Company Filing History:
Years Active: 2025
Title: Himanshu Rai: Innovator in Object Detection Technology
Introduction
Himanshu Rai is a notable inventor based in Toronto, Canada. He has made significant contributions to the field of object detection and relationship prediction through his innovative patent. His work is characterized by a focus on enhancing the accuracy and efficiency of object detection models.
Latest Patents
Himanshu Rai holds a patent for a groundbreaking invention titled "Co-learning object and relationship detection with density aware loss." This patent describes an object detection model and a relationship prediction model that are jointly trained with parameters that can be updated through a joint backbone. The offset detection model predicts object locations based on keypoint detection, such as a heatmap local peak, which enables the disambiguation of objects. Additionally, the relationship prediction model predicts relationships between detected objects and is trained with a joint loss alongside the object detection model. The loss includes terms for object connectedness and model confidence, allowing the training process to prioritize highly-connected objects before addressing lower-confidence items. This innovative approach has the potential to significantly improve the performance of object detection systems.
Career Highlights
Himanshu Rai is currently employed at the Toronto-Dominion Bank, where he applies his expertise in technology and innovation. His work at the bank involves leveraging his knowledge in object detection to enhance various applications and services.
Collaborations
Himanshu collaborates with talented individuals such as Maksims Volkovs and Cheng Chang. Their combined efforts contribute to the advancement of technology and innovation within their field.
Conclusion
Himanshu Rai is a distinguished inventor whose work in object detection technology is paving the way for future advancements. His innovative patent and contributions to the Toronto-Dominion Bank highlight his commitment to enhancing technological solutions.