Compressive sensing with joint signal compression and quality control
An encoder determines a compression ratio for compressive sensing and a quantization level used to quantize a media signal based on a target indicator. The encoder accesses compressive sensing measurements performed using the compression ratio and quantizes the compressive sensing measurements based on the quantization level. A decoder receives a compressed signal generated from the signal acquired by the signal acquisition device using the compression ratio and the quantization level. The decoder also receives information indicating the compression ratio or the quantization level. The decoder decompresses the compressed signal based on the compression ratio and the quantization level.
1. A method comprising:
receiving a compressed signal generated from a media signal using a compression ratio for compressive sensing and a quantization level used to quantize compressive measurements of the media signal, wherein the compression ratio and the quantization level are determined based on a target indicator and based on a functional relationship between the quantization level and a number of the compressive measurements of the media signal;
receiving information indicating at least one of the compression ratio or the quantization level; and
decompressing the compressed signal based on the compression ratio and the quantization level.
2. The method of claim 1 , wherein:
the functional relationship specifies that one of a product and a quotient of the quantization level, and
the functional relationship specifies that a number of the compressive sensing measurements is equal to a constant.
3. The method of claim 1 , wherein decompressing the compressed signal comprises:
applying channel decoding to the compressed signal to form a quantized signal;
dequantizing the quantized signal to generate a dequantized signal; and
performing compressive sensing reconstruction on the dequantized signal to generate a decompressed signal.
4. A decoder comprising:
a transceiver to receive a compressed signal generated from a media signal using a compression ratio for compressive sensing and a quantization level used to quantize compressive measurements of the media signal, wherein the compression ratio and the quantization level are determined based on a target indicator and based on a functional relationship between the quantization level and a number of the compressive measurements of the media signal,
the transceiver to receive information indicating at least one of the compression ratio and the quantization level; and
a processor to decompress the compressed signal based on the compression ratio and the quantization level.
5. The decoder of claim 4 , wherein:
the functional relationship specifies one of a product and a quotient of the quantization level, and
the functional relationship specifies that the compression ratio is equal to a constant.
6. The decoder of claim 4 , wherein the processor is further configured to:
apply channel decoding to the compressed signal to form a quantized signal;
dequantize the quantized signal to generate a dequantized signal; and
perform compressive sensing reconstruction on the dequantized signal to generate a decompressed signal.
7. A non-transitory computer-readable medium embodying programmed instructions which, when executed by at least one processor, directs the at least one processor to:
receive a compressed signal generated from a media signal using a compression ratio for compressive sensing and a quantization level used to quantize compressive measurements of the media signal, wherein the compression ratio and the quantization level are determined based on a target indicator and based on a functional relationship between the quantization level and a number of the compressive measurements of the media signal;
receive information indicating at least one of the compression ratio and the quantization level; and
decompress the compressed signal based on the compression ratio and the quantization level.
8. The non-transitory computer-readable medium of claim 7 , wherein:
the functional relationship specifies one of a product and a quotient of the quantization level, and
the functional relationship specifies that the compression ratio is equal to a constant.
9. The non-transitory computer-readable medium of claim 7 , wherein the programmed instructions further directs the at least one processor to:
apply channel decoding to the compressed signal to form a quantized signal;
dequantize the quantized signal to generate a dequantized signal; and
perform compressive sensing reconstruction on the dequantized signal to generate a decompressed signal.