It is well known that tile-boundary artifacts occur in wavelet-based lossy image coding. However, until now, their cause has not been understood well. In this paper, we show that boundary artifacts are an inescapable consequence of the usual methods used to choose tile size and the type of symmetric extension employed in a wavelet-based image decomposition system. This paper presents a novel method for reducing these tile-boundary artifacts. The method employs odd tile sizes (2N + 1 samples) rather than the conventional even tile sizes (2N samples). It is shown that, for the same bit rate, an image compressed using an odd tile length low-pass first (OTLPF) convention has significantly less boundary artifacts than an image compressed using even tile sizes. The OTLPF convention can also be incorporated into the JPEG 2000 image compression algorithm using extensions defined in Part 2 of this standard.

In this paper, we present a multisensor surveillance system that consists of an optical sensor and an infrared sensor. In this system, a background subtraction method based on zero-order statistics is utilized for the moving object segmentation. Additionally, we propose a generic approach to simultaneous object tracking and multisensor image registration. An efficient face detection system is shown as an application that will have enhanced performance from the registration and fusion of the information from the two sensors. Experimental results show the efficacy of the proposed system.

It is well known that tile boundary artefacts occur in wavelet-based lossy image coding. However, until now, their cause has not been well understood. We show that boundary artefacts are an intrinsic feature associated with the common method used to choose the tile size and the type of symmetric extension employed in wavelet-based image decomposition. A novel method of reducing tile boundary artefacts is presented. This method has recently been adopted as part of the JPEG 2000 verification model. In this technique, odd tile sizes of 2/sup N/+1 are chosen rather than the conventional even tile sizes of 2/sup N/. We show that, for the same bit-rate, an image compressed using odd tile length and low pass first convention (OTLPF) has significantly fewer boundary artefacts than an image compressed using even tile sizes.