Santosh Chilkunda

Title: Santosh Chilkunda: Innovator in Neural Networks and 3D Display Technology

Introduction

Santosh Chilkunda is a prominent inventor based in Santa Clara, CA. He has made significant contributions to the fields of neural networks and 3D display technology. With a total of 3 patents, his work focuses on enhancing hardware performance and optimizing viewing experiences.

Latest Patents

Chilkunda's latest patents include "Modeling quantization loss using a preprocessing network that simulates hardware behavior." This invention involves an apparatus that integrates a preprocessing network and a quantized neural network. The preprocessing network is designed to receive input, perform a transform operation, and generate an intermediate result. The quantized neural network then processes this intermediate result through weighted operations to produce an output, all while addressing hardware constraints typical of edge devices. The transform operation compensates for quantization loss, ensuring efficient performance.

Another notable patent is "Guided 3D display adaptation." This invention focuses on improving the quality of viewing experience (QVE) in 3D displays. It introduces a mapping that represents the input-output relationship between input depth values and output QVE values. By utilizing reference depth data and an artist's mapping function, the decoder reconstructs the reference data and applies an inverse QVE mapping for target displays, optimizing output depth data for enhanced viewing.

Career Highlights

Throughout his career, Santosh Chilkunda has worked with notable companies such as Ambarella International LP and Dolby Laboratories Licensing Corporation. His experience in these organizations has allowed him to develop and refine his innovative ideas in technology.

Collaborations

Chilkunda has collaborated with talented individuals, including Malhar Palkar and Sabhatina Palani Selvam. These partnerships have contributed to the advancement of his projects and innovations.

Conclusion

Santosh Chilkunda is a distinguished inventor whose work in neural networks and 3D display technology continues to influence the industry. His patents reflect a commitment to enhancing hardware performance and user experience.