Tue, 30 Jan 2007
SRC Comparison.
One of my Free Software projects is Secret Rabbit Code, aka libsamplerate, aka the Rabbit, a library for performing sample rate conversion (Wikipedia) on audio signals. Recently, a company in Canada did a comparison of a number sample rate converters in professional audio software and also included the Rabbit in that test.
The tests were carried out by generating a input signal at a sampling rate of 96 kHz, configuring each sample rate converter to to do a conversion from 96 kHz input sample rate to 44.1 kHz output sample rate and passing the input signal through each converter and capturing each converter's output. The input test signal was a sine wave which sweeps from a low frequency of about 100 Hz at the start to a frequency of 44.1 kHz at the end. Finally, a spectrogram is then generated from each output signal.
The spectrogram of the output of Secret Rabbit Code's Best Sinc converter looks like this:
The spectrogram shows time in seconds along the x-axis and frequency in Hertz along the y-axis. The colour indicates the signal strength at each point in time and frequency, with white being the strongest signal (0 decibels) and black being the weakest signal (-180 decibels).
The tricky thing about the sample rate conversion process is that for any given sample rate fs, the highest frequency signal that can be correctly represented is at fs/2. When sample rate converting from 96 kHz to 44.1 kHz, all frequencies above half of the destination sample rate must be removed during the conversion process. Failure to do so will result in audio distortion and noise in the output signal.
Looking at the spectrogram of the Rabbit's output, its easy to see that the the main sweep (in bright white) clearly goes from some low frequency at the start to 22.05 kHz (half of the output sample rate) at 5 seconds. After about 5 seconds, the input signal's sine wave frequency goes above half the destination sample rate and the Rabbit does the correct thing and almost completely removes it.
The rest of the colour in the spectrogram is an artifact of the conversion process but by referencing the colour scale, its possible to confirm that all of these artifacts are 100 decibels below the level of the main signal. Ideally they shouldn't be there at all, but if they are the should be as low as possible.
Anyone who has read this far can now go to the comparison page pick any two converters and compare them. They can also confirm for themselves that although the Rabbit (Best Sinc) wasn't the best converter among the ones tested (that award would have to go to r8brain and iZotope), it certainly didn't disgrace itself either. A number of the commercial converters in expensive software packages (like Sony Vegas and Digital Performer) didn't perform all that well in comparison.
The good news is that the existence of commercial closed source converters that are better than the Rabbit gives me some incentive to come up with a better converter for inclusion in the Rabbit.
Posted at: 23:18 | Category: CodeHacking/SecretRabbitCode | Permalink