These parameters are inherited from SA layers. During inference, the pointsofthe entire scene are takenasthe input. The result shows that the optimal choice ofG grows in linear relationship withC. Inthis experiment, we choose "C 3,G = 12asthe default setting. On the benchmark ofSUN-RGBD, we found that the performance ofFP2 layer isless satisfying thanFP1layer.

Deep neural networks (DNNs) are well-known to be vulnerable to adversarial attacks, where malicious human-imperceptible perturbations are included inthe input to the deep network to fool it into making a wrong classification.

Generative Adversarial Networks (GANs) are powerful tools for image synthesis.

In this study, we explore the potential of state space models (SSMs). Direct application of SSMs in gesture synthesis encounters difficulties, which stem primarily from the diverse movement dynamics of various body parts.