Title :
Super-resolution still and video reconstruction from MPEG-coded video
Author :
Altunbasak, Yucel ; Patti, Andrew J. ; Mersereau, Russell M.
Author_Institution :
Sch. of Electr. & Comput. Eng., Georgia Inst. of Technol., Atlanta, GA, USA
fDate :
4/1/2002 12:00:00 AM
Abstract :
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
Keywords :
data compression; image enhancement; image reconstruction; image resolution; image sequences; motion compensation; quantisation (signal); video coding; visual communication; H.263; MPEG-coded video; compressed format; image reconstruction; image sequence; motion compensation; quantization information; resolution enhancement; spatial domain; super-resolution still reconstruction; super-resolution video reconstruction; transform domain; visual communications; Displays; HDTV; Image reconstruction; Image resolution; Signal resolution; Spatial resolution; Strontium; TV; Transform coding; Video compression;
Journal_Title :
Circuits and Systems for Video Technology, IEEE Transactions on