Jiankang Deng

Title: The Innovations of Jiankang Deng

Introduction

Jiankang Deng is a notable inventor based in London, GB. He has made significant contributions to the field of image classification through his innovative patents. With a total of 2 patents, his work focuses on enhancing the efficiency and accuracy of image processing technologies.

Latest Patents

One of Jiankang Deng's latest patents is titled "Polynomial Self-Attention." This invention describes a classification apparatus designed to allocate a raw image to a respective class from a plurality of classes. The apparatus includes one or more processors and a memory that stores program code executable by the processors. It is configured to receive a raw image, generate a plurality of raw matrices from the image, and allocate the image to the respective class based on these matrices. By forming each raw matrix with one spatial value and one characteristic value, the computational cost is significantly reduced.

Another important patent is the "Method of Training an Image Classification Model." This method involves training a neural network to classify images into various classes. It includes extracting subclass center vectors for each class, inputting an image into the neural network, and generating an embedding vector. The method also determines a similarity score between the embedding vector and subclass center vectors, updating the neural network parameters based on these scores.

Career Highlights

Jiankang Deng has worked with prominent companies, including Huawei Technologies Co., Limited and Huawei Technologies Co., Ltd. His experience in these organizations has allowed him to develop and refine his innovative ideas in image classification technology.

Collaborations

Throughout his career, Jiankang has collaborated with notable individuals such as Stefanos Zafeiriou and Francesca Babiloni. These collaborations have contributed to the advancement of his research and inventions.

Conclusion

Jiankang Deng's contributions to image classification through his patents demonstrate his innovative spirit and technical expertise. His work continues to influence the field and pave the way for future advancements in technology.