How do I implement a latent space interpolation to generate smooth transitions between generated outputs

Question

With the help of code examples, can you explain how I implement latent space interpolation to generate smooth transitions between generated outputs?

Answer 1

To implement latent space interpolation for smooth transitions between generated outputs, you can linearly interpolate between two latent vectors and pass the interpolated points through the generator. 

Here is the code example you can refer to:

In the above code, we are using the following key steps:

• Linear Interpolation: Use z1 * (1 - t) + z2 * t for interpolation.
• Smooth Transitions: Evaluate generator on interpolated latent vectors.
• Visualization: Use the generated outputs to visualize transitions, e.g., plot or animate them.

Hence, by referring to the above, you can implement a latent space interpolation to generate smooth transitions between generated outputs