Shixiang Jia

Title: Innovations of Shixiang Jia

Introduction

Shixiang Jia is a notable inventor based in Yantai, China. He has made significant contributions to the field of fish image processing and identification. With a total of 3 patents, his work focuses on advanced methodologies for detecting and identifying fish species using cutting-edge technology.

Latest Patents

One of his latest patents is titled "Method for identifying individuals of oplegnathus punctatus based on convolutional neural network." This innovative method utilizes a convolutional neural network to identify individual fish by establishing a target initial positioning through three continuous convolutional layers and an average pooling layer. The process involves obtaining a region of feature interest points and setting a hyperparameter candidate box to approximate the target object's position. The II_Net backbone convolutional neural network comprises six convolutional layers and four pooling layers, incorporating a LeakyReLU activation function and a maximum pooling layer with an overlapped pooling structure. The model employs a genetic algorithm to enhance data transmission between layers, ultimately allowing for the identification of the oplegnathus punctatus using test data.

Another significant patent is the "Method for detecting densely occluded fish based on YOLOv5 network." This method belongs to the technical field of fish images and includes a comprehensive approach involving data set establishment, processing, model training, and testing. The data set establishment part encompasses the collection, labeling, and division of fish pictures into training, verification, and test sets.

Career Highlights

Shixiang Jia is affiliated with Ludong University, where he continues to advance his research and innovations in fish identification technologies. His work has garnered attention for its practical applications in marine biology and environmental monitoring.

Collaborations

He collaborates with esteemed colleagues such as Jun Yue and Zhenbo Li, contributing to a dynamic research environment that fosters innovation and discovery.

Conclusion

Shixiang Jia's contributions to the field of fish identification through advanced technological methods highlight his role as a leading inventor. His patents reflect a commitment to innovation and the application of artificial intelligence in marine research.