WO2004080084A1 - Fast mode decision algorithm for intra prediction for advanced video coding - Google Patents
Fast mode decision algorithm for intra prediction for advanced video coding Download PDFInfo
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- WO2004080084A1 WO2004080084A1 PCT/SG2004/000047 SG2004000047W WO2004080084A1 WO 2004080084 A1 WO2004080084 A1 WO 2004080084A1 SG 2004000047 W SG2004000047 W SG 2004000047W WO 2004080084 A1 WO2004080084 A1 WO 2004080084A1
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/134—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or criterion affecting or controlling the adaptive coding
- H04N19/136—Incoming video signal characteristics or properties
- H04N19/14—Coding unit complexity, e.g. amount of activity or edge presence estimation
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/102—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or selection affected or controlled by the adaptive coding
- H04N19/103—Selection of coding mode or of prediction mode
- H04N19/11—Selection of coding mode or of prediction mode among a plurality of spatial predictive coding modes
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/134—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the element, parameter or criterion affecting or controlling the adaptive coding
- H04N19/146—Data rate or code amount at the encoder output
- H04N19/147—Data rate or code amount at the encoder output according to rate distortion criteria
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/10—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding
- H04N19/169—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the coding unit, i.e. the structural portion or semantic portion of the video signal being the object or the subject of the adaptive coding
- H04N19/17—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the coding unit, i.e. the structural portion or semantic portion of the video signal being the object or the subject of the adaptive coding the unit being an image region, e.g. an object
- H04N19/176—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using adaptive coding characterised by the coding unit, i.e. the structural portion or semantic portion of the video signal being the object or the subject of the adaptive coding the unit being an image region, e.g. an object the region being a block, e.g. a macroblock
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/50—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using predictive coding
- H04N19/593—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using predictive coding involving spatial prediction techniques
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- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N19/00—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals
- H04N19/60—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using transform coding
- H04N19/61—Methods or arrangements for coding, decoding, compressing or decompressing digital video signals using transform coding in combination with predictive coding
Definitions
- This invention relates generally to digital video processing and in particular to digital video coding and compression.
- advanced video coding employs rate distortion optimisation (RDO) techniques to get the best coding result in terms of maximising coding quality and minimising resulting data bits.
- Advanced video coding includes AVC, H.264, MPEG-4 Part 10, and JVT. Further information about AVC can be found in ITU-T Rec. H.264
- RDO rate distortion optimisation
- the encoder uses all mode combinations to encode exhaustively the video. Such mode combinations include different intra and inter prediction modes. Consequently, the complexity and computational load of video coding in AVC increase drastically, which makes practical applications such as video communication difficult using state-of-the-art hardware systems.
- Intra coding refers to the case where only spatial redundancies within a video picture are exploited.
- the resulting picture is referred to as an I-picture.
- I- pictures are encoded by directly applying a transform to all macroblocks in the picture, which generates a much larger number of data bits compared to that of inter coding.
- spatial correlation between adjacent macroblocks in a given picture is exploited in an AVC process.
- the macroblock of interest can be predicted from the surrounding macroblocks. The difference between the actual macroblock and its prediction is coded. If a macroblock is encoded in intra mode, a prediction block is formed based on the previously encoded and reconstructed blocks.
- intra prediction may be used for each 4x4 sub-block or 16x 16 macroblock. There are nine prediction modes for 4x4 luma blocks and four prediction modes for 16x16 luma blocks.
- For the chrominance (chroma) components four prediction modes maybe applied to the two 8x8 chroma blocks (U and V). The resulting prediction mode for U and V components should be the same.
- Fig. 1 illustrates the intra prediction for a 4x4 luma block 100, where pixels a iop are the pixels to be predicted, and pixels A to / are the neighbouring pixels available at the time of prediction. If the prediction mode is chosen to be 0, the pixels a, e, i, and m are predicted based on the neighbouring pixel A; pixels b,f,j and n are predicted based on pixel B, and so on. Besides the eight directional prediction modes 150 shown in Fig. 1, there is a ninth mode, i.e., a DC prediction mode, or Mode 2 in AVC.
- a ninth mode i.e., a DC prediction mode, or Mode 2 in AVC.
- AVC video coding is based on the concept of rate distortion optimisation; the encoder has to encode the intra block using all the mode combinations and choose the one thai gives the best RDO.
- the number of mode combinations for luma and chroma blocks in a macroblock is M8x (M4xl6+M16), where M8, M4 and M16 represent the number of modes for 8x8 chroma blocks, 4x4 luma blocks, and 16x16 luma blocks, respectively.
- M8x M4xl6+M16
- a method of AVC intra prediction to code digital video comprising a plurality of pictures.
- the method comprises the steps of: generating edge directional information for each intra block of a digital picture; and choosing most probable intra prediction modes for rate distortion optimisation dependent upon the generated edge directional information.
- the edge directional information may be generated by applying at least one edge operator to the digital picture.
- the edge operator maybe applied to every luminance and chrominance pixel except any pixels of the borders of the luminance and chrominance components of the digital picture.
- the method may further comprise the step of deciding the amplitude and angle of an edge vector for a pixel.
- the edge directional information may comprise an edge direction histogram calculated for all pixels in each intra block.
- the edge direction histogram may be for a 4X4 luma block; prediction modes may comprise 8 directional prediction modes and a DC prediction mode.
- the edge direction histogram is for 16X16 luma and 8X8 blocks; prediction modes may comprise 2 directional prediction modes, a plane prediction mode, and a DC prediction mode.
- the edge direction histogram may sum up the amplitudes of pixels with similar directions in the block.
- the method may further comprise the step of terminating an RDO mode computation and rejecting the current RDO mode if the number of non-zero coefficients in a current RDO mode computation exceeds that in a previously computed RDO mode.
- the method may further comprise the step of intra coding a block of the digital picture using the chosen most probable intra prediction modes.
- an apparatus using AVC intra prediction to code digital video comprising a plurality of pictures.
- the apparatus comprises a device for generating edge directional information for each intra block of a digital picture; and a device for choosing most probable intra prediction modes for rate distortion optimisation dependent upon the generated edge directional information.
- Other aspects of the apparatus may be implemented in line with aspects of the above method.
- Fig. 1 is an example of intra prediction for a 4x4 luma block
- Fig. 2 is an example of edge direction histogram for a 4x4 luma block
- Fig. 3 is an intra 8 8 and 16> ⁇ 16 prediction mode directions
- Fig. 4 is a high-level flow diagram illustrating a method of AVC intra prediction to code digital video comprising a plurality of pictures
- Fig. 5 is a block diagram of a general purpose computer with which embodiments of the invention may b e practised.
- a method, an apparatus, and a computer program product for AVC intra prediction to code digital video comprising a plurality of pictures are disclosed herein. While only a small number of embodiments are set forth, it will be appreciated by those skilled in the art that numerous changes and/or substitutions may be made without departing from the scope and spirit of the invention. In other instances, details well known to those skilled in the art may be omitted so as not to obscure the invention.
- the embodiments of the invention provide a fast mode decision algorithm for AVC intra prediction based on local edge directional information, which reduces the amount of calculations in intra prediction.
- a local edge direction histogram, an edge directional field, or any other form of edge directional information is generated for each image block. Based on this edge directional information, a mechanism is provided to choose only a small number of the most probable intra prediction modes for rate distortion optimisation calculation. That is, with the use of edge direction histograms derived from the edge map of the picture, only a small number of most possible intra prediction modes are chosen for the RDO calculation. Therefore, the fast mode decision algorithm increases significantly the speed of intra coding.
- the pixels along a local edge direction are normally of similar values (both luma and chroma components). Therefore, a good prediction may be achieved if the pixels are predicted using those neighbouring pixels that are in the same direction as an edge.
- Embodiments of the invention have one or more of the following features: Edge directional information in an image block (4x4, 8x8, 16x16, or any other block size) is used to guide the process of intra prediction;
- Edge direction histogram may be used as the local edge directional information to guide the process of intra prediction;
- Edge directional field may be used as the local edge directional information to guide the process of intra prediction.
- edge directional information in the image block may be used as the local edge directional information to guide the process of intra prediction;
- One edge direction that has the strongest edge strength may be used as the best candidate for rate distortion optimisation calculation;
- Two or more edge directions that have the stronger edge strength may be used as the preferred candidates for rate distortion optimisation calculation
- edge direction histogram see Rafael C. Gonzalez, Richard E. Woods, "Digital image processing,” Prentice Hall, 2002, p. 572
- directional fields see A. M. Bazen and S. H. Gerez, "Systematic methods for the computation of the directional fields and singular points of fingerprints," IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 24, pp. 905-919, July 2002.
- the fast intra-mode prediction algorithm may be implemented based on both the edge direction histogram and directional fields, and the performance of the implementation has been compared in terms of time-saving, average PSNR and bit-rate for all the sequences recommended in JVT Test Model Ad Hoc Group, Evaluation sheet for motion estimation, Draft version 4, Feb. 19, 2003.
- the scheme based on edge direction histogram gives better performance. Therefore, the mode decision scheme described is based on edge direction histogram.
- edge operators such as Sobel edge operators, maybe applied to an intra image to generate the edge map.
- Each pixel in the intra image is then associated with an element in the edge map, which is the edge vector containing its edge direction and amplitude.
- edge maps Prior to intra prediction, edge maps are created from the original picture.
- the edge operator has two convolution kernels. Each pixel in the image is convolved with both kernels. One responds to the degree of difference in the vertical direction and the other in the horizontal.
- the edge operator is applied to every luminance and chrominance pixel except those pixels on the borders of luminance and chrominance pictures. This is because the operator cannot be applied to those pixels without 8 surrounding pixels.
- Equation (2) is usually used instead.
- the direction of the edge (in degree) is decided by the hyper-function:
- Equation (3) is not necessary, as in AVC there are only a limited number of directions that the prediction could be applied. In fact, simple thresholding techniques may be used to build up the edge direction histogram instead.
- an edge direction histogram is calculated from all the pixels in the block by summing up the amplitudes of those pixels with similar directions in the block. 4x4 luma block edge direction histogram
- Histo ⁇ k ⁇ Amp D m ,
- Equation (4) the angles of the direction in Equation (4) is 180° periodic.
- Figure 2 shows an example of the edge direction histogram 200.
- the edge direction histogram for this case is based on three directions 300, i.e., horizontal, vertical and diagonal directions, as shown in Figure 3.
- each cell in the edge direction histogram sums up the amplitudes of those pixels with similar directions in the block.
- a cell with the maximum amplitude indicates that there is a strong edge presence in that direction, and thus could be used as the direction for the best prediction mode.
- the fast algorithm instead of performing the 9 mode RDO for 4x4 luma block, the fast algorithm only chooses some of the directional prediction modes with a higher possibility to be the candidate modes for intra 4x4 block prediction according to the edge direction histogram.
- the best prediction mode is probably in the edge direction whose cell has the maximum amplitude, or the directions close to the maximum amplitude cell. Therefore, the histogram cell with the maximum amplitude and the two adjacent cells are considered as candidates of the best prediction mode. In consideration of the case where all the cells have similar amplitudes in the edge direction histogram, the DC mode is also chosen as the fourth candidate.
- Table 1 summarises the number of candidates selected for the RDO calculation based on the edge direction histogram. As can be seen from Table 1, the encoder with the fast mode decision algorithm performs only 132 ⁇ 198 RDO calculations, which is much less than that of current AVC video coding (592).
- CABAC context adaptive binary arithmetic coding
- Fig. 4 is a high level flow diagram illustrating the method 400 of AVC intra prediction.
- edge directional information for each intra block of a digital picture of the digital video is generated.
- the most probable intra prediction modes are chosen for rate distortion optimisation dependent upon the generated edge directional information.
- a block of the digital picture maybe intra coded using the chosen most probable intra prediction modes.
- This method is well suited for implementation as hardware and/or software.
- the computer program may be carried out using a microprocessor or computer.
- the software may be executed on a personal computer as a software application, or may be embedded in a video recorder.
- the method and apparatus of the above embodiment can be implemented on a computer system 500, schematically shown in Fig. 5. It may be implemented as software, such as a computer program being executed within the computer system 500, and instructing the computer system 500 to conduct the method of the example embodiment.
- the computer system 500 comprises a computer module 502, input modules such as a keyboard 504 and mouse 506 and a plurality of output devices such as a display 508, and printer 510.
- the computer module 502 is connected to a computer network 512 via a suitable transceiver device 514, to enable access to e.g. the Internet or other network systems such as Local Area Network (LAN) or Wide Area Network (WAN).
- the computer module 502 in the example includes a processor 518, a Random Access Memory (RAM) 520 and a Read Only Memory (ROM) 522.
- the computer module 502 also includes a number of Input/Output (I/O) interfaces, for example I/O interface 524 to the display 508, and I/O interface 526 to the keyboard 804.
- I/O Input/Output
- the components of the computer module 502 typically communicate via and interconnected bus 528 and in a manner known to the person skilled in the relevant art.
- the application program is typically supplied to the user of the computer system 500 encoded on a data storage medium such as a CD-ROM or floppy disk and read utilising a corresponding data storage medium drive of a data storage device 530.
- the application program is read and controlled in its execution by the processor 518.
- Intermediate storage of program data maybe accomplished using RAM 520.
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JP2006508058A JP4509104B2 (en) | 2003-03-03 | 2004-03-03 | Fast mode decision algorithm for intra prediction in advanced video coding |
AU2004217221A AU2004217221B2 (en) | 2003-03-03 | 2004-03-03 | Fast mode decision algorithm for intra prediction for advanced video coding |
US10/548,120 US20070036215A1 (en) | 2003-03-03 | 2004-03-03 | Fast mode decision algorithm for intra prediction for advanced video coding |
BRPI0408087-4A BRPI0408087A (en) | 2003-03-03 | 2004-03-03 | advanced video encoding (avc) intraprediction method for digital video encoding, apparatus using that intraprediction and computer program product |
CN2004800069783A CN1795680B (en) | 2003-03-03 | 2004-03-03 | Method and apparatus for applying AVC intra-frame prediction to code digital vedio |
EP04716829A EP1604530A4 (en) | 2003-03-03 | 2004-03-03 | Fast mode decision algorithm for intra prediction for advanced video coding |
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KR20050109525A (en) | 2005-11-21 |
US20070036215A1 (en) | 2007-02-15 |
AU2004217221B2 (en) | 2009-09-03 |
EP1604530A4 (en) | 2010-04-14 |
BRPI0408087A (en) | 2006-02-14 |
EP1604530A1 (en) | 2005-12-14 |
CN1795680A (en) | 2006-06-28 |
MXPA05009250A (en) | 2006-04-18 |
KR101029762B1 (en) | 2011-04-19 |
JP2006523073A (en) | 2006-10-05 |
JP4509104B2 (en) | 2010-07-21 |
AU2004217221A1 (en) | 2004-09-16 |
CN1795680B (en) | 2010-06-16 |
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