Method 256x256 => 224x224 Altering
intensity RGB Channels Data augmentation
10.
Method Dropout
11.
Details of learning Batch
size = 128 exmples Momentum = 0.9 Weight decay = 0.0005 Learning rate = 0.01
12.
Results
13.
• 감사합니다
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