What’s the best method to evaluate audio generation quality?

Ask any question about AI Audio here... and get an instant response.

Post this Question & Answer:

What’s the best method to evaluate audio generation quality?

Asked on Oct 21, 2025

Answer

Evaluating audio generation quality involves assessing both technical and perceptual aspects of the generated audio. This process can be done using a combination of objective metrics and subjective listening tests to ensure the audio meets desired standards.

Example Concept: Audio generation quality can be evaluated using objective metrics such as Signal-to-Noise Ratio (SNR), Perceptual Evaluation of Speech Quality (PESQ), and Short-Time Objective Intelligibility (STOI). Additionally, subjective listening tests, where human listeners rate the naturalness, clarity, and emotional expression of the audio, provide valuable insights into the perceptual quality. Combining these methods offers a comprehensive assessment of audio quality.

Additional Comment:

Objective metrics provide quantifiable data but may not fully capture human perception nuances.
Subjective tests should involve diverse listeners to account for varied perceptions and biases.
Regularly update evaluation criteria to align with advancements in AI audio technologies.

✅ Answered with AI Audio best practices.

Ask any question about AI Audio here... and get an instant response.