Super-resolution still and video reconstruction from MPEG-coded video

被引:68
作者
Altunbasak, Y [1 ]
Patti, AJ
Mersereau, RM
机构
[1] Georgia Inst Technol, Sch Elect & Comp Engn, Ctr Signal & Image Proc, Atlanta, GA 30332 USA
[2] Liberate Technol, Redwood Shores, CA 94065 USA
基金
美国国家科学基金会;
关键词
constrained optimization; image reconstruction; MAP; POCS; resolution enhancement; super-resolution; transform-domain restoration; video quality;
D O I
10.1109/76.999200
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
There are a number of useful methods for creating high-quality video or still images from a lower quality video source. The best of these involve motion compensating a number of video frames to produce the desired video or still. These methods are formulated in the space domain and they require that the input be expressed in that format. More and more frequently, however, video sources are presented in a compressed format, such as MPEG, H.263, or DV. Ironically, there is important information in the compressed domain representation that is lost if the video is first decompressed and then used with a spatial-domain method. In particular, quantization information is lost once the video has been decompressed. Here, we propose a motion-compensated, transform-domain super-resolution procedure for creating high-quality video or still images that directly incorporates the transform-domain quantization information by working with the compressed bit stream. We apply this new formulation to MPEG-compressed video and demonstrate its effectiveness.
引用
收藏
页码:217 / 226
页数:10
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