Company Filing History:
Years Active: 2023-2024
Title: Armin Parchami: Innovator in Neural Networks and Camera Calibration
Introduction
Armin Parchami is a notable inventor based in Ann Arbor, MI (US). He has made significant contributions to the fields of neural networks and camera calibration, holding a total of 2 patents. His work focuses on enhancing machine learning techniques and improving traffic camera systems.
Latest Patents
One of Armin's latest patents is titled "Variance of Gradient Based Active Learning Framework for Training Perception Algorithms." This invention utilizes a variance of gradients to provide a heuristic understanding of machine learning models. The approach involves receiving a dataset with a vector, annotating it, and calculating a loss value. This loss is then used to update the neural network through backpropagation, allowing for continuous improvement of the model.
Another significant patent is "Traffic Camera Calibration." This system includes a processor and memory with instructions to determine camera calibration parameters such as focal distance, height, and tilt. It utilizes a two-dimensional calibration pattern aligned with the roadway surface to gather object data, including location, speed, and direction for objects within the camera's field of view.
Career Highlights
Armin Parchami is currently employed at Ford Global Technologies, LLC, where he applies his expertise in developing innovative solutions. His work at Ford emphasizes the integration of advanced technologies in automotive systems, particularly in enhancing safety and efficiency.
Collaborations
Armin has collaborated with talented individuals such as Enrique Corona and Faizan Shaik. These partnerships have fostered a creative environment that encourages the development of cutting-edge technologies.
Conclusion
Armin Parchami is a distinguished inventor whose work in neural networks and camera calibration has the potential to revolutionize various industries. His contributions reflect a commitment to innovation and excellence in technology.