RandBox is a novel and effective model for open-world object detection.
Random Boxes Are Open-world Object Detectors
Yanghao Wang, Zhongqi Yue, Xian-sheng Hua, Hanwang Zhang
arXiv 2307.08249
- (07/2023) Code is released.
Task | K-mAP | U-R | WI | A-OSE | Download |
---|---|---|---|---|---|
Task 1 | 61.8 | 10.6 | 0.0240 | 4498 | model |
Task 2 | 45.3 | 6.3 | 0.0078 | 1880 | model |
Task 3 | 39.4 | 7.8 | 0.0054 | 1452 | model |
Task 4 | 35.4 | - | - | - | model |
The installation instruction and usage are in Getting Started with RandBox.
If you use RandBox in your research or wish to refer to the baseline results published here, please use the following BibTeX entry.
@misc{wang2023random,
title={Random Boxes Are Open-world Object Detectors},
author={Yanghao Wang and Zhongqi Yue and Xian-Sheng Hua and Hanwang Zhang},
year={2023},
eprint={2307.08249},
archivePrefix={arXiv},
primaryClass={cs.CV}
}