WEIGHTED WAVELET-BASED SPECTRAL-SPATIAL TRANSFORMS FOR CFA-SAMPLED RAW CAMERA IMAGE COMPRESSION CONSIDERING IMAGE FEATURES

被引:3
作者
Huang, Liping [1 ]
Suzuki, Taizo [2 ]
机构
[1] Univ Tsukuba, Grad Sch Sci & Technol, Tsukuba, Ibaraki, Japan
[2] Univ Tsukuba, Fac Engn Informat & Syst, Tsukuba, Ibaraki, Japan
来源
2022 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP) | 2022年
关键词
Color filter array; raw camera image; lossless and lossy compression; spectral-spatial transforms; wavelet transforms; LOSSLESS COMPRESSION;
D O I
10.1109/ICASSP43922.2022.9747874
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
To efficiently compress raw camera images captured using a color filter array (CFA-sampled raw images), wavelet-based spectral-spatial transforms (WSSTs) that change a CFA-sampled raw image from an RGB color space into a decorrelated color space have been presented. This study introduces weighted WSSTs (WWSSTs) that work especially for the CFA-sampled raw images with many edges well. The WWSSTs are obtained by considering that each predict step of the conventional WSSTs is constructed by a combination of two 1-D diagonal transforms and by weighting them along the edge directions in the images. The experiments at JPEG 2000-based lossless and lossy compression basically show that compared with the WSSTs, our WSSTs improve the results for the images with many edges by about 0.04 bpp in LBRs, 2.10 [%] in BD-rates, and 0.12 dB in BD-PSNRs while keeping the compression efficiency for the general images.
引用
收藏
页码:1850 / 1854
页数:5
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