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Random Boxes Are Open-world Object Detectors (ICCV 2023)

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

Updates

(07/2023) Code is released.

Models

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

Getting Started

The installation instruction and usage are in Getting Started with RandBox.

Citing RandBox

If you use RandBox in your research or wish to refer to the baseline results published here, please use the following BibTeX entry.

@InProceedings{Wang_2023_ICCV,
    author    = {Wang, Yanghao and Yue, Zhongqi and Hua, Xian-Sheng and Zhang, Hanwang},
    title     = {Random Boxes Are Open-world Object Detectors},
    booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
    month     = {October},
    year      = {2023},
    pages     = {6233-6243}
}