Company Filing History:
Years Active: 2024-2025
Title: Vatsal Sodha: Innovator in Medical Imaging Technologies
Introduction
Vatsal Sodha is a prominent inventor based in San Jose, California, known for his contributions to the field of medical imaging. With a focus on enhancing transfer learning and self-taught models, he has made significant strides in improving the processing of medical images. His innovative approaches have led to the development of two notable patents.
Latest Patents
Sodha's latest patents include "Systems, methods, and apparatuses for the generation of source models for transfer learning to application specific models used in the processing of medical imaging." This patent describes methods for generating source models that significantly enhance transfer learning performance for various medical imaging tasks, including disease detection, classification, and segmentation. The process involves identifying training samples, applying transformations to image patches, and training an encoder-decoder network to minimize loss functions.
Another significant patent is "Systems, methods, and apparatuses for the generation of self-taught models genesis absent manual labeling for the processing of medical imaging." This invention focuses on creating self-taught generic models, known as Models Genesis, which do not require manual labeling. The system learns general-purpose image representations by recovering original sub-volumes from transformed 3D images, leading to improved performance across multiple target tasks.
Career Highlights
Vatsal Sodha is affiliated with Arizona State University, where he continues to advance his research in medical imaging technologies. His work has garnered attention for its innovative approach to machine learning and image processing, making significant contributions to the field.
Collaborations
Sodha collaborates with esteemed colleagues, including Zongwei Zhou and Jianming Liang, who contribute to his research endeavors and enhance the impact of his inventions.
Conclusion
Vatsal Sodha's innovative work in medical imaging technologies showcases his commitment to advancing the field through groundbreaking patents and collaborative efforts. His contributions are paving the way for improved medical imaging processes and outcomes.