Ramakrishna Perla

Title: Innovations by Ramakrishna Perla

Introduction

Ramakrishna Perla is an accomplished inventor based in Hyderabad, Telangana, India. He has made significant contributions to the field of computer vision and machine learning, holding 2 patents that showcase his innovative approach to technology.

Latest Patents

One of his latest patents is focused on "Computer vision in-store planogram analysis." This system and method involve a retail entity with a product display area defined by a planogram. The planogram analyzer includes a server that trains a machine learning model to generate recommendations aimed at optimizing various planogram metrics using historical data and computer vision data. The system is designed to provide recommendations that can alter the planogram based on these metrics, utilizing a probabilistic optimization technique to achieve a global optimum. The computer vision aspect of this invention includes tracking eyeball movement, engagement, and lingering time.

Another notable patent is the "System and method of visual attribute recognition." This invention involves automatic product attribute recognition through training images that have bounding boxes associated with products. The system trains a convolutional neural network (CNN) model to generate bounding boxes and identify products until the model's accuracy surpasses a predetermined threshold. It further trains a second CNN model for each product to generate attribute values with high accuracy, enabling automatic recognition of product attributes for new images.

Career Highlights

Ramakrishna Perla is currently employed at Blue Yonder Group, Inc., where he applies his expertise in machine learning and computer vision to develop innovative solutions. His work has significantly impacted the retail sector, enhancing the efficiency of product display and customer engagement.

Collaborations

He collaborates with talented professionals such as Arun Raj Parwana Adiraju and Vineet Chaudhary, contributing to a dynamic work environment that fosters innovation and creativity.

Conclusion

Ramakrishna Perla's contributions to the field of computer vision and machine learning exemplify the spirit of innovation. His patents reflect a deep understanding of technology and its application in real-world scenarios, making him a notable figure in the industry.