Siqi Deng

Title: Siqi Deng: Innovator in Multimodal Models and Computer Vision

Introduction

Siqi Deng is a prominent inventor based in Seattle, WA (US), known for his contributions to the fields of multimodal models and computer vision. With a total of three patents to his name, Deng has made significant strides in developing systems and methods that enhance the efficiency and accuracy of media content searching and image analysis.

Latest Patents

Deng's latest patents include "Mitigating bias in multimodal models via query transformation." This patent focuses on systems and methods for searching media content. The search system receives an input query, generates a query embedding, and creates a bias mitigation transformation associated with a sensitive attribute. This innovative approach allows the search system to execute a similarity search in a media embedding model, effectively identifying media embeddings that align with the transformed query embedding.

Another notable patent is "Methods and systems for performing noise-resistant computer vision techniques." This invention evaluates images using a computer vision system to determine their suitability for analysis. The system generates an embedding of the image and assesses its quality through an embedding quality score (EQS). Based on this evaluation, images may either be processed further or removed if they do not meet the necessary quality criteria.

Career Highlights

Siqi Deng is currently employed at Amazon Technologies, Inc., where he applies his expertise in developing advanced technologies. His work focuses on enhancing the capabilities of search systems and improving image analysis techniques, contributing to the overall innovation landscape within the company.

Collaborations

Deng collaborates with notable colleagues, including Yuanjun Xiong and Wei Li, who contribute to the development of cutting-edge technologies in their respective fields. These collaborations foster an environment of innovation and creativity, leading to impactful advancements in technology.

Conclusion

Siqi Deng's work exemplifies the spirit of innovation in the tech industry. His patents reflect a commitment to improving multimodal models and computer vision techniques, making significant contributions to the field. Through his role at Amazon Technologies, Inc., Deng continues to push the boundaries of technology and inspire future advancements.