Seunghan Kim

Title: Seunghan Kim: Innovator in Neural Network Technologies

Introduction

Seunghan Kim is a prominent inventor based in San Diego, CA. He has made significant contributions to the field of neural network technologies, holding a total of 4 patents. His work focuses on enhancing the capabilities of neural networks through innovative dataset generation and cleaning methods.

Latest Patents

One of Seunghan Kim's latest patents is titled "3D dataset generation for neural network model training." In this invention, an electronic device receives a set of 2D images, including at least one image of an object of interest. The device detects multiple 2D landmarks on the image, which correspond to the shape features of the object. It aligns a 3D shape model of a reference object by fitting the 2D landmarks to the detected landmarks. The device estimates texture mapping information and generates a dataset that includes the 2D image, the aligned 3D shape model, and the texture mapping information. This dataset is then used to train a neural network model for 3D reconstruction from a single 2D image.

Another notable patent is "Cleaning dataset for neural network training." This invention involves an electronic device that receives a dataset with multiple samples, including a 2D image and a 3D shape model of an object. The device determines 2D landmarks from the image and extracts 3D landmarks from the model. It computes an error between the determined 2D landmarks and the corresponding locations of the extracted 3D landmarks. If the computed error exceeds a certain threshold, the device updates the dataset by removing the erroneous sample and trains a neural network on the updated dataset.

Career Highlights

Seunghan Kim is currently employed at Sony Group Corporation, where he continues to develop innovative solutions in the field of artificial intelligence and machine learning. His work has been instrumental in advancing the capabilities of neural networks, particularly in the area of 3D reconstruction.

Collaborations

Seunghan collaborates with talented individuals such as Jong Hwa Lee and Gary Lyons, contributing to a dynamic and innovative work environment.

Conclusion

Seunghan Kim is a leading inventor whose work in neural network technologies is paving the way for advancements in artificial intelligence. His innovative patents demonstrate his commitment to enhancing the capabilities of machine learning through effective dataset generation and cleaning methods