6 results about "Quantization distortion" patented technology

The application provides a channel estimation method and device of a MIMO system, electronic equipment and a storage medium, and relates to the technical field of wireless communication. The method comprises: inputting a quantized received signal of a receiving end of the MIMO system into a channel estimation model to obtain a predicted channel of the quantized received signal output by the channel estimation model; wherein the channel estimation model is used for denoising and correcting the quantized received signal to obtain a preprocessed quantized received signal; and iteratively calculating the predicted channel according to the preprocessed quantized received signal, an initial virtual angle basis matrix of a transmitting end, an initial virtual angle basis matrix of a receiving end, an initial residual error, an initial channel estimation value and an initial loss value. The application can effectively suppress nonlinear quantization distortion and improve the accuracy of channel estimation by iteratively solving the predicted channel. The statistical characteristics contained in the quantized received signal can be fully tapped by denoising and correcting the quantized received signal, and the quantization error can be eliminated.

This invention discloses an adaptive dual-image reversible information hiding method based on a Sudoku matrix. First, an original carrier image is copied twice, and a Sudoku reference matrix is ​​established. Next, the secret information of the binary random bit string is divided into groups of 6 bits each, and each group is converted into two octal secret numbers. A pair of pixel values ​​from the original carrier image is mapped onto the Sudoku reference matrix, establishing a quantization distortion model. Then, based on the quantization distortion model, the optimal distance threshold and optimal embedding strategy are determined, and two cryptic images are generated. Finally, two receiving ends establish the same Sudoku reference matrix as the sending end, recover the pixel pairs of the original carrier image, traverse all pixel pairs of the cryptic images, and convert the extracted secret numbers into binary bit strings. This invention significantly improves image visual quality, is very simple and practical to operate, and effectively enhances the security of information transmission.

This invention belongs to the field of video coding and image processing technology, specifically relating to a multi-level dual-stream pulse wavelet fusion panoramic video quality enhancement method, comprising the following steps: 1. Acquiring the original high-quality panoramic video image, performing video coding standard compression processing to generate a compressed low-quality panoramic video image; 2. Performing shallow feature extraction and mapping it to a high-dimensional feature space to obtain shallow features; 3. Performing feature splitting, inputting it into the parallel global and local stream branches of the pulse-driven biomimetic quality enhancement model SWFN for feature extraction; 4. Performing channel stitching, using fusion convolution for feature interaction and compensation, and outputting the fused features; 5. Performing residual connection and reconstruction, outputting a quality-enhanced panoramic video frame. This method can more accurately eliminate the block artifacts and quantization distortion caused by VVC coding compression, improving the reconstruction quality of ultra-high-definition panoramic video.

This invention provides an image decoding method, encoding method, and apparatus that solve the problem of large quantization distortion in image encoding and decoding processes. [Solution] An image decoding method, encoding method and apparatus relating to the field of video encoding and decoding. The decoding method includes the steps of: first, analyzing a bitstream to obtain one or more image frames, wherein one image frame includes one or more CUs; ​​second, determining a plurality of QP values ​​for the one image frame, wherein one CU includes a plurality of QGs, and one QG corresponds to one QP value; and finally, decoding the one image frame based on the plurality of QP values.

The application provides a multi-analog-to-digital converter branch terahertz single-bit quantization communication signal detection method, relates to the technical field of communication, and comprises the following steps: S1, a terahertz single-bit quantization communication system with a plurality of analog-to-digital converter branches is constructed; the analog-to-digital converter branch comprises a phase rotation module and an analog-to-digital converter connected in sequence; and the phase rotation modules of different analog-to-digital converter branches have different phase rotation angles; S2, a vector-valued factor graph is used to represent the communication system; S3, vector approximation message passing is performed on the vector-valued factor graph, and estimation of a noiseless received signal is iteratively calibrated, so that detection of a transmitted symbol is finally realized. The application can realize reliable signal detection under the influence of single-bit quantization distortion and effectively improve detection performance.

This invention relates to the field of speech signal processing technology and discloses a voiceprint recognition processing method for dispatching telephone calls. The method includes: acquiring digital speech signals from dispatching calls and converting them into frequency domain acoustic feature sequences; statistically aggregating and generating hybrid feature vectors using a deep neural network model; calculating the spectral entropy values ​​of each frequency band and constructing a feature weight matrix; performing weighted multiplication on the hybrid feature vectors using the weight matrix to obtain a weighted voiceprint vector; constructing an orthogonal projection operator using a preset channel subspace basis vector set; performing matrix multiplication on the weighted voiceprint vector and the orthogonal projection operator, filtering out channel projection components while using weight distribution to block the spread of high spectral entropy frequency band noise, resulting in a decoupled voiceprint vector; calculating similarity and outputting instructions. This invention solves the feature manifold shrinkage problem caused by nonlinear quantization distortion through the synergy of spectral entropy physical gating and algebraic geometric projection.