IP Library Granted Patent US 12,375,643
Granted Patent B2
US 12,375,643 · App. 17/895,511 · Granted Jul 29, 2025

Matrix derivation in intra coding mode

Inventors: Zhipin Deng (Beijing, CN); Kai Zhang (San Diego, CA); Li Zhang (San Diego, CA); Hongbin Liu (Beijing, CN); Jizheng Xu (San Diego, CA)
Assignees: BEIJING BYTEDANCE NETWORK TECHNOLOGY CO., LTD.; BYTEDANCE INC.
H04N19/105H04N19/132H04N19/159H04N19/176H04N19/70
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Quick Facts
Patent No.
US 12,375,643
App. No.
17/895,511
Granted
Jul 29, 2025
Kind
B2
Abstract

Devices, systems and methods for digital video coding, which includes matrix-based intra prediction methods for video coding, are described. In a representative aspect, a method for video processing includes performing a conversion between a current video block of a video and a bitstream representation of the current video block according to a rule, where the rule specifies a relationship between samples of the current video block and matrices or offset values applied in a matrix weighted intra prediction (MIP) mode during the conversion, and where the MIP mode includes determining a prediction block of the current video block by performing, on previously coded samples of the video, a boundary downsampling operation, followed by a matrix vector multiplication operation, and selectively followed by an upsampling operation.

Claims (66)

1. A method of processing video data, comprising:

determining, for a first conversion between a first video block of a video and a bitstream of the video, that a first intra mode is applied on the first video block of the video;

deriving reference samples of the first video block;

performing a boundary downsampling operation on the reference samples of the first video block based on a size of the first video block, followed by a matrix vector multiplication operation, and selectively followed by an upsampling operation to generate prediction samples for the first video block; and

performing the first conversion based on the prediction samples for the first video block,

wherein elements of matrices or offset values applied in the matrix vector multiplication operation have a fixed precision,

wherein the fixed precision is an 8-bit precision, and

wherein the prediction samples are determined according to the following formulas in the upsampling operation:

predSamples[ x Hor+ dX][y Hor]=((upHor− dX )*predSamples[ x Hor][ y Hor]+ dX *predSamples[ x Hor+upHor][ y Hor])/upHor, and

predSamples[ x Ver][ y Ver+ dY ]=((upVer− dY )*predSamples[ x Ver][ y Ver]+ dY *predSamples[ x Ver][ y Ver+upVer])/upVer,

wherein offsetHor and offsetVer are integers, upHor is a function of a current video block width and a pre-defined value based on a current video block size, upVer is a function of a current video block height and the pre-defined value based on the current video block size, dX is 1 . . . upHor−1, dY is 1 . . . upVer−1, and xHor are positions based on the upHor and yHor are positions based on the upVer.

2. The method of claim 1 , wherein precision of the first video block and the reference samples are 10-bit depth.

3. The method of claim 1 , wherein at least two blocks with different sizes share a matrix with a same size in the first intra mode.

4. The method of claim 1 , wherein the reference samples are derived without invoking a reference sample filtering operation.

5. The method of claim 4 , wherein the reference sample filtering operation is applied in a normal intra mode which is different from the first intra mode.

6. The method of claim 1 , wherein whether the first intra mode being applied is specified by a first syntax element presented in a sequence level and a second syntax element presented in a coding unit level.

7. The method of claim 6 , wherein at least one bin of the second syntax element is context-based coded.

8. The method of claim 7 , wherein in response to a width-height ratio of the first video block being greater than 2, a context with an index of 3 is used for a first bin of the second syntax element.

9. The method of claim 7 , wherein in response to a width-height ratio of the first video block being smaller than or equal to 2, a single context selected from contexts with indices of 0, 1 or 2 is used for a first bin of the second syntax element.

10. The method of claim 1 , wherein the boundary downsampling operation includes deriving, according to a rule, boundary samples by applying a left bit shift operation or a right bit shift operation on a sum of at least one reference sample, and wherein the rule determines whether to apply the left bit shift operation or the right bit shift operation.

11. The method of claim 10 , wherein the rule defines that the right bit shift operation is applied in response to a number of shifted bits being greater than zero.

12. The method of claim 11 , wherein the boundary samples redBdryS[x] are calculated using one of following equations:

redBdry S[x ]=(Σ i=0 bDwn-1 ref S[x*bDwn+i ]+(1<<(Log 2( bDwn )−1)))>>Log 2( bDwn ), if bDwn >1, or

redBdry S[x ]=ref S[x ] if bDwn =1,

wherein bDwn is equal to a function of the size of the first video block and a boundary size,

wherein refS [x] indicates a number of reference samples x,

wherein >> indicates the right bit shift operation, and

wherein << indicates the left bit shift operation.

13. The method of claim 1 , wherein the first conversion includes encoding the first video block into the bitstream.

14. The method of claim 1 , wherein the first conversion includes decoding the first video block from the bitstream.

15. An apparatus for processing video data comprising a processor and a non-transitory memory with instructions thereon, wherein the instructions upon execution by the processor, cause the processor to:

determine, for a first conversion between a first video block of a video and a bitstream of the video, that a first intra mode is applied on the first video block of the video;

derive reference samples of the first video block;

perform a boundary downsampling operation on the reference samples of the first video block based on a size of the first video block, followed by a matrix vector multiplication operation, and selectively followed by an upsampling operation to generate prediction samples for the first video block; and

perform the first conversion based on the prediction samples for the first video block,

wherein elements of matrices or offset values applied in the matrix vector multiplication operation have a fixed precision,

wherein the fixed precision is an 8-bit precision, and

wherein the prediction samples are determined according to the following formulas in the upsampling operation:

predSamples[ x Hor+ dX][y Hor](((upHor− dX )*predSamples[ x Hor][ y Hor]+ dX *predSamples[ x Hor+upHor][ y Hor]+offsetHor)/upHor, and

predSamples[ x Ver][ y Ver+ dY ]=((upVer− dY )*predSamples[ x Ver][ y Ver]+ dY *predSamples[ x Ver][ y Ver+upVer]+offsetVer)/upVer,

wherein offsetHor and offsetVer are integers, upHor is a function of a current video block width and a pre-defined value based on a current video block size, upVer is a function of a current video block height and the pre-defined value based on the current video block size, dX is 1 . . . upHor−1, dY is 1 . . . upVer−1, and xHor are positions based on the upHor and yHor are positions based on the upVer.

16. The apparatus of claim 15 , wherein at least two blocks with different sizes share a matrix with a same size in the first intra mode.

17. The apparatus of claim 15 , wherein the reference samples are derived without invoking a reference sample filtering operation.

18. The apparatus of claim 17 , wherein the reference sample filtering operation is applied in a normal intra mode which is different from the first intra mode.

19. A non-transitory computer-readable storage medium storing instructions that cause a processor to:

determine, for a first conversion between a first video block of a video and a bitstream of the video, that a first intra mode is applied on the first video block of the video;

derive reference samples of the first video block;

perform a boundary downsampling operation on the reference samples of the first video block based on a size of the first video block, followed by a matrix vector multiplication operation, and selectively followed by an upsampling operation to generate prediction samples for the first video block; and

perform the first conversion based on the prediction samples for the first video block,

wherein elements of matrices or offset values applied in the matrix vector multiplication operation have a fixed precision,

wherein the fixed precision is an 8-bit precision, and

wherein the prediction samples are determined according to the following formulas in the upsampling operation:

predSamples[ x Hor+ dX][y Hor](((upHor− dX )*predSamples[ x Hor][ y Hor]+ dX *predSamples[ x Hor+upHor][ y Hor]+offsetHor)/upHor, and

predSamples[ x Ver][ y Ver+ dY ]=((upVer− dY )*predSamples[ x Ver][ y Ver]+ dY *predSamples[ x Ver][ y Ver+upVer]+offsetVer)/upVer,

wherein offsetHor and offsetVer are integers, upHor is a function of a current video block width and a pre-defined value based on a current video block size, upVer is a function of a current video block height and the pre-defined value based on the current video block size, dX is 1 . . . upHor−1, dY is 1 . . . upVer−1, and xHor are positions based on the upHor and yHor are positions based on the upVer.

20. A non-transitory computer-readable recording medium storing a bitstream of a video which is generated by a method performed by a video processing apparatus, wherein the method comprises:

determining that a first intra mode is applied on a first video block of the video;

deriving reference samples of the first video block;

performing a boundary downsampling operation on the reference samples of the first video block based on a size of the first video block, followed by a matrix vector multiplication operation, and selectively followed by an upsampling operation to generate prediction samples for the first video block; and

generating the bitstream based on the prediction samples for the first video block;

wherein elements of matrices or offset values applied in the matrix vector multiplication operation have a fixed precision,

wherein the fixed precision is an 8-bit precision, and

wherein the prediction samples are determined according to the following formulas in the upsampling operation:

predSamples[ x Hor+ dX][y Hor](((upHor− dX )*predSamples[ x Hor][ y Hor]+ dX *predSamples[ x Hor+upHor][ y Hor]+offsetHor)/upHor, and

predSamples[ x Ver][ y Ver+ dY ]=((upVer− dY )*predSamples[ x Ver][ y Ver]+ dY *predSamples[ x Ver][ y Ver+upVer]+offsetVer)/upVer,

wherein offsetHor and offsetVer are integers, upHor is a function of a current video block width and a pre-defined value based on a current video block size, upVer is a function of a current video block height and the pre-defined value based on the current video block size, dX is 1 . . . upHor−1, dY is 1 . . . upVer−1, and xHor are positions based on the upHor and yHor are positions based on the upVer.

Assignments (2)
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Feb 8, 2023
From: ZHANG, KAI; ZHANG, LI; XU, JIZHENG
To: BYTEDANCE INC.
Reel/Frame 062633/0633 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Feb 8, 2023
From: DENG, ZHIPIN; LIU, HONGBIN
To: BEIJING BYTEDANCE NETWORK TECHNOLOGY CO., LTD.
Reel/Frame 062633/0639 →
Priority Claims (1)
WO PCT/CN2019/082813 · Apr 16, 2019 · international
Continuity (3)
Continuation 17399879 · Aug 11, 2021
Continuation PCTCN2020085050 · Apr 16, 2020
Related Publication 20220417503A1 · Dec 29, 2022
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Document: JVET-M0043, Pfaff, J., et al., “CE3: Affine linear weighted intra prediction (test 1.2.1, test 1.2.2),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 13th Meeting: Marrakech… [cited by applicant]
Document: JVET-N0193, Koo, M., et al., “CE6: Reduced Secondary Transform (RST) (CE6-3.1),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 14th Meeting: Geneva, CH, Mar. 19-27, 2019, 19… [cited by applicant]
Document: JVET-N0185-r2, Wang, B., et al., “CE3-related: A unified MPM list for intra mode coding,” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 14th Meeting: Geneva, CH, Mar. 19-27,… [cited by applicant]
Document: JVET-M0303, Lainema, J., “CE6: Shape adaptive transform selection (Test 3.1),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 13th Meeting: Marrakech, MA, Jan. 9-18, 2019, 4 … [cited by applicant]
Document: JVET-N0220, Lu, T., et al., “AHG16: Simplification of Reshaper Implementation,” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 14th Meeting: Geneva, CH, Mar. 19-27, 2019, 10 … [cited by applicant]
Document: JVET-N1001-v6, Bross, B., et al., “Versatile Video Coding (Draft 5),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 14th Meeting: Geneva, CH, Mar. 19-27, 2019, 384 pages. [cited by applicant]
Document: JVET-N1001-v7, Bross, B., et al., “Versatile Video Coding (Draft 5),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 14th Meeting: Geneva, CH, Mar. 19-27, 2019, 384 pages. [cited by applicant]
Document: JVET-P2001-v9, Bross, B., et al., “Versatile Video Coding (Draft 7),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 16th Meeting: Geneva, CH, Oct. 1-11, 2019, 495 pages. [cited by applicant]
Document: JVET-N0433-v3, Ramasubramonian, A., et al., “CE3-related: Unification of MPM derivation for luma intra modes,” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 14th Meeting: Ge… [cited by applicant]
Yun, Z., et al., “Study on the development of video coding standard VVC,” Academy of Broadcasting Science, Content Prodection & Broadcasting, vol. 45(9), 2018, pp. 26-31. [cited by applicant]
Document: JVET-O0203-v1, Filippov, A., “CE3-related: Simplification of Matrix-based Intra Prediction (MIP),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 15th Meeting: Gothenburg, SE… [cited by applicant]
Document: JVET-K0458, He, Y., “Cross-check of JVET-K0172: CE3-related: Gradient-Based Boundary Filtering in Intra Prediction,” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 11th Meeti… [cited by applicant]
Document: JVET-L0060, Choi, K., et al., “CE6-related: Unified matrix for transform,” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 12th Meeting: Macao, CN, Oct. 3-12, 2018, 10 pages. [cited by applicant]
Document: JVET-M0200, Choi, K., et al., “CE6: Unified matrix for transform (Test 6-1.2a),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 13th Meeting: Marrakech, MA, Jan. 9-18, 2019, … [cited by applicant]
Document: JVET-O0291-v2, Chiang, M., et al., “CE6-related: Constraint and simplification for LFNST signalling,” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 15th Meeting: Gothenburg,… [cited by applicant]
Document: JVET-O0202, Yoon, Y., et al., “Non-CE3: MIP Modifications,” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 15th Meeting: Gothenburg, SE, Jul. 3-12, 2019, 4 pages. [cited by applicant]
Document: JVET-O0485-r2, Pfaff, J., et al., “Non-CE3: Harmonization of 8-Bit MIP with Unified-MPM and LFNST,” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 15th Meeting: Gothenburg, S… [cited by applicant]
Document: JVET-M1001, Bross, B., et al., “Versatile Video Coding (Draft 4),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 13th Meeting: Marrakech, MA. Jan. 9-18, 2019, 309 pages. [cited by applicant]
Document: JVET-K0196, Helle, P., et al., “CE3-related: Non-linear weighted intra prediction (cross-check report in JVETK0262),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 11th Meet… [cited by applicant]
Document: JVET-N1002-v1, Chen, J., et al., “Algorithm description for Versatile Video Coding and Test Model 5 (VTM 5),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 14th Meeting: Gen… [cited by applicant]
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Document: JVET-R0350-v1, Pfaff, J., et al., “MIP for all channels in the case of 4:4:4-chroma format and of single tree,” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 18th Meeting: A… [cited by applicant]
Document: JVET-O0312-v2, Lin, P., “Non-CE3: Simplifications of MIP,” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 15th Meeting: Gothenburg, SE, Jul. 3-12, 2019, 3 pages. [cited by applicant]
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Document: JVET-P2001-vE, Bross, B., et al., “Versatile Video Coding (Draft 7),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 16th Meeting: Geneva, CH, Oct. 1-11, 2019, 491 pages. [cited by applicant]
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Document: JVET-O0571, Liu, H., et al., “Non-CE3: Up-sampling with a fixed order in MIP,” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 15th Meeting: Gothenburg, SE, Jul. 3-12, 2019, 2… [cited by applicant]
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Document: JVET-N0257, Huang, H., et al., “CE2: Alignment of affine control-point motion vector and subblock motion vector (Test 2.-5.2),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11… [cited by applicant]
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Document: JVET-N0217, Pfaff, J., et al., “CE3: Affine linear weighted intra prediction (CE3-4.1, CE3-4.2),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 14th Meeting: Geneva, CH, Mar… [cited by applicant]
Document: JVET-L1001-v8, Bross, B., et al., “Versatile Video Coding (Draft 3),” Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29/WG 11 12th Meeting: Macao, CN, Oct. 3-12, 2018, 229 pages. [cited by applicant]
Document: JVET-N0023-v21, Van Der Auwera, G., et al., “CE3: Summary Report on Intra Prediction and Mode Coding,” Joint Video Experts Team (JVET) of ITU-TSG 16 WP3 and ISO/IEC JTC1/SC29/WG11 14th Meeting: Geneva, CH, Mar… [cited by applicant]
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Document: JVET-N0433-v1, Ramasubramonian A.K., et al., “CE3-Related: Unification of MPM Derivation for Luma Intra Modes,” Joint Video Experts Team (JVET) of ITU-T SG 16 WG 3 and ISO/IEC JTC 1/SC 29/WG 11 14th Meeting: G… [cited by applicant]
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