Company Filing History:
Years Active: 2019-2023
Title: Gaurav Kumar Singh: Innovator in Time Series Image Data Classification
Introduction
Gaurav Kumar Singh is an accomplished inventor based in Westland, MI (US). He has made significant contributions to the field of image data classification, particularly in the context of time series data. With a total of 4 patents to his name, Singh's work is at the intersection of technology and innovation.
Latest Patents
One of Singh's latest patents focuses on classifying time series image data. This invention extends to methods, systems, and computer program products designed for this purpose. Key aspects of the invention include encoding motion information from video frames into an eccentricity map. An eccentricity map serves as a static image that aggregates the apparent motion of objects, surfaces, and edges from multiple video frames. This technology allows neural networks to be trained to detect and classify actions in videos based on the eccentricity maps provided as input. The output from the neural network can indicate whether the detected motion in a video is classified as an action, such as a hand gesture.
Another significant aspect of his work involves determining moving objects in a sequence of images. This is achieved by recursively calculating red-green-blue (RGB) eccentricity based on a video data stream. The technology can be utilized in vehicles, which can operate based on the determined moving objects. The video data stream can be acquired through a color video sensor included in the vehicle or a traffic infrastructure system.
Career Highlights
Gaurav Kumar Singh is currently employed at Ford Global Technologies, LLC, where he continues to innovate and develop new technologies. His work has positioned him as a key player in the field of image processing and classification.
Collaborations
Singh has collaborated with notable colleagues, including Gintaras Vincent Puskorius and Bruno Sielly Jales Costa. These collaborations have further enriched his work and contributed to advancements in their respective fields.
Conclusion
Gaurav Kumar Singh is a pioneering inventor whose work in time series image data classification is shaping the future of technology. His innovative patents and contributions to Ford Global Technologies, LLC highlight his commitment to advancing the field.