Code Monkey home page Code Monkey logo

saconvsltm's Introduction

overview

  • Self-Attention ConvLSTM for Spatiotemporal Prediction
  • SaConvSTLM described in this paper
  • test on MovingMNIST dataset

project structure

  • load_data.py

    包含用于下载数据集、对数据集进行预处理和保存预测图片到文件夹的实用函数

  • ConvSTLM_main.py

    使用 ·tensorflow.keras.layers.ConvLSTM2D 搭建的网络模型及其训练测试

  • SaConvSTLM.py

    基于tensorflow实现了cell SaConvLSTM2DCell和 layer SaConvLSTM2D，layerSaConvLSTM2D可以直接作为模型中的一个 layer 使用

  • SaConvSTLM_main.py

    使用 自定义的SaConvLSTM层搭建的网络模型及其在MovingMNIST 上的训练测试

    模型结构

    SaConvLSTM_model_structure

SaConvLSTM structure

  • described in this paper

  • overall pattern

    image-20210317231218553

  • self_attention memory module

    image-20210317231301247

saconvsltm's People

Contributors

youyi-zhang-o avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.