SongDark / timeseries_cgan

Generate temporal sequence using CGAN, implemented in TensorFlow.

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CGAN for temporal series generation

Introduction

Generate timeseries under the control of label.

Dependencies

  • Tensorflow

Usage

    python cgan.py

Datasets

Name Link Class Dimension Train Size Test Size Truncated
CharacterTrajectories Download 20 3 1422 1436 182

Generate npz file

Unzip CharacterTrajectories.zip at data/CharacterTrajectories, then run dataprocess.py.

    python dataprocess.py

Generated Sequences

part Epoch 0 Epoch 200 Epoch 500
part 1
part 2

Loss

About

Generate temporal sequence using CGAN, implemented in TensorFlow.


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