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qcf-568 avatar qcf-568 commented on September 27, 2024 1

标准正交基编码嵌入:1、希望编码层能够对数字的大小及变化敏感,以捕捉块效应异常,所以用嵌入层;2、因为DCT系数矩阵里面不同的系数数值本身相互无关,比如1和2是完全独立的数字,所以用正交基;3、这些独立的系数地位平等,所以是标准正交基。
可学习量化嵌入:理论上可学习的嵌入比固定的更好,但DCT系数矩阵的分辨率比量化表大太多,所以DCT系数矩阵也用标准正交基会导致训练不稳定及过拟合。量化表只有64个像素,用可学习嵌入学到更合适的嵌入表征而又不容易出现上述问题。

from doctamper.

qcf-568 avatar qcf-568 commented on September 27, 2024

分别是标准正交基编码DCT系数及可学习嵌入编码量化表

from doctamper.

256-7421142 avatar 256-7421142 commented on September 27, 2024

分别是标准正交基编码DCT系数及可学习嵌入编码量化表

这个理论依据是什么呢

from doctamper.

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