Time-series Generation on Sines
0.495Discriminative ScoreT-Forcing
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| T-ForcingGeneration Mode=Unconstrained2023.07 | 0.495 | — | 0.15 | |
| P-ForcingGeneration Mode=Unconstrained2023.07 | 0.43 | — | 0.116 | |
| COT-GAN2022.05 | 0.302 | 0.016 | — | |
| WaveGANGeneration Mode=Unconstrained2023.07 | 0.277 | — | 0.134 | |
| C-RNN-GAN2022.05 | 0.274 | 0.017 | — | |
| P-Forcing2022.05 | 0.253 | 0.014 | — | |
| TimeGAN2022.05 | 0.231 | 0.024 | — | |
| C-RNN-GANGeneration Mode=Unconstrained2023.07 | 0.229 | — | 0.127 | |
| RCGAN2022.05 | 0.174 | 0.012 | — | |
| TsT-GANConfiguration=- MM2022.05 | 0.166 | 0.009 | — | |
| WaveNetGeneration Mode=Unconstrained2023.07 | 0.158 | — | 0.117 | |
| TsT-GANConfiguration=- Embedding2022.05 | 0.145 | 0.009 | — | |
| TsT-GANConfiguration=Base2022.05 | 0.113 | 0.01 | — | |
| TsT-GANConfiguration=- MM + Auto2022.05 | 0.029 | 0.008 | — | |
| TsT-GANConfiguration=- ML2022.05 | 0.028 | 0.008 | — | |
| TsT-GANConfiguration=Full2022.05 | 0.026 | 0.008 | — | |
| RCGANGeneration Mode=Unconstrained2023.07 | 0.022 | — | 0.097 | |
| COPGeneration Mode=Unconstrained2023.07 | 0.02 | — | 0.095 | |
| DiffTimeGeneration Mode=Unconstrained2023.07 | 0.013 | — | 0.093 | |
| GT-GANGeneration Mode=Unconstrained2023.07 | 0.012 | — | 0.097 | |
| TimeGANGeneration Mode=Unconstrained2023.07 | 0.011 | — | 0.093 | |
| OriginalData=Original Data2022.05 | — | 0.009 | — | |
| OriginalGeneration Mode=Ground Truth2023.07 | — | — | 0.094 |