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"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 proposed to incorporate pose and appearance feature sequences to formulate fine-grained FoG patterns. In particular, a higher order self-attention mechanism is proposed based on higher order polynomials. To this end, linear, bilinear, and trilinear transformers are formulated in pursuit of discriminative fine-grained representations. These representations are treated as multiple streams and furthe ....

Deep Learning , Feature Extraction , Igher Order Attention , Olynomial Transformation , Self Attention , Patiotemporal Phenomena , Task Analysis ,

Power deptt. to charge transformer; cautions

Department of Power, office of the Executive Engineer, Transmission Division, Kohima has informed that 33/11kV, 10 MVA, Transformer at Chiethu and construction of 33kV line from 132/33kV Chiephobozou Sub-Station to 33/11kV Chiethu Sub-Station passing through Chiephobozou Town and Chiechema Village would ....

Department Of Power , Transmission Division , Executive Engineer , Chiephobozou Town , Chiechema Village , Nagaland News , Department Of Power , 3 11kv , 0 Mva ,

Nearly 4,000 people without power after Lawton transformer fire

Three large outages concentrated on the west side of Lawton began at around 10:50 Wednesday morning. ....

United States , Public Service Company Of Oklahoma , Lawton Fire Department , Public Service Company , Power Outage ,

Transformer falls on top of car in New Boston, NH after crash

The New Boston Fire Department said they responded to a crash on Francestown Road Saturday afternoon for a car into a telephone pole with a transformer on top of the car. ....

Matt Leighton , Boston Fire Department , New Boston , New Boston Fire Department , Francestown Road Saturday , New Hampshire , Francestown Road ,

MSNBC Symone June 4, 2024 20:16:00

Because you have to walk past this bush. it was like bodies covered up in white sheets. i was just hoping that you don t want to see anything like that. but to see what appears to be kids, and it literally broke my heart. i just remember, i called my girlfriend and said, it s kids. and we have to see this. everyone in the store had to walk past that. because you couldn t miss it. you had to go that way. and then when you walk past you see me a magazine clip on the ground. and it was a black magazine clip, and it had a white sticker on it. it looks kind of like a transformer. it was something, or a face, or something. i can t really identify exactly what it was. but then at the stop sign, you see this car with the door ....

You Couldn T , Me A Magazine , Door Open , Stop Sign ,