Mingyue Niu

Title: Innovations of Mingyue Niu in Automatic Depression Detection

Introduction

Mingyue Niu is an accomplished inventor based in Beijing, China. He has made significant contributions to the field of automatic depression detection through innovative methods that utilize audio and video data. With a total of 2 patents, Niu's work is paving the way for advancements in mental health technology.

Latest Patents

Mingyue Niu's latest patents focus on automatic depression detection methods based on audio-video inputs. The first patent describes a method that involves acquiring original data from long-term audio and video files. It details the process of segmenting these files and extracting features using advanced networks. The method employs a multi-head attention mechanism to calculate and aggregate audio and video features, ultimately predicting an individual's depression level. The second patent outlines a similar approach, emphasizing the segmentation and feature extraction of audio and video files. It combines these features to create a multimodal spatio-temporal representation, which is then analyzed to assess depression levels.

Career Highlights

Mingyue Niu is affiliated with the Chinese Academy of Sciences, where he conducts research and develops innovative technologies. His work is recognized for its potential impact on mental health diagnostics and treatment.

Collaborations

Mingyue Niu collaborates with notable colleagues, including Jianhua Tao and Yu Wang, who contribute to his research endeavors. Their combined expertise enhances the development of effective solutions in the field of mental health.

Conclusion

Mingyue Niu's contributions to automatic depression detection highlight the intersection of technology and mental health. His innovative methods are set to make a significant impact in diagnosing and understanding depression through audio and video analysis.