项目作者: mmheydari97

项目描述 :
Deep learning presentation materials
高级语言: TeX
项目地址: git://github.com/mmheydari97/deeplearning-presentation.git
创建时间: 2019-04-08T19:42:46Z
项目社区:https://github.com/mmheydari97/deeplearning-presentation

开源协议:Apache License 2.0

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Computer Vision Tasks with Convolutional Neural Networks

This repository contains the slide show of a 45 minutes presentation about advances in computer vision task using CNNs.

Table of contents

Section Description
1 Introduction ConvNet applications in everyday life. Background study of cat’s brain.
2 Important Layers Introducing layers found in a CNN like convolution, pooling, and fully connected layers.
3 CNN Architectures Introducing and comparing AlexNet, VGG, GoogleNet and ResNet.
4 Classification with Localization Define localization as a regression problem. Body pose estimation.
5 Object Detection Introducing RCNN, Fast RCNN, Faster RCNN and Yolo.

You can watch Stanford CS231n lectures to gain deeper insight.

License

This project is licensed under the Apache License 2.0 - see the LICENSE file for details