An advanced analytical audit system evaluating acoustic properties, internal neural activations, and structural resilience boundaries.
Inject environmental noise shifts or apply time masking to visually monitor model boundary stability.
The localized heat overlay highlights exactly where the CNN weights found descriptive spectral energy patterns to confirm the predicted class.