基于便携式投影相机系统的无监督泛在投影多尺度视觉目标检测

Thitirat Siriborvornratanakul, Masanori Sugimoto
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引用次数: 5

摘要

无处不在的投影是最近的一项努力,试图通过使用移动投影仪缩小物理世界和虚拟世界之间的差距。将投影仪和摄像机一起使用会产生首选光条件的冲突,这使得在保持无处不在的情况下实现强大的视觉探测器变得困难。本文主要研究便携式投影摄像机系统的视觉目标检测技术。目标是创建一个不需要用户指导的视觉探测器,并且对不同的光线条件具有鲁棒性。我们的研究涉及多尺度概念,使用Canny边缘检测作为代表性检测器。研究了应用于多尺度检测的五种图像简化滤波器的精度和速度。此外,使用直方图均衡化的预处理和后处理应用于确保在现实场景中的鲁棒性,并保证检测将始终成功地检测到使用离线定义的一组恒定参数的对象。最后,我们证明了以并行方式使用多尺度检测可以在不影响检测精度的情况下加快检测速度。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multiscale Visual Object Detection for Unsupervised Ubiquitous Projection Based on a Portable Projector-Camera System
Ubiquitous projection is the recent effort that tries to close the gap between the physical world and the virtual world by using a mobile projector. Using a projector and camera together has a conflict of preferred light conditions, making it difficult to implement a robust visual detector while retaining ubiquity. In this paper, we focus on techniques of visual object detection for a portable projector-camera system. The goal is to create a visual detector that requires no guidance from a user and is robust to different light conditions. Our investigation involves the multiscale concept using Canny edge detection as a representative detector. Five image simplification filters applied to the multiscale detection are examined for both accuracy and speed. In addition, preprocessing using histogram equalization and post processing are applied to ensure robustness in a real-world scenario, and to guarantee that the detection will always successfully detect objects using a constant set of parameters defined offline. Finally, we showed that using multiscale detection in a parallel manner can speed up the detection while not affecting the accuracy of the detection.
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