Comparison of Relaion-DETR and YOLO 11 Object Detection Methods

Yanxi Wang

2025

Abstract

This study compares the performance of two object detection methods based on deep learning, Relation-DETR and YOLO 11, using COCO datasets, in image detection tasks of animals, landscapes, people, and other categories. The experimental results show that YOLO 11 is significantly better than Relation-DETR in successful detection rate, especially in animals, people, and other categories to achieve a successful detection rate of more than 90%. However, in landscape detection tasks, the performance of both methods is not ideal, indicating the limitation of object recognition tasks in specific scenes. While YOLO 11 has the advantage in terms of detection accuracy, Relation-DETR stands out in terms of operability thanks to its user-friendly visual interface design. In order to improve the recognition accuracy, this paper proposes some improvement measures, such as thinning the data set and introducing domain-specific prior knowledge, to provide solutions. Through experiments and comparative analysis, this study provides a valuable reference for selecting appropriate object detection methods and their optimization.

Paper Citation

in Harvard Style

Wang Y. (2025). Comparison of Relaion-DETR and YOLO 11 Object Detection Methods. In Proceedings of the 2nd International Conference on Data Science and Engineering - Volume 1: ICDSE; ISBN 978-989-758-765-8, SciTePress, pages 420-429. DOI: 10.5220/0013698600004670

in Bibtex Style

@conference{icdse25,
author={Yanxi Wang},
title={Comparison of Relaion-DETR and YOLO 11 Object Detection Methods},
booktitle={Proceedings of the 2nd International Conference on Data Science and Engineering - Volume 1: ICDSE},
year={2025},
pages={420-429},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013698600004670},
isbn={978-989-758-765-8},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 2nd International Conference on Data Science and Engineering - Volume 1: ICDSE
TI - Comparison of Relaion-DETR and YOLO 11 Object Detection Methods
SN - 978-989-758-765-8
AU - Wang Y.
PY - 2025
SP - 420
EP - 429
DO - 10.5220/0013698600004670
PB - SciTePress