Gauri Deshpande

Title: Gauri Deshpande: Innovator in Behavioral Analysis and Emotional Valence Detection

Introduction

Gauri Deshpande is a prominent inventor based in Pune, India. She has made significant contributions to the fields of behavioral analysis and emotional valence detection through her innovative patents. With a total of 3 patents, Gauri is recognized for her cutting-edge work that leverages machine learning and advanced techniques.

Latest Patents

Gauri's latest patents include a method and system for confidence level detection from eye features. This invention focuses on extracting insights from eye features, particularly the pupil, with an emphasis on behavioral analysis rather than solely on confidence level detection. The method utilizes a machine learning-based approach to generate an overall confidence level label based on a subject's performance during an interaction, which is captured as a video sequence. The analysis involves computing various facial features, including the Eye-Aspect ratio and mouth movements, across all frames in the video window. A Bi-LSTM model is then trained using these facial features to derive the subject's confidence level.

Another notable patent addresses the selection of speech segments for training classifiers to detect emotional valence from input speech signals. This invention is crucial for wellness applications that require the detection of emotional valence from speech. It employs both acoustic and text features to assess emotional valence, treating segments of speech that carry emotion words differently from those that do not. The system utilizes a model trained for specific languages to determine emotional valence effectively.

Career Highlights

Gauri Deshpande is currently employed at Tata Consultancy Services Limited, where she continues to innovate and contribute to her field. Her work is characterized by a strong focus on applying machine learning techniques to real-world problems, particularly in understanding human behavior and emotions.

Collaborations

Gauri collaborates with talented individuals such as Sachin Patel and Venkata Subramanian Viraraghavan, enhancing her research and development efforts through teamwork and shared expertise.

Conclusion

Gauri Deshpande's innovative patents and contributions to behavioral analysis and emotional valence detection highlight her as a leading figure in her field. Her work not only advances technology but also has the potential to improve various applications in wellness and human interaction.