论文标题

关于未窗散射变换的概括

On Generalizations of the Nonwindowed Scattering Transform

论文作者

Chua, Albert, Hirn, Matthew, Little, Anna

论文摘要

在本文中,我们概括了有限的深度小波散射变换,我们将其作为$ \ lb^q(\ Mathbb {r}^n)$ cascade cascade连续小波变换(或二元小波变换)和合同非线性的规范。然后,我们为这些操作员提供规范,证明这些操作员的定义明确,并且在特定情况下是$ c^2 $ differemorlism的行动。最后,我们扩展了结果,以使操作员不变,以\ text {so}(n)$的旋转$ r \的动作和与$ r \ in \ in \ text {so}(so}(n)$的旋转作用的运算符。

In this paper, we generalize finite depth wavelet scattering transforms, which we formulate as $\Lb^q(\mathbb{R}^n)$ norms of a cascade of continuous wavelet transforms (or dyadic wavelet transforms) and contractive nonlinearities. We then provide norms for these operators, prove that these operators are well-defined, and are Lipschitz continuous to the action of $C^2$ diffeomorphisms in specific cases. Lastly, we extend our results to formulate an operator invariant to the action of rotations $R \in \text{SO}(n)$ and an operator that is equivariant to the action of rotations of $R \in \text{SO}(n)$.

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