Company Filing History:
4 out of 1,333 
1 out of 2,626 
1 out of 393 
Years Active: 2016-2024
Title: The Innovative Mind of Hye Ran Byun
Introduction
Hye Ran Byun, based in Seoul, South Korea, is a prominent inventor in the field of object localization technologies. With a total of five patents to her name, Byun has made significant contributions that aim to enhance image processing algorithms through weakly supervised learning methods.
Latest Patents
Among her latest patents are two groundbreaking innovations: the "Weakly Supervised Object Localization Apparatus and Method" and the "CAM-Based Weakly Supervised Learning Object Localization Device and Method." The former patent features a sophisticated apparatus that employs a feature map generator, an erased feature map generator, a final map generator, and a contrastive guidance determiner. Each component collaborates to interpret input images effectively.
The latter patent focuses on a device that extracts feature maps from convolutional neural networks (CNN). It includes a weight vector binarization unit and a class activation map generation unit, allowing for enhanced performance in object localization tasks.
Career Highlights
Throughout her career, Hye Ran Byun has collaborated with several esteemed organizations. She has worked with the University Industry Foundation, Yonsei University, and Hyundai Mobis Co., Ltd. These experiences have enriched her expertise and allowed her to develop innovative solutions within the field.
Collaborations
In her professional journey, Byun has collaborated with notable coworkers, including Kwang Yong Lim and Jewook Lee. These partnerships have played a crucial role in her research and have fostered an environment of innovation and creativity.
Conclusion
Hye Ran Byun is a visionary inventor whose work in weakly supervised object localization continues to impact the field significantly. With every patent, she paves the way for future advancements in image processing and contributes valuable knowledge and technology to the scientific community. Her dedication to innovation reflects the potential for technology to revolutionize how we understand and interact with visual information.
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.