论文标题

CVPR2022 AVA可访问性愿景和自主权挑战的第三名解决方案

The Third Place Solution for CVPR2022 AVA Accessibility Vision and Autonomy Challenge

论文作者

Yan, Bo, Cao, Leilei, Li, Zhuang, Wang, Hongbin

论文摘要

AVA挑战的目标是提供与可访问性相关的基于视觉的基准和方法。在本文中,我们将提交的技术细节介绍给CVPR2022 AVA挑战赛。首先,我们进行了一些实验,以帮助采用适当的模型和数据增强策略来完成此任务。其次,采用有效的培训策略来提高性能。第三,我们整合了两个不同分割框架的结果,以进一步提高性能。实验结果表明,我们的方法可以在AVA测试集上获得竞争结果。最后,我们的方法在CVPR2022 AVA挑战赛的测试集上实现了63.008 \%[email protected]:0.95。

The goal of AVA challenge is to provide vision-based benchmarks and methods relevant to accessibility. In this paper, we introduce the technical details of our submission to the CVPR2022 AVA Challenge. Firstly, we conducted some experiments to help employ proper model and data augmentation strategy for this task. Secondly, an effective training strategy was applied to improve the performance. Thirdly, we integrated the results from two different segmentation frameworks to improve the performance further. Experimental results demonstrate that our approach can achieve a competitive result on the AVA test set. Finally, our approach achieves 63.008\%[email protected]:0.95 on the test set of CVPR2022 AVA Challenge.

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