Hybrid video coding based on bidimensional matching pursuit
EURASIP Journal on Applied Signal Processing
Subjective impression of variations in layer encoded videos
IWQoS'03 Proceedings of the 11th international conference on Quality of service
Efficient coding scheme of displaced frame difference
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 2
MMM'07 Proceedings of the 13th international conference on Multimedia Modeling - Volume Part I
Statistical and signal-based network traffic recognition for anomaly detection
Expert Systems: The Journal of Knowledge Engineering
Online Dictionary Learning Based Intra-frame Video Coding
Wireless Personal Communications: An International Journal
Hi-index | 0.00 |
We have shown in previous works that overcomplete signal decomposition using matching pursuits is an efficient technique for coding motion-residual images in a hybrid video coder. Others have shown that alternate basis sets may improve the coding efficiency or reduce the encoder complexity. In this work, we introduce for the first time a design methodology which incorporates both coding efficiency and complexity in a systematic way. The key to the method is an algorithm which takes an arbitrary 2-D dictionary and generates approximations of the dictionary which have fast two-stage implementations according to the method of Redmill et al. (see Proc. IEEE Int. Conf. Image Processing, p.769-773, 1998). By varying the quality of the approximation, we can explore a systematic tradeoff between the coding efficiency and complexity of the resulting matching pursuit video encoder. As a practical result, we show that complexity reduction factors of up to 1000 are achievable with negligible coding efficiency losses of about 0.1-dB PSNR