Paper Title: "Optimizing Results in Aerial Images through Post-Processing Techniques on YOLOv7"
Paper Link: https://doi.org/10.1145/3628797.3628980
Students:
Nguyễn Minh Thư – 21520472 – KHMT2021 – Co-author
Nguyễn Huỳnh Minh Triết – 21520497 – KHMT2021 – Co-author
Supervisor:
MSc. Võ Duy Nguyên
Paper Summary:
The research focuses on the object detection problem in aerial images. We studied and evaluated the advanced YOLOv7 method. Based on our analysis and evaluation, we applied the Soft-NMS (Non-Maximum Suppression) technique to the post-processing stage to improve the accuracy of object detection. Experiments conducted on the UCAS Aerial Object Detection (UCAS AOD) dataset comprising 1,500 images demonstrated the effectiveness of our approach.
We sincerely express our gratitude to the Multimedia Communications Laboratory, the Faculty of Computer Science, and the UIT-Together research group for providing the conditions that allowed us to conduct and complete this paper.
SOICT (Symposium on Information and Communication Technology) is an international scientific conference covering important research areas such as AI Foundations and Big Data, Network Communication and Security, Image and Natural Language Processing, Software Engineering and Digital Technology, Blockchain, and Operations Research trends.
The 12th International SOICT 2023 conference will be held in Ho Chi Minh City and organized by the University of Information Technology and Communications, Hanoi University of Science and Technology, Laboratory Informatics, Modelling and Optimisation System (LIMOS), The French National Centre for Scientific Research (CNRS), and the Institute of Mathematics, Vietnam Academy of Science and Technology on December 7-8, 2023. SOICT 2023 will be indexed by DBLP, Ei Compendex, Scopus, and Clarivate Analytics Web of Science (ISI Web of Science).
Conference Website: https://soict.org/
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Hải Băng - Communications Collaborator, University of Information Technology
English version: Phan Huy Hoang