A guide to convolution arithmetic for deep learning
Authors: Vincent Dumoulin and Francesco Visin
Link: https://arxiv.org/abs/1603.07285
Github: https://github.com/vdumoulin/conv_arithmetic
Presenter: Johnson
Nov. 18th, 2017
Outline
• Review of Convolutional Neural Networks
• Back-propagation in Convolutional Neural Networks
•
Introduction to AlexNet, VGG, GoogLeNet and ResNet
• More on Convolution Arithmetic
2
Convolutional Neural Networks
• CNN is everywhere in computer vision
• Object classification
• Object tracking
•
Image captioning
Image retrieval
Image segmentation
•
•
• Style transfer
• ……
3
Convolutional Neural Networks
4
Convolutional Neural Networks
5
Convolutional Neural Networks
6
Convolutional Neural Networks
7
Convolutional Neural Networks
8