Pradeep Sen

Title: Innovations of Pradeep Sen

Introduction

Pradeep Sen is a notable inventor based in Albuquerque, NM (US). He has made significant contributions to the field of machine learning and image processing, holding a total of 10 patents. His work focuses on enhancing the quality of rendered images and improving object detection systems.

Latest Patents

One of his latest patents is titled "Machine learning to process Monte Carlo rendered images." This invention involves a method of rendering an image that includes Monte Carlo rendering a scene to produce a noisy image. The noisy image is then processed to render an output image. The processing applies a machine learning model that utilizes colors and/or features from the rendering system for denoising the noisy image and adaptively placing samples during rendering. Another significant patent is "Localization-aware active learning for object detection." This system and method include a sensor that obtains data from a scene, which consists of a set of images containing objects. A memory stores active learning data, including an object detector trained for detecting objects in images. A processor communicates with the memory and is configured to detect a semantic class and a location of at least one object in an image selected from the set of images. This detection produces a detection metric that combines the uncertainty of the object detector about the semantic class and the location of the object in the image. When the detection metric exceeds a threshold, the image is displayed for human labeling.

Career Highlights

Pradeep Sen has worked with reputable organizations, including Stc.unm and the University of California. His experience in these institutions has allowed him to develop and refine his innovative ideas in machine learning and image processing.

Collaborations

Some of his notable coworkers include Majeed M Hayat and Aliakbar Darabi. Their collaboration has contributed to the advancement of research and development in their respective fields.

Conclusion

Pradeep Sen's contributions to machine learning and image processing through his patents demonstrate his innovative spirit and dedication to advancing technology. His work continues to influence the field and inspire future innovations.