Sushresulagna Rath

Title: Innovations by Sushresulagna Rath

Introduction

Sushresulagna Rath is an accomplished inventor based in Bengaluru, India. He has made significant contributions to the field of technology, particularly in image processing and machine learning. With a total of 2 patents to his name, Rath continues to push the boundaries of innovation.

Latest Patents

One of Rath's latest patents is an automatic image annotation system. This system receives a reference image with annotated parts and one or more query images. It automatically identifies portions from the query images that are similar to the annotated parts of the reference image. The S-matrices of both the reference and query images are obtained via singular value decomposition (SVD). Additionally, lower-dimensional images are generated using a pre-trained deep learning model. The S-matrices and lower-dimensional images are combined to create vector representations. A distance metric is calculated for the vector representation of the reference image compared to that of the query image. The system initially generates a preliminary output image with a preliminary annotation, which is further optimized to adequately cover the region of interest (ROI).

Another notable patent involves testing machine learning (ML) models for robustness and accuracy using generative deep learning. This model testing system administers various tests to evaluate the accuracy and robustness of ML models. A user interface (UI) allows users to select from a range of tests to be administered to the ML model under evaluation. Test data produced by multiple testing ML models is provided based on the selected tests. The system can administer generative patches tests, generative perturbations tests, and counterfeit data tests to the ML model under test.

Career Highlights

Sushresulagna Rath is currently employed at Accenture Global Solutions Limited, where he applies his expertise in technology and innovation. His work focuses on developing advanced systems that enhance the capabilities of machine learning and image processing.

Collaborations

Rath collaborates with talented professionals in his field, including Indrajit Kar and Vishal D Pandey. These collaborations foster an environment of creativity and innovation, leading to groundbreaking advancements in technology.

Conclusion

Sushresulagna Rath is a prominent inventor whose work in automatic image annotation and machine learning testing showcases his commitment to innovation. His contributions continue to influence the technological landscape, making a significant impact in his field.