The invention relates generally to the processing of video compression, and more particularly to problems related to quantization of video information.
Digital video encoding algorithms, for example MPEG-X series, utilize a process for digital quantization of video information. The quantization process involves approximation of analog video information, for example an analog picture image, by a frame consisting of numerous pixels having the brightness and color attributes. Further MPEG-X series algorithms use such a compression technique that assumes a certain loss of video information. This means that after encoding-decoding procedure the pixels of the digitized video information differ from the original corresponding pixels with color and brightness. On the one hand, such a technique allows a substantial compression of the video information, and the quality of the image may be perceived to be more brimful than real, but on the other hand, several sequential repeats of the encoding-decoding procedure cause a substantial degradation of the video information. The MPEG-X series algorithm technique is based on the grouping of the pixels into “quantization blocks”, such that all the pixels belonging to a particular block are coded separately, i.e. have the same brightness and color quantization rule leading to a certain degradation of video information. Usually the quantization rule is defined by quantization step chosen for each quantization block separately. Such an approximation of the video information allows reducing a bit stream of information by decreasing the video information resolution. These blocks may be grouped into macro-blocks to use a transferring vector for the approximation of the video information of the next frame, thereby further reducing the required bandwidth of the bit stream of information. In the case of movies, a tolerance of video information loss related to pixels aggregated into blocks may differ from one block to another and from a frame to the next one. This degree of freedom permits tracking of the picture elements from one frame to the next thereby further reducing the required bandwidth for the stream of bit information, in principal.
Thus known video compression procedures attempt to achieve increased resolution and decreased bandwidth requirements for transmitting video information by using different kinds of quantization rule for each block. Prior art blocks, which are used in MPEG-X algorithms, have form of rectangles arranged as it is shown in
U.S. Pat. No. 5,764,805 to Martucci, et al. discloses the use of overlapping polygonal shaped blocks for reducing statistical errors appearing at the quantization block boundaries.
Accordingly, it is a principal object of the present invention to overcome the limitations of existing video compression algorithms, and to provide improved algorithms for video compression by the definition of quantization blocks having a shape and arrangement similar to that of beehive cells.
The beehive cell shape and arrangement of the quantization block is optimal in accordance with the following optimization criteria.
The first mathematical criterion is to achieve the smallest possible ratio of the perimeter of each block to its area, if we consider a class of blocks that completely fill the frame area. Whereby, the statistical boundary error of compressed video decreases with reducing of the quantization blocks total perimeter.
The second mathematical criterion consists in reducing the number of adjacent cells. Compared with the number of adjacent cells bordering a cell in the prior art arrangement of rectangular quantization blocks, where each cell has eight adjacent cells, the present invention utilizes beehive-cell shaped and arranged blocks, each having six adjacent neighbors.
The third mathematical criterion is Chebyshev's criterion for optimal approximations of the desired function by the polynomial function of order N. This criterion follows from Chebyshev's theorem on alternance, i.e. that the approximation polynomial function of given order N (in our case, N is a number of quantization blocks) having the least deviation from the desired function, has equal deviations between the N junctions, where the approximation polynomial function coincides with the desired function.
Moreover, the application of the aforementioned second mathematical criterion of statistical error minimization provides a heretofore unknown optimal arrangement of conventional rectangular quantization blocks. This optimal arrangement, i.e. “brick-wall” arrangement, comprises the shifting of even horizontal/vertical lines to odd horizontal/vertical lines of blocks, respectively. Application of the aforementioned Chebyshev's criterion leads to a symmetrical variant of the “brick-wall” arrangement.
The present invention may also be applied where individual cells are overlapping when arranged in a block. The method of the present invention comprising applying the three mathematical optimization criteria may also be applied when it is tolerable to arrange shaped quantization blocks such that the quantization blocks are overlapping. In this case, the preferable arrangement is the beehive cell arrangement and preferable shape of quantization blocks is circle, surrounding the beehive cell hexagons.
For a better understanding of the invention with regard to the embodiments thereof, reference is made to the accompanying drawings, in which like numerals designate corresponding elements or sections throughout, and in which:
1. Prior Art Rectangular Blocks.
Prior art quantization blocks, which are used in MPEG-X algorithms, have form of rectangles, arranged by the way, as it is shown in
2. Beehive Cell Arrangement of Shaped Blocks.
The beehive cell 20 type of quantization, i.e. grouping the pixels into blocks 20 having the shape and arrangement of beehive cells, shown in
Improved Quality of Static Compressed Picture Imaging
Static compressed picture imaging is improved by about 7.5%. The static desired picture, approximated by the compressed quantization blocks, has an approximation error that directly depends on the ratio of the block's perimeter to area. Comparison of perimeters of the cells having equal areas, prior art rectangular cell 10 and beehive cell 20 represented in this invention, gives the following characteristic ratio P4/P6, that is equal to:
A reduction of quality loss on the order of about 33% is achieved by the present invention. This effect is explained by the specific beehive-cells arrangement of hexagonal quantization blocks. When a block, defined for some frame, is transferred by a transferring vector in order to approximate the video information of the next frame, the value of statistical error in the next compressed picture image directly depends on the number of compressed neighbor blocks contiguous to the compressed block. In contrast to the prior art use of blocks 10, 11, 12, etc., having rectangular-shaped cells arranged in a way that results in each block having eight contiguous neighbors: North, North-West, West, South-West, South, South-East, East and North-East, the use of hexagonal blocks 20 shaped and arranged in the form of the beehive cells according to the present invention, leads to each block having six contiguous neighbors and therefore having a lower value of statistical error in successive images.
Optimal Quantization According to Chebyshev's Criterion of the Desired Function Approximation by Polynomial Function
Chebyshev's theorem on alternance says that the approximation polynomial function of given order N, having the minimal deviation from the desired function, has equal deviations between the N junctions, where the approximation polynomial function coincides with the desired function. In the present invention, the desired function is the initial full (i.e. uncompressed) video information; the approximation polynomial function is the frame built from quantization blocks having compressed video information; and the given order N is the number of the quantization blocks. So the present invention's use of blocks 20 shaped and arranged in a beehive cell-formation leads to six equivalent neighbors, thereby providing equivalent statistical errors, i.e. equal deviations of the approximation polynomial function due to symmetrical statistical influence of the neighbors, in contrast to the prior art use of blocks 10, 11, 12, etc., which causes different statistical errors, i.e. different deviations of the approximation polynomial function.
The effect of applying the three mathematical criteria together results in movie compression that is significantly better than when using the known grouping of pixels into rectangular quantization blocks.
With reference to
3. Brick-Wall Arrangement of Rectangular Blocks.
Referring now to
It should be appreciated that the above-described embodiments are merely exemplary in nature. It is anticipated that one of ordinary skill in the art will be able to make many alterations and modifications to the exemplary embodiments without departing from the spirit of the invention, the true scope of which should only be determined by reference to the claims which follow in conjunction with the broadest interpretation of the teachings of the specification.
Filing Document | Filing Date | Country | Kind | 371c Date |
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PCT/IL02/00396 | 5/21/2002 | WO | 00 | 11/20/2003 |
Publishing Document | Publishing Date | Country | Kind |
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WO02/096007 | 11/28/2002 | WO | A |
Number | Name | Date | Kind |
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5764805 | Martucci et al. | Jun 1998 | A |
5870499 | Bender et al. | Feb 1999 | A |
6148283 | Das | Nov 2000 | A |
6516297 | Servetto et al. | Feb 2003 | B1 |
6594627 | Goyal et al. | Jul 2003 | B1 |
6728413 | Onno | Apr 2004 | B2 |
6748116 | Yue | Jun 2004 | B1 |
7106228 | Bessette et al. | Sep 2006 | B2 |
Number | Date | Country | |
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20040179595 A1 | Sep 2004 | US |