Ed Huai-Hsin Chi

Title: Ed Huai-Hsin Chi: Innovator in Image Analysis and Search Technologies

Introduction

Ed Huai-Hsin Chi is a prominent inventor based in Palo Alto, CA (US). He has made significant contributions to the fields of image analysis and search technologies, holding a total of 5 patents. His work focuses on enhancing the capabilities of machine-learned models and improving the presentation of search results.

Latest Patents

One of his latest patents is titled "Image analysis by prompting of machine-learned models using chain of thought." This innovative technique provides a method for image analysis that includes obtaining an instructive sequence descriptive of an instructive query, an instructive response, and an instructive trace of intermediate states. The method involves inputting the instructive sequence and an operative image processing query into a machine-learned model, which processes the query with attention over the instructive sequence to generate an operative image processing response.

Another notable patent is "Clustering search results," which presents an improved system for displaying search results based on entity associations. This method generates first-level clusters of items responsive to a query, merges these clusters based on entity ontology relationships, and applies hierarchical clustering to produce final clusters. The items are then displayed according to these final clusters, enhancing the user experience in search result presentation.

Career Highlights

Ed has worked with leading technology companies, including Google Inc. His experience in these organizations has allowed him to develop and refine his innovative ideas, contributing to advancements in technology.

Collaborations

Throughout his career, Ed has collaborated with notable professionals in the field, including Jilin Chen and Lichan Hong. These collaborations have further enriched his work and expanded the impact of his inventions.

Conclusion

Ed Huai-Hsin Chi is a distinguished inventor whose work in image analysis and search technologies continues to influence the industry. His innovative patents and collaborations reflect his commitment to advancing technology and improving user experiences.