Link of the Paper: https://arxiv.org/abs/1711.09151

Motivation:

• LSTM units are complex and inherently sequential across time.
• Convolutional networks have shown advantages on machine translation and conditional image generation.

Innovation:

• The authors develop a convolutional ( CNN-based ) image captioning method that shows comparable performance to an LSTM based method on standard metrics.

　　　　

• The authors analyze the characteristics of CNN and LSTM nets and provide useful insights such as -- CNNs produce more entropy ( useful for diverse predictions ), better classification accuracy, and do not suffer from vanishing gradients.

Improvement:

• Improved performance with a CNN model that uses Attention Mechanism to leverage spatial image features.

General Points:

• Image Captioning is applicable to virtual assistants, editing tools, image indexing and support of the disabled.
• Image Captioning is a basic ingredient for more complex operations such as storytelling and visual summarization.
• An illustration of a classical RNN architecture for image captioning is provided below.

最新文章

1. Spark代码调优（一）
2. C++中new的解说
3. C# 方法调用的切换器 Update 2015.02.02
4. B2车
5. OBJECT ARX 添加标注样式
6. Javascript进阶篇——( JavaScript内置对象---下)--Math对象---笔记整理
7. C#获得命令提示符输出
8. B - 最大报销额
9. IE6,IE7,IE8下报JS错误:expected identifier, string or number的原因及解决的方法
10. apollo实现c#与android消息推送(二)
11. python正则表达式re模块详细介绍
12. JS获取滚动条距离顶部高度
13. avcodec_decode_video2()解码视频后丢帧的问题解决
14. 最近公共祖先(LCA)的三种求解方法
15. Python学习之旅（十八）
16. HTML中body与html的关系
17. html----常见的标签
18. centos安装angr
19. 项目中jsp的存放
20. 024-linux中动态库libXXX.so

热门文章

1. python中 的继承
2. 集合栈计算机(The SetStack Computer, ACM/ICPC NWERC 2006,Uva12096)
3. Eclipse切换字体颜色
4. jQuery表单验证的几种方法
5. css 浮动说明
6. Java : Netty 入门案例
7. mysql 主主架构，多入口 互为备份
8. linux操作之软件安装(二)(源码安装)
9. Invoice Helper
10. 为什么我要放弃javaScript数据结构与算法（第十章）—— 排序和搜索算法