This inventor holds 3 USPTO granted patents. Top assignees: Ben Group, Inc., Branded Entertainment Network, Inc.. Active years: 2022-2024.
Company Filing History:
Years Active: 2022-2024
Title: Schubert R Carvalho: Innovator in Video Action Recognition
Introduction
Schubert R Carvalho is a notable inventor based in Orem, UT (US). He has made significant contributions to the field of video action recognition, holding a total of 3 patents. His innovative work focuses on enhancing the classification of actions in video clips through advanced neural network mechanisms.
Latest Patents
One of Schubert's latest patents is the "Multi-resolution attention network for video action recognition." This invention classifies an action that appears in a video clip by receiving a video clip for analysis. It applies a convolutional neural network mechanism (CNN) to the frames in the clip to generate a 4D embedding tensor for each frame. The invention further employs a multi-resolution convolutional neural network mechanism (CNN) to each of the frames to generate a sequence of reduced resolution blocks. It computes a kinematic attention weight that estimates the amount of motion in the block and applies these attention weights to the embedding tensors for each frame. This process generates a weighted embedding tensor, or context, that represents all the frames in the clip at the resolution. The contexts across all resolutions are combined to generate a multi-resolution context. Finally, a 3D pooling is performed to obtain a 1D feature vector, which is used to classify the primary action of the video clip based on the feature vector.
Career Highlights
Throughout his career, Schubert has worked with several companies, including Ben Group, Inc. and Branded Entertainment Network, Inc. His experience in these organizations has contributed to his expertise in the field of video technology and innovation.
Collaborations
Some of Schubert's notable coworkers include Tyler Folkman and Richard Ray Butler. Their collaboration has likely fostered a creative environment that encourages innovation and the development of cutting-edge technologies.
Conclusion
Schubert R Carvalho is a distinguished inventor whose work in video action recognition has the potential to transform how actions are classified in video content. His innovative patents and collaborative efforts highlight his commitment to advancing technology in this field.