Location History:
- Madison, WI (US) (2022)
- Seattle, WA (US) (2020 - 2023)
Company Filing History:
Years Active: 2020-2025
Title: Suren Kumar: Innovator in Image Classification and Visual Search Technologies
Introduction
Suren Kumar is a prominent inventor based in Seattle, WA, known for his contributions to image classification and visual search technologies. With a total of 6 patents, Kumar has developed innovative systems and methods that enhance the way images and videos are processed and classified.
Latest Patents
One of Kumar's latest patents focuses on image classification with modality dropout. This invention provides 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 model is trained in two phases, utilizing both text and visual processing to recognize patterns without requiring optical character recognition (OCR) during inference. The second phase refines the model for practical use.
Another significant patent addresses improving visual search using a summarization feature. This system searches databases of videos or images to identify similar products based on a given video or image. It represents the content of the video with a feature vector to measure similarity. The system effectively handles challenges such as low resolution and poor lighting by removing subpar video frames and enriching feature representation for optimal retrieval results.
Career Highlights
Kumar has worked with notable companies, including Markable, Inc. and Amazon Technologies, Inc. His experience in these organizations has contributed to his expertise in developing advanced technologies in image processing and classification.
Collaborations
Throughout his career, Kumar has collaborated with talented individuals such as Rui Zheng and Dirk Padfield, further enhancing his innovative work in the field.
Conclusion
Suren Kumar's contributions to image classification and visual search technologies demonstrate his commitment to innovation. His patents reflect a deep understanding of the challenges in image processing and a drive to create effective solutions.
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.