GAN API Lab / category collection

Video & audio

Think in sequences, not isolated samples. Read about video continuations and speech waveforms with explicit timing, component boundaries, and end-to-end evaluation. A strong still frame or a pleasant sentence is only one part of a useful temporal workflow.

For video, start by defining the observed context and prediction horizon. For speech, identify the text, acoustic, and waveform stages. In both cases, test realistic sequence lengths, inspect continuity, and measure the complete delivery path rather than borrowing a benchmark from an unrelated configuration.

02 guides in this collection

Text-to-Speech GAN APIs: Where the Vocoder Fits

Connect text processing, acoustic modeling, and waveform synthesis without confusing a GAN vocoder with a complete speech system.

Read the guide

Video Prediction GANs: Evaluate Possible Futures, Not Certainty

Define context, prediction horizons, temporal baselines, and sampling rules for a more inspectable video prediction workflow.

Read the guide