Title :
Rate-distortion optimized quantization in multistage audio coding
Author :
Vafin, Renat ; Kleijn, W. Bastiaan
Author_Institution :
Dept. of Signals, R. Inst. of Technol., Tallinn, Estonia
Abstract :
In this work, we develop a new method for quantization in multistage audio coding. Given a (perceptual) distortion measure and a bit-rate constraint, we analytically derive the optimal rate distribution between subcoders (stages) and the corresponding optimal quantizers using high-rate theory. The analytical solutions for optimal quantizers allow a coder to easily adapt to changes in bit-rate requirements. As an illustration of the new method, we consider quantization in a two-stage sinusoidal/waveform coder that is a widely used combination in audio coding. We show that at low total rates most of the rate should be assigned to the sinusoidal (model-based, subspace) subcoder, while at high total rates most of the rate should be assigned to the waveform (full-space) subcoder. We compare the new method to a reference quantization method that does not use rate-distortion optimization. A significantly higher performance of the new method is shown by means of a listening test.
Keywords :
audio coding; quantisation (signal); rate distortion theory; bit-rate constraint; high-rate theory; listening test; multistage audio coding; rate-distortion optimized quantization; subcoders; two-stage sinusoidal-waveform coder; Audio coding; Constraint theory; Discrete cosine transforms; Distortion measurement; Optimization methods; Quantization; Rate-distortion; Sensor systems; Speech enhancement; Testing; Audio coding; high-rate theory; modified discrete cosine transform (MDCT); multistage coding; quantization; rate-distortion optimization; sinusoidal coding; waveform coding;
Journal_Title :
Audio, Speech, and Language Processing, IEEE Transactions on
DOI :
10.1109/TSA.2005.854104