GitHub 上一些精致且实用的 TensorFlow 项目及相关论文

代码模型 Admin ⋅ 于 3个月前 ⋅ 504 阅读

来源:专知@微信公众号

【导读】Github上有许多成熟的TensorFlow代码和模型,可以直接用于科研和工程中。本文会介绍其中一些与自动问答、机器翻译、目标检测、风格转换等相关的精致且实用的项目。

Seq2Seq Chatbot

200行代码实现的Twitter/Cornell-Movie聊天机器人

项目地址:

https://github.com/tensorlayer/seq2seq-chatbot

相关资料:

Practical-Seq2Seq: http://suriyadeepan.github.io/2016-12-31-practical...
The Unreasonable Effectiveness of Recurrent Neural Networks: http://karpathy.github.io/2015/05/21/rnn-effective...
Understanding LSTM Networks: http://colah.github.io/posts/2015-08-Understanding...

file

运行样例:

Query > happy birthday have a nice day
 > thank you so much
 > thank babe
 > thank bro
 > thanks so much
 > thank babe i appreciate it
Query > donald trump won last nights presidential 
debate according to snap online polls
 > i dont know what the fuck is that
 > i think he was a racist
 > he is not a racist
 > he is a liar
 > trump needs to be president

Domain Transfer Network (DTN)

跨域图像生成,例如输入真人照片,生成卡通头像。

项目地址:

https://github.com/yunjey/domain-transfer-network

相关论文:

《Unsupervised Cross-Domain Image Generation》:https://arxiv.org/abs/1611.02200

file

file

neural-style-tf

利用卷积网络变换图像的风格,将普通图像变为素描、艺术画等。

项目地址:

https://github.com/cysmith/neural-style-tf

参考文章:

《Image Style Transfer Using Convolutional Neural Networks》:http://www.cv-foundation.org/openaccess/content_cv...
《Artistic style transfer for videos》:https://arxiv.org/abs/1604.08610
《Preserving Color in Neural Artistic Style Transfer》:https://arxiv.org/abs/1606.05897

file

darkflow

YOLO目标检测,可以直接导入Darknet的模型。

项目地址:

https://github.com/thtrieu/darkflow

相关论文:

YOLOv1: https://arxiv.org/abs/1506.02640
YOLOv2: https://arxiv.org/abs/1612.08242

file

transformer
论文Attention is All you Need的实现,端到端机器翻译,可以在自己电脑上实现谷歌翻译的功能。

项目地址:

https://github.com/Kyubyong/transformer

相关论文:

《Attention is All you Need》:https://papers.nips.cc/paper/7181-attention-is-all...

file

运行样例(输入德语,翻译得到英语):

source: Sie war eine jährige Frau namens Alex
expected: She was a yearold woman named Alex
got: She was a woman named yearold name

source: Und als ich das hörte war ich erleichtert
expected: Now when I heard this I was so relieved
got: And when I heard that I was an

-END-


推荐文章
10行代码实现目标检测,请收下这份教程

深度学习图像标注工具汇总

微信公众号: 极市平台(ID: extrememart )
每天推送最新CV干货

成为第一个点赞的人吧 :bowtie:
回复数量: 0
暂无回复~
您需要登陆以后才能留下评论!