Paper: "Transformer-based End-to-End Object Detection in Aerial Images"
Authors:
- Hoang Ngoc Cu – 20520145 – IT2020 – Main author
- Hua Phu Thien – 20521946 – IT2020 – Co-author
Supervisors:
- M.S. Vo Tan Khoa
- M.S. Nguyen Thi Anh Thu
- Prof. Dr. Nguyen Hoang Tu Anh
Summary of the paper:
Scholarship administration plays a critical role within higher educational systems, ensuring deserving students have the financial resources to pursue their education. Nevertheless, conventional scholarship administration methods often encounter fraud, mismanagement, restricted accessibility, and the difficult process of authenticating scholarship applicants. The potential of blockchain technology lies in revolutionizing scholarship administration by providing a decentralized, transparent, and secure structure. Despite its potential, blockchain faces scalability challenges, owing to its lower throughput and latency performance compared to non-blockchain systems. This study introduces a decentralized scholarship management model that leverages blockchain technology and zk-rollups, a layer 2 scaling solution. The implementation is on Polygon zkEVM, using Solidity for smart contracts and other contemporary technologies. The experiment conducted by the researchers revealed that the application utilizing zk-rollup technology necessitates transaction costs that are approximately 25 times lower and operates nearly 53% faster than the system implemented on layer 1.
"The group sincerely thanks Ms. Nguyen Thi Anh Thu, Mr. Vo Tan Khoa, and Mr. Nguyen Tri for guiding the group on the process and development direction of our research.
The group expresses gratitude to Ms. Nguyen Hoang Tu Anh and Mr. Dinh Ngoc Thanh for their support.
The group would like to thank Mr. Nguyen Hoang Long for participating in technical support exchanges with the group."
The International Conference on Intelligent Systems Design and Applications (ISDA) is a major international conference bringing together researchers, engineers, and practitioners who work in the areas of intelligent systems and its applications in industry and the real world. The conference proceedings will be published by Springer in the Lecture Notes in Networks and Systems, which is currently indexed by SCOPUS, INSPEC, WTI Frankfurt eG, zbMATH, SCImago, and are submitted for consideration in Web of Science.
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