โœ๏ธโœ๏ธ Article: "๐—˜๐˜…๐—ฝ๐—น๐—ผ๐—ฟ๐—ถ๐—ป๐—ด ๐—”๐—ฑ๐˜ƒ๐—ฎ๐—ป๐—ฐ๐—ฒ๐—ฑ ๐—–๐—ก๐—ก ๐—ฎ๐—ป๐—ฑ ๐—ง๐—ฟ๐—ฎ๐—ป๐˜€๐—ณ๐—ผ๐—ฟ๐—บ๐—ฒ๐—ฟ-๐—•๐—ฎ๐˜€๐—ฒ๐—ฑ ๐—”๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ๐˜€ ๐—ณ๐—ผ๐—ฟ ๐—ข๐—ฟ๐—ถ๐—ฒ๐—ป๐˜๐—ฒ๐—ฑ ๐—ฆ๐—บ๐—ฎ๐—น๐—น ๐—ข๐—ฏ๐—ท๐—ฒ๐—ฐ๐˜ ๐——๐—ฒ๐˜๐—ฒ๐—ฐ๐˜๐—ถ๐—ผ๐—ป ๐—ถ๐—ป ๐—”๐—ฒ๐—ฟ๐—ถ๐—ฎ๐—น ๐—œ๐—บ๐—ฎ๐—ด๐—ฒ๐—ฟ๐˜†"

 

๐Ÿ‘จโ€๐Ÿ’ป๐Ÿ‘ฉโ€๐Ÿ’ป STUDENTS:

 

โ€ข Nguyen Xuan Quang - KTPM2022 - Co-author

 

โ€ข Le Toan - KTPM2022 - Co-author

 

โ€ข Tran Nguyen Chi Huy - KTPM2022 - Co-author

 

โ€ข Nguyen Vu Binh - KTPM2022 - Co-author

 

๐Ÿ‘จโ€๐Ÿ’ผ๐Ÿ‘ฉโ€๐Ÿ’ผ Supervisor:

โ€ข Dr. Nguyen Tan Tran Minh Khang

 

Summary:

 

Research paper This paper evaluates the Oriented RepPoints method โ€“ a technique for detecting small objects with arbitrary orientations in overhead images. The paper experiments with various network architectures such as ResNet, ConvNeXt, and PVT, in which Simple models like ResNet-50 and ConvNeXt show better results in detecting small and oriented objects. The paper also points out some challenges like objects with similar shapes and limited training data, which provides better insights into network architecture choices in real-world applications.

 

"We would like to sincerely thank the Faculty of Software Engineering, the Multimedia Communication Laboratory and the UIT-Together research group for creating conditions that helped us to research and complete this article."

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Journal of Computing and Information Technology is a Q4 ranked Journal at Scimago, Scopus category

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