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首页> 外文期刊>Artificial Organs >Recognition of pixelized Chinese characters using simulated prosthetic vision.
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Recognition of pixelized Chinese characters using simulated prosthetic vision.

机译:使用模拟假肢视觉识别像素化汉字。

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The rehabilitation of the reading ability of the blind with a limited number of stimulating electrodes is regarded as one of the major functions of the envisioned visual prosthesis. This article systematically studied how many pixels of individual Chinese characters should be needed for correct and economic recognition by blind Chinese subjects. In this study, 40 normal-sighted subjects were tested on a self-developed platform HanziConvertor (Institute for Laser Medicine & Bio-photonics, Shanghai Jiaotong University, China) with digital imaging processing capacities to convert images of printed text into various pixelized patterns made up of discrete dots, and present them orderly on a computer screen. It was found that various complicated factors such as pixel number, character typeface, stroke number, etc., can obviously affect the recognition accuracy. It was also found that optimal recognition accuracy occurs at a specific size of binary pixel array, due to a trade-off between a strictly limited number of stimulation electrodes and character sampling resolution. The results showed that (i) recognition accuracy of pixelized characters is optimal with at least 12 x 12 binary pixels, and therefore it is recommended to apply a minimum of 150 discrete and functioning electrodes for restoring the reading ability of blind Chinese individuals in the visual prosthesis; (ii) fonts of Song Ti and Hei Ti are clearer and more effective than other typefaces; and (iii) characters with fewer strokes lead to better accuracy.
机译:用有限数量的刺激电极来恢复盲人的阅读能力被认为是所设想的视觉假体的主要功能之一。本文系统地研究了盲人汉字正确和经济地识别需要多少个单个汉字像素。在这项研究中,在自行开发的平台HanziConvertor(中国上海交通大学激光医学与生物光子学研究所)上对40名具有正常视力的受试者进行了测试,其具有数字成像处理能力,可以将印刷文本的图像转换为各种像素化图案。离散点,并在计算机屏幕上有序显示它们。发现像素数,字符字体,笔划数等各种复杂因素都可以明显影响识别精度。还发现,由于在严格限制的刺激电极数量和字符采样分辨率之间进行权衡,最佳识别精度在二进制像素阵列的特定大小处发生。结果表明:(i)像素化字符的识别精度在至少12 x 12个二进制像素时是最佳的,因此建议使用最少150个离散且功能正常的电极来恢复视觉中盲人的阅读能力假体(ii)Song Ti和Hei Ti的字体比其他字体更清晰,更有效; (iii)笔画较少的字符可提高准确性。

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