Sivan Harary

Title: Innovator Sivan Harary: Pioneering Advancements in Object Detection and Classification

Introduction: Sivan Harary is an accomplished inventor located in Haifa, Israel, recognized for her significant contributions in the fields of machine learning and computer vision. With a total of 9 patents to her name, her work stands at the forefront of innovative solutions aimed at improving object recognition and classification.

Latest Patents: Among her latest patents is a groundbreaking method titled "Representative-based metric learning for classification and few-shot object detection." This method revolves around learning a common embedding space and a set of parameters for various sets of mixture models, each associated with different classes of objects. The approach adapts to include new mixture models for novel categories using example embedding vectors, enabling effective detection of objects in images. Furthermore, the method provides capabilities for identifying objects in query images by executing instructions based on the learned common embedding space.

Another notable patent is "Out-of-sample generating few-shot classification networks." This innovative embodiment focuses on synthesizing feature vectors related to various classes. It includes training a classifier to recognize new classes using synthesized and sample feature vectors, empowering enhanced recognition capabilities for various applications.

Career Highlights: Sivan Harary is currently employed at the International Business Machines Corporation (IBM), a leader in technology and innovation. Her work at IBM encompasses developing algorithms and models that drive advancements in machine learning, specifically for object detection and classification tasks.

Collaborations: Throughout her career, Sivan has collaborated with notable professionals in the field, including her colleagues Mattias Marder and Leonid Karlinsky. These collaborations have contributed to the successful development and patenting of innovative technologies that enhance object recognition and facilitate machine learning processes.

Conclusion: Sivan Harary’s innovative spirit and technical prowess have positioned her as a vital contributor to the field of machine learning and computer vision. With her numerous patents and collaborations at IBM, her work continues to pave the way for advancements that will shape the future of technology.