Company Filing History:
Years Active: 2020-2025
Title: Pranoy Hari: Innovator in Retail Product Classification
Introduction
Pranoy Hari is a notable inventor based in Chennai, India. He has made significant contributions to the field of retail product classification, holding a total of 5 patents. His innovative work focuses on improving the accuracy and efficiency of product classification systems.
Latest Patents
One of Pranoy's latest patents is titled "Fine-grained classification of retail products." This invention addresses the challenges posed by slight variations in product images, which can affect classification accuracy. The system he developed utilizes both object-level and part-level information to classify similar-looking products effectively. By employing a trained RC-Net, a deep supervised convolutional autoencoder, the system estimates the object-level classification score. Additionally, it identifies discriminative part-proposals around key points to enhance part-level classification.
Another significant patent is "Method and system for detection of hidden patterns for apparel strategies." This invention aims to tackle the issues of lost sales opportunities and over-inventory in apparel retailing. By detecting underlying patterns common across various apparel items, the system provides valuable insights into customer intentions. It offers strategies related to assortment, advertisement, and manufacturing, ultimately helping retailers optimize their inventory management.
Career Highlights
Pranoy Hari is currently employed at Tata Consultancy Services Limited, where he continues to innovate and contribute to advancements in retail technology. His work has garnered attention for its practical applications in the retail industry.
Collaborations
Pranoy collaborates with talented individuals such as Shilpa Yadukumar Rao and Avishek Kumar Shaw. Together, they work on projects that push the boundaries of technology in retail.
Conclusion
Pranoy Hari's contributions to the field of retail product classification demonstrate his commitment to innovation. His patents reflect a deep understanding of the challenges faced in the retail industry and provide effective solutions to enhance product classification and inventory management.