Learn how uniform and non-uniform quantization affect the quality and efficiency of digital signal processing (DSP), and how to choose the best method for your application.

MATLAB PCM System Simulator demonstrating digital signal processing fundamentals. Features sampling, quantization (uniform/μ-law), multiple encoding schemes, and signal reconstruction. Includes ...

Uniform quantizer, where the user specifies the number of levels, L, the peak quantization level,mp, and whether the quantizer in mid-rise or mid-tread Non-Uniform µ-Law quantizer, where the user ...

Scalar quantization is widely used in modern lossy data compression systems based on artificial neural networks. It allows for discretization of continuous outputs of neural layers, enabling the use ...

Their method reduces the LLaMA-7B model’s perplexity at 3-bit precision from 28.26 with uniform quantization to 7.75 on the C4 dataset, ... These outliers likewise impact their non-uniform ...