Practical low-cost visual communication using binary images for deaf sign language.

M D Manoranjan, J A Robinson
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引用次数: 23

Abstract

Deaf sign language transmitted by video requires a temporal resolution of 8 to 10 frames/s for effective communication. Conventional videoconferencing applications, when operated over low bandwidth telephone lines, provide very low temporal resolution of pictures, of the order of less than a frame per second, resulting in jerky movement of objects. This paper presents a practical solution for sign language communication, offering adequate temporal resolution of images using moving binary sketches or cartoons, implemented on standard personal computer hardware with low-cost cameras and communicating over telephone lines. To extract cartoon points an efficient feature extraction algorithm adaptive to the global statistics of the image is proposed. To improve the subjective quality of the binary images, irreversible preprocessing techniques, such as isolated point removal and predictive filtering, are used. A simple, efficient and fast recursive temporal prefiltering scheme, using histograms of successive frames, reduces the additive and multiplicative noise from low-cost cameras. An efficient three-dimensional (3-D) compression scheme codes the binary sketches. Subjective tests performed on the system confirm that it can be used for sign language communication over telephone lines.

使用二值图像进行聋人手语的低成本视觉交流。
通过视频传播的聋人手语需要8到10帧/秒的时间分辨率才能有效交流。传统的视频会议应用程序在低带宽电话线上运行时,提供的图像的时间分辨率非常低,每秒不到一帧,导致物体的运动不稳定。本文提出了一种实用的手语交流解决方案,使用移动的二进制草图或卡通提供足够的图像时间分辨率,在标准的个人计算机硬件上实现低成本相机和通过电话线进行通信。为了提取卡通点,提出了一种有效的适应图像全局统计量的特征提取算法。为了提高二值图像的主观质量,采用了不可逆预处理技术,如孤立点去除和预测滤波。一种简单、高效、快速的递归时间预滤波方案,利用连续帧的直方图,降低了低成本相机的加性和乘性噪声。一个有效的三维(3-D)压缩方案编码二进制草图。对该系统进行的主观测试证实,它可以用于通过电话线进行手语交流。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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