Peng Dai

Title: The Innovative Contributions of Peng Dai

Introduction

Peng Dai is a prominent inventor based in Markham, Canada. He has made significant contributions to the field of technology, particularly in the areas of keypoint estimation and few-shot classification. With a total of 14 patents to his name, Dai continues to push the boundaries of innovation.

Latest Patents

One of his latest patents is titled "Methods, devices, and computer readable media for training a keypoint estimation network using cGAN-based data augmentation." This invention describes a method and devices for training a keypoint estimation network. In each training iteration, synthetic images are generated by a generator, with each synthetic image assigned respective keypoints. The process involves obtaining predicted keypoints for each synthetic image and discarding poor quality images based on an error score. The remaining images, along with real-world images, are used to train an updated keypoint estimation network until convergence criteria are satisfied.

Another notable patent is "Methods and systems for cross-domain few-shot classification." This invention outlines methods, systems, and media for training deep neural networks for cross-domain few-shot classification. The training process consists of two stages, where data samples from a source dataset are used to generate feature maps. The dataset is then split into a support set and a query set, allowing for the determination of prototypes for each class label and updating the autoencoder's parameters.

Career Highlights

Peng Dai is currently employed at Huawei Technologies Co., Limited, where he applies his expertise in developing cutting-edge technologies. His work has garnered attention in the tech community, and he is recognized for his innovative approaches to complex problems.

Collaborations

Dai collaborates with talented individuals such as Juwei Lu and Wei Li, contributing to a dynamic work environment that fosters creativity and innovation.

Conclusion

Peng Dai's contributions to technology through his patents and work at Huawei Technologies Co., Limited highlight his role as a leading inventor in the field. His innovative methods in keypoint estimation and few-shot classification continue to influence advancements in technology.