This inventor holds 1 USPTO granted patent and 1 published patent application. Top assignee: Columbia University. Active years: 2026.
Company Filing History:
Years Active: 2026
Title: Siddarth Arumugam: Innovator in Rapid Diagnostic Tests
Introduction
Siddarth Arumugam is an accomplished inventor based in New York, NY (US). He has made significant contributions to the field of rapid diagnostic tests through his innovative work. His expertise lies in the application of self-supervised learning and few-shot learning methodologies.
Latest Patents
Siddarth holds a patent for "Adaptable automated interpretation of rapid diagnostic tests using self-supervised learning and few-shot learning." This framework discloses a few-shot learning method that utilizes self-supervision and classification supervision to train a feature extractor. The process involves running grayscale images through an edge filter, normalizing the filtered images, and generating feature-extracted images. A decoder is then used to reconstruct images from these feature-extracted images, determining a loss between the reconstructed images and the ground truth images. This loss is utilized to update the parameters of the feature extractor. The second part of the patent describes a few-shot adaptation process to adapt the model to a novel rapid test kit.
Career Highlights
Siddarth is currently affiliated with Columbia University, where he continues to advance his research and innovation in the field of diagnostics. His work has garnered attention for its potential to improve the accuracy and efficiency of rapid testing methods.
Collaborations
Some of Siddarth's notable coworkers include Samuel K Sia and Jiawei Ma, who contribute to the collaborative environment that fosters innovation at Columbia University.
Conclusion
Siddarth Arumugam is a pioneering inventor whose work in rapid diagnostic tests exemplifies the intersection of technology and healthcare. His contributions are paving the way for advancements in diagnostic methodologies.