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"Higher Order Polynomial Transformer for Fine-Grained Freezing of Gait " by Renfei Sun, Kun Hu et al. - Vimarsana News

"Higher Order Polynomial Transformer for Fine-Grained Freezing of Gait " by Renfei Sun, Kun Hu et al.

Freezing of Gait (FoG) is a common symptom of Parkinson’s disease (PD), manifesting as a brief, episodic absence, or marked reduction in walking, despite a patient’s intention to move. Clinical assessment of FoG events from manual observations by experts is both time-consuming and highly subjective. Therefore, machine learning-based FoG identification methods would be desirable. In this article, we address this task as a fine-grained human action recognition problem based on vision inputs. A novel deep learning architecture, namely, higher order polynomial transformer (HP-Transformer), is ...

Source: uow.edu.au
PyTorch 2.0: Our next generation release that is faster, more Pythonic and Dynamic as ever - Vimarsana News

PyTorch 2.0: Our next generation release that is faster, more Pythonic and Dynamic as ever

An open source machine learning framework that accelerates the path from research prototyping to production deployment.

FOXNEWS America Reports With John Roberts Sandra Smith June 4, 2024 17:45:00 - Vimarsana News

FOXNEWS America Reports With John Roberts Sandra Smith June 4, 2024 17:45:00

, she's getting away with this because let's be clear , because of her race and her gender. if you attack or your either racist or sexist, or in my case i'm a sellout. kendra henderson won the silver medal. black americans we're draped in the american flag. who are the oppressed people sh is talking about? first and last names, she doesn't have anybody. its nothing more than a stunt i order to basically threaten people and play the race card and the gender card. >> what is the golden do you think? why don't you become a social activist someone say? >> exactly. why don't you. you have to ask yo...

"SATP-GAN: self-attention based generative adversarial network for traf" by Liang Zhang, Jianqing Wu et al. - Vimarsana News

"SATP-GAN: self-attention based generative adversarial network for traf" by Liang Zhang, Jianqing Wu et al.

Abstract Traffic flow prediction, one of the essential problems in traffic control and guidance systems, is still drawing increasing attention in recent years with the new methods tipped by the success of AI. In this paper, we propose a novel model, namely self-attention generative adversarial networks for time-series prediction (SATP-GAN). The SATP-GAN method is based on self-attention and generative adversarial networks (GAN) mechanisms, which are composed of the GAN module and reinforcement learning (RL) module. In the GAN module, we apply the self-attention layer to capture the pattern of...

Source: uow.edu.au