INTRA PREDICTION OF REGULAR AND NEAR-REGULAR TEXTURES VIA GRAPH-BASED INPAINTING

被引:0
作者
Lu, Wen-Yang [1 ]
Pavez, Eduardo [1 ]
Ortega, Antonio [1 ]
Mukherjee, Debargha [2 ]
Guleryuz, Onur [2 ]
Lu, Keng-Shih [2 ]
机构
[1] Univ Southern Calif, Dept ECE, Los Angeles, CA 90007 USA
[2] Google Inc, Mountain View, CA USA
来源
2022 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP | 2022年
关键词
Video coding; Intra prediction; Inpainting;
D O I
10.1109/ICIP46576.2022.9897909
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Intra prediction is an important technique to improve coding efficiency by exploiting the spatial redundancy present in typical video sequences. In video coding standards such as H.264/AVC, HEVC and VVC, directional predictors are utilized to generate prediction along a single direction within a block to be coded. However, these predictors fail to generate an accurate prediction when the block contains complex patterns such as periodic textures. In this paper, we propose a graph-based inpainting method that can handle both regular and near-regular textures. The proposed inpainting method utilizes a total variation model associated with the Laplacian matrix of a graph, whose edge weights are a function of pixel patch distance. We evaluate the performance of our proposed method as an additional prediction mode combined with the H.264/AVC coding standard. Experimental results show that the proposed method can significantly outperform H.264/AVC predictors in areas with high frequency periodic patterns.
引用
收藏
页码:3526 / 3530
页数:5
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