Weighted Intra Prediction for Video Coding Accuracy
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Solution Overview
Problem
Conventional intra prediction methods in video coding, such as H.264/AVC, suffer from reduced accuracy and efficiency due to averaging neighboring block pixels to predict current block pixels, leading to increased difference information and decreased video compression efficiency.
Innovation Solution
An intra prediction apparatus and method that calculates weighted pixel values based on the position of current block pixels in neighboring blocks, using a weighted pixel calculator to derive predicted pixel values, thereby reducing the disparity between original and predicted blocks through variable weighting based on pixel distances.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If conventional intra prediction methods average neighboring block pixels to predict current block pixels, then the prediction process is simple and computationally efficient, but the prediction accuracy decreases and the difference information increases
Solution Approach 1:
The patent applies local quality by using different weights for different neighboring pixels based on their spatial relationship to the current pixel. Specifically, pixels closer to the current pixel are assigned higher weights, while distant pixels receive lower weights. This creates a non-uniform weighting scheme where each pixel's contribution to the prediction is optimized for its local position, thereby improving prediction accuracy without requiring a complete redesign of the prediction framework.
Solution Approach 2:
The patent changes the parameter of pixel weighting from uniform (conventional averaging) to variable/position-dependent weights. By introducing position-based weight parameters, the prediction method adapts to the spatial characteristics of the image data, allowing closer pixels to have greater influence on the prediction. This parameter change directly addresses the accuracy issue while maintaining computational feasibility through systematic weight assignment.
2Productivity
If conventional intra prediction methods use simple averaging of neighboring pixels, then the encoding process is efficient, but the video compression efficiency decreases due to increased difference information
Solution Approach 1:
By applying local quality through position-dependent weighting, the patent reduces the magnitude of difference information between the current block and predicted block. Pixels closer to the current pixel contribute more accurately to the prediction, thereby minimizing the residual error. This leads to better compression efficiency as less information needs to be encoded to represent the differences.
Solution Approach 2:
The patent converts the potentially harmful effect of simple averaging (which creates large prediction errors) into a benefit by systematically introducing position-based weights. What was originally a limitation (simple averaging) is transformed into an opportunity to apply intelligent weighting schemes that exploit spatial correlations in the image data, thereby reducing prediction errors and improving compression performance.
3Measurement precision
If weighted pixel values are calculated based on pixel positions in neighboring blocks, then the prediction accuracy is enhanced, but the computational complexity of the prediction process increases
Solution Approach 1:
The patent implements local quality by calculating weights based on the spatial position of each neighboring pixel relative to the current pixel. This approach focuses computational effort where it is most needed - on pixels that have the greatest influence on the prediction (those closest to the current pixel). The weighting scheme naturally prioritizes computationally important operations while reducing effort on less significant pixels.
Solution Approach 2:
By changing from uniform weighting to position-dependent weighting parameters, the patent improves prediction accuracy through a systematic mathematical approach. The weight parameters are derived from pixel coordinates, creating a consistent and repeatable calculation process that, while more complex than simple averaging, remains computationally tractable through established mathematical operations.
Data Source
AI summary
The present disclosure relates to an intra prediction method and apparatus and an image encoding/decoding method and apparatus using the same. The disclosure provides the intra prediction apparatus that predicts the pixel values of respective pixels in a current block by weight-averaging the pixel values of one or more adjacent pixels in neighboring blocks to the current block according to the distances between each pixel in the current block and the adjacent pixel(s). According to the disclosure, the current block to be encoded can be predicted more accurately so that the encoding efficiency is improved by reducing the difference between the original block and the predicted block, and thereby video compression efficiency can be improved.


