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examples/data
examples/data
 
 
ext
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notebook
notebook
 
 
scripts
scripts
 
 
videopred
videopred
 
 
.gitignore
.gitignore
 
 
README.md
README.md
 
 
convlstm_train.py
convlstm_train.py
 
 
convlstm_train_facebook_segmpred.py
convlstm_train_facebook_segmpred.py
 
 
convlstm_train_vpn_mnist.py
convlstm_train_vpn_mnist.py
 
 
keras_convlstm_vpn_mnist_train.py
keras_convlstm_vpn_mnist_train.py
 
 
kitti_data_test.py
kitti_data_test.py
 
 
kitti_like_data_process.py
kitti_like_data_process.py
 
 
kitti_like_data_process_facebook_segmpred_org.py
kitti_like_data_process_facebook_segmpred_org.py
 
 
kitti_like_data_process_using_segmpred.py
kitti_like_data_process_using_segmpred.py
 
 
moving_mnist_test.py
moving_mnist_test.py
 
 
pred_segm_lstm_train.py
pred_segm_lstm_train.py
 
 
prednet_convlstmcell_test.py
prednet_convlstmcell_test.py
 
 
prednet_prednet_test.py
prednet_prednet_test.py
 
 
prednet_train_test.py
prednet_train_test.py
 
 
prednet_train_vpn_mnist.py
prednet_train_vpn_mnist.py
 
 
segmpred_data_extract.py
segmpred_data_extract.py
 
 
video_prednet_like_data_process.py
video_prednet_like_data_process.py
 
 

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videopred

video prediction algorithms

这个仓库旨在实现常用的视频预测算法，主要参考如下：

视频预测相关论文

Prediction Under Uncertainty with Error-Encoding Networks EEN

网络实现

数据集实现

  • Moving MNIST
  • UCF101
  • ...

依赖

  • pytorch
  • ...

数据

用法

可视化

visdom

# 在tmux或者另一个终端中开启可视化服务器visdom
python -m visdom.server
# 然后在浏览器中查看127.0.0.1:9097

训练

# 训练模型
python train.py

校验

# 校验模型
python validate.py

测试

# 测试模型
python test.py

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Common Video Prediction Architectures

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deep-learning video-prediction-models

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