Frequency domain filtering involves transforming a signal into its frequency components using a Fourier transform, manipulating these components to achieve desired effects, and then transforming it back to the time domain. This approach is particularly effective for tasks like noise reduction, signal enhancement, and feature extraction, as it allows for precise control over specific frequency bands.