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awesome-of-time-series-augmentation
A curated list of time series augmentation resources.
https://github.com/zzw-zwzhang/awesome-of-time-series-augmentation
Last synced: 6 days ago
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Table of Contents
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2021
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2020
- Conditional GAN for timeseries generation
- Evaluation of Conditional Recurrent Generative Adversarial Networks for Multivariate Time-Series Augmentation
- Generation of Synthetic Financial Time-Series with Generative Adversarial Networks
- Medical Time-Series Data Generation using GenerativeAdversarial Networks
- End-to-End Differentiable GANs for Text Generation
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2019
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2018
- Multi-Step Time Series Generator for Molecular Dynamics
- T-CGAN: Conditional Generative Adversarial Network for Data Augmentation in Noisy Time Series with Irregular Sampling
- Real-valued (Medical) Time Series Generation with Recurrent Conditional GANs
- Generative Adversarial Network for Synthetic TimeSeries Data Generation in Smart Grids
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2017
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2016
- Data Augmentation for Time Series Classification using Convolutional Neural Networks - W | `T` | [PyTorch(Author)]() | |
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Previous Venues
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arXiv
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Awesome Surveys
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Awesome Blogs
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arXiv
- 面向深度学习的时间序列数据扩充研究综述
- GAN在自然语言处理方面有哪些有趣的文章和应用？
- 生成式对抗网络GAN有哪些最新的发展，可以实际应用到哪些场景中？
- Role of RL in Text Generation by GAN (强化学习在生成对抗网络文本生成中扮演的角色)
- Data Augmentation 技术调研
- Synthetic Time-Series Data: A GAN approach
- Time Series Forecasting with Recurrent Neural Networks
- Generating Synthetic Sequential Data using GANs
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Awesome Videos
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Related Codebase
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Vision
- DAGAN
- Data Augmentation GAN in PyTorch
- Data Augmentation optimized for GAN (DAG) - Official implementation
- Data-Efficient GANs with DiffAugment
- StyleGAN2 with adaptive discriminator augmentation (ADA) — Official TensorFlow implementation
- Semantic preserving image-to-image translation
- Resources and Implementations of Generative Adversarial Nets: GAN, DCGAN, WGAN, CGAN, InfoGAN
- InfoGAN-TensorFlow
- InfoGAN-PyTorch
- infoGAN-pytorch
- Progressive InfoGAN
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Time-Series
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Related Papers
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Vision-GAN
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Vision-Augmentation
- Training Generative Adversarial Networks with Limited Data
- Effective Data Augmentation with Multi-Domain Learning GANs
- On Data Augmentation for GAN Training
- Progressive Augmentation of GANs
- A survey on Image Data Augmentation for Deep Learning
- Data Augmentation Generative Adversarial Networks
- The Effectiveness of Data Augmentation in Image Classification using Deep Learning
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Vision-Translation
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Language-GAN
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Programming Languages
Categories
Sub Categories
Keywords
tensorflow
3
generative-adversarial-network
3
data-augmentation
2
gan
2
pytorch
2
synthetic-data
2
finance
2
time-series
2
biggan
1
cyclegan
1
dag
1
data-efficient
1
gans
1
image-generation
1
neurips-2020
1
python
1
algorithmic-trading
1
machine-learning
1
adverserial
1
model-validation
1
multivariate-data
1
multivariate-timeseries
1
similarity-measures
1
simulation
1
stress-test
1
synthetic-dataset-generation
1