Research map / Image generation / Autoregressive and latent generation
Autoencoder Image Interpolation by Shaping the Latent Space
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| Use adversarial, cycle-consistency, and smoothness regularization with latent linear interpolation | Autoencoder interpolation · COIL-100 | interpolated-image MSE | Helped |
| Use adversarial, cycle-consistency, and smoothness regularization with latent linear interpolation | Autoencoder interpolation · Synthetic pole dataset | interpolation smoothness | Helped |
| Add the discriminator (ablation) | AEAI · COIL-100 | interpolated-image MSE | Helped |
| Add cycle-consistency loss (ablation) | AEAI · COIL-100 | interpolated-image MSE | Helped |
| Add smoothness loss (ablation) | AEAI · COIL-100 | interpolated-image MSE | Helped |
| Add cycle-consistency loss (ablation) | AEAI · COIL-100 | interpolation smoothness | Helped |
| Add discriminator (ablation) | AEAI · COIL-100 | interpolation faithfulness | Helped |
| Add smoothness loss (ablation) | AEAI · COIL-100 | interpolation smoothness | Helped |
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