Naveen Ramakrishnan

Title: Innovations of Naveen Ramakrishnan

Introduction

Naveen Ramakrishnan is an accomplished inventor based in Campbell, California. He holds a total of 10 patents, showcasing his expertise in the field of technology and innovation. His work primarily focuses on advancements in machine learning and object detection.

Latest Patents

One of his latest patents is titled "Automated Key Frame Selection." This invention involves identifying key frames of a video for use in training machine learning models. The process includes performing object detection to identify frames containing target classes of objects of interest. Feature extraction is then conducted on these identified frames to generate raw feature vectors, which are subsequently compressed into lower-dimensional vectors. These compressed feature vectors are organized into clusters, and key frames are filtered from each cluster to create a representative data set of the video.

Another significant patent is "Trajectory Design for Image Data Acquisition for Object Detection/Recognition." This invention describes a vehicle equipped with an image sensor and an electronic processor. The processor determines multiple potential trajectories for the vehicle and calculates the total number of views of the target object that would be captured along each trajectory. Ultimately, a key trajectory is selected based on the total number of views, optimizing the data collection process for generating classifiers.

Career Highlights

Naveen has worked with notable companies, including Robert Bosch GmbH, where he contributed to various innovative projects. His experience in these organizations has significantly shaped his career and expertise in technology.

Collaborations

Throughout his career, Naveen has collaborated with talented individuals such as Jayanta Kumar Dutta and Yumi Kondo. These collaborations have further enriched his work and contributed to his success as an inventor.

Conclusion

Naveen Ramakrishnan's contributions to the fields of machine learning and object detection through his patents demonstrate his innovative spirit and technical prowess. His work continues to influence advancements in technology and inspire future innovations.