Company Filing History:
Years Active: 2020-2025
Title: Nikhil Garg: Innovator in Image Classification and 3D Object Retrieval
Introduction
Nikhil Garg is a prominent inventor based in Berlin, Germany. He has made significant contributions to the fields of image classification and three-dimensional object retrieval. With a total of eight patents to his name, Garg continues to push the boundaries of technology through his innovative ideas and solutions.
Latest Patents
One of Nikhil Garg's latest patents is focused on image classification with modality dropout. This patent describes systems and methods for classifying images associated with an item and generating an image set that includes classifications deemed helpful for the item type. The classification process involves generating and training an image classification model in two phases. The first phase utilizes an intermediate model with text and visual processing to teach the model to recognize patterns created by text without requiring optical character recognition (OCR) during inference. The second phase refines the model for inference through visual processing. Additionally, Garg has developed a patent for three-dimensional object part retrieval. This invention describes devices and techniques for retrieving three-dimensional part models using two-dimensional image data. A first machine learning model generates shape embeddings for different parts, allowing for the determination of corresponding 3D models stored in a non-transitory computer-readable memory.
Career Highlights
Nikhil Garg is currently employed at Amazon Technologies, Inc., where he applies his expertise in machine learning and image processing. His work at Amazon has allowed him to contribute to cutting-edge technologies that enhance user experiences and improve product functionalities.
Collaborations
Throughout his career, Garg has collaborated with notable colleagues, including Brad Bowman and Toma Belenzada. These collaborations have fostered an environment of innovation and creativity, leading to the development of impactful technologies.
Conclusion
Nikhil Garg is a distinguished inventor whose work in image classification and 3D object retrieval has made a significant impact in the tech industry. His innovative patents and contributions at Amazon Technologies, Inc. highlight his dedication to advancing technology and improving user experiences.
Inventor’s Patent Attorneys refers to legal professionals with specialized expertise in representing inventors throughout the patent process. These attorneys assist inventors in navigating the complexities of patent law, including filing patent applications, conducting patent searches, and protecting intellectual property rights. They play a crucial role in helping inventors secure patents for their innovative creations.