Presented paper is devoted to the application of Karhunen-Loève transform (KLT) for compression and to study of KLT impact on the image distortion in astronomy. This transform is an optimal fit for images with Gaussian probability density function in order to minimize the root mean square error (RMSE). The main part of the encoder is proposed in relation to statistical image properties. Selected astronomical image processing algorithms are used for the encoder testing. The astrometry and point spread function distortion are selected as the most important criteria. The results are compared with JPEG2000 standard. The KLT encoder provides better results from the RMSE point of view. These results are promising and show the novel approach to th...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
This paper deals with a compression of image data in applications in astronomy. Astronomical images ...
This paper deals with a compression of image data in applications in astronomy. Astronomical images ...
This paper deals with the influence of lossy compression algorithms on the deformation of the point ...
This paper deals with the influence of lossy compression algorithms on the deformation of the point ...
The goal of this paper is to present and compare a range of powerful compression methods (fractal, w...
We compare a range of powerful compression methods – fractal, wavelets, pyramidal median, JPEG – wi...
It is well known that images are usually stored and transmitted in the compressed form to save memor...
Transform-based lossy compression has a huge potential for hyperspectral data reduction. In this pap...
The fast KL transform algorithm was applied for data compression of a set of four ERTS multispectral...
We examine the rate-distortion performance and computational complexity of linear transforms for los...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
This paper deals with a compression of image data in applications in astronomy. Astronomical images ...
This paper deals with a compression of image data in applications in astronomy. Astronomical images ...
This paper deals with the influence of lossy compression algorithms on the deformation of the point ...
This paper deals with the influence of lossy compression algorithms on the deformation of the point ...
The goal of this paper is to present and compare a range of powerful compression methods (fractal, w...
We compare a range of powerful compression methods – fractal, wavelets, pyramidal median, JPEG – wi...
It is well known that images are usually stored and transmitted in the compressed form to save memor...
Transform-based lossy compression has a huge potential for hyperspectral data reduction. In this pap...
The fast KL transform algorithm was applied for data compression of a set of four ERTS multispectral...
We examine the rate-distortion performance and computational complexity of linear transforms for los...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...
International audienceIt is well known in transform coding, that the Karhunen-Loève transform (KLT) ...