Matrix weighted intra prediction of video signals
The present disclosure provides methods for performing simplified matrix weighted intra prediction. The method can include: determining a classification of a target block; and generating, based on the classification, a matrix-weighted intra prediction (MIP) signal, wherein determining the classification of the target block comprises: in response to the target block having a size of 4×4, determining that the target block belongs to a first class; or in response to the target block having a size of 8×8, 4×N or N×4, N being an integer between 8 and 64, determining that the target block belongs to a second class.
1. A computer-implemented method for processing video content, the method implemented in an encoder and comprising:
determining a classification of a target block, wherein:
the target block is classified into a first class when the target block has a size of 4×4,
the target block is classified into a second class when the target block has a size of 8×8, 4×8, or 8×4, and
the target block is classified into the second class when the target block has a size of 4×N or N×4, wherein N is 16, 32, or 64; and
generating, based on the classification, a matrix-weighted intra prediction (MIP) signal.
2. The method according to claim 1 , wherein generating the MIP signal comprises:
generating a first intra prediction signal for the target block, the generating of the first intra prediction signal being based on an input vector, a matrix, and the classification of the target block; and
performing bilinear interpolation on the target block using the first intra prediction signal, to generate the MIP signal.
3. The method according to claim 1 , further comprising:
averaging, according to the classification of the target block, neighboring reconstructed samples of the target block, to generate the input vector.
4. The method according to claim 2 , wherein the input vector has a size of 4×1 when the target block belongs to the first class or a size of 8×1 when the target block belongs to the second class.
5. The method according to claim 2 , wherein the matrix is selected from a set of matrices, according to the classification of the target block and an MIP mode index.
6. The method according to claim 5 , wherein the first intra prediction signal is generated by performing matrix vector multiplication on the matrix and the input vector.
7. The method according to claim 6 , wherein the first intra prediction signal is generated based on one or more offsets associated with the matrix.
8. The method according to claim 7 , wherein the one or more offsets are determined based on an index of the matrix in a lookup table.
9. The method according to claim 1 , wherein determining the classification of the target block further comprises:
in response to the target block having a size other than 4×4, 8×8, 4×N, and N×4, determining that the target block belongs to a third class.
10. The method according to claim 9 , wherein generating the first intra prediction signal for the target block comprises:
in response to the target block belonging to the first class or the second class, determining that the first intra prediction signal has a size of 4×4; and
in response to the target block belonging to the third class, determining that the first intra prediction signal has a size of 8×8.
11. A system for processing video content, the system implemented in a decoder and comprising:
a memory for storing a set of instructions; and
at least one processor configured to execute the set of instructions for causing the system to perform:
determining a classification of a target block, wherein:
the target block is classified into a first class when the target block has a size of 4×4,
the target block is classified into a second class when the target block has a size of 8×8, 4×8, or 8×4, and
the target block is classified into the second class when the target block has a size of 4×N or N×4, wherein N is 16, 32, or 64; and
generating, based on the classification, a matrix-weighted intra prediction (MIP) signal.
12. The system according to claim 11 , wherein in generating the MIP signal, the at least one processor is further configured to execute the set of instructions for causing the system to further perform:
generating a first intra prediction signal for the target block, the generating of the first intra prediction signal being based on an input vector, a matrix, and the classification of the target block; and
performing bilinear interpolation on the target block using the first intra prediction signal, to generate the MIP signal.
13. The system according to claim 11 , wherein the at least one processor is further configured to execute the set of instructions for causing the system to further perform:
averaging, according to the classification of the target block, neighboring reconstructed samples of the target block, to generate the input vector.
14. The system according to claim 12 , wherein the input vector has a size of 4×1 when the target block belongs to the first class or a size of 8×1 when the target block belongs to the second class.
15. The system according to claim 11 , wherein the matrix is selected from a set of matrices, according to the classification of the target block and an MIP mode index.
16. The system according to claim 15 , wherein the first intra prediction signal is generated by performing matrix vector multiplication on the matrix and the input vector.
17. The system according to claim 16 , wherein the first intra prediction signal is generated based on one or more offsets associated with the matrix.
18. The system according to claim 17 , wherein the one or more offsets are determined based on an index of the matrix in a lookup table.
19. A non-transitory computer readable medium that stores a bitstream generated according to a method for processing video content, the method comprising:
determining a classification of a target block, wherein:
the target block is classified into a first class when the target block has a size of 4×4,
the target block is classified into a second class when the target block has a size of 8×8, 4×8, or 8×4, and
the target block is classified into the second class when the target block has a size of 4×N or N×4, wherein N is 16, 32, or 64; and
generating, based on the classification, a matrix-weighted intra prediction (MIP) signal.
20. The method according to claim 9 , wherein generating the first intra prediction signal for the target block comprises:
in response to the target block belonging to the first class, determining that the input vector has a size of 4×1;
in response to the target block belonging to the second class, determining that the input vector has a size of 8×1; or
in response to the target block belonging to the third class, determining that the input vector has a size of 7×1.