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Real Environments Image Labelling Based on Reconfigurable Architectures

机译:基于可重构架构的真实环境图像标注

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In this paper a vision system of images perceived in real environments based on reconfigurable architecture is presented. The system provides surface labelling of the input images of unstructured scenes, irrespective of the environmental lighting or scale conditions and the capture frequencies. The nucleus of the system is based on querying SOMs constructed with supervised training by means of descriptors extracted from images of different surfaces perceived for successive values of the optical parameters (lighting, scale). To improve the labelling process the system estimates the environmental optical parameters and then SOMs are reconfigured. A segmented architecture is proposed for the central module of the labelling process to improve the performance of image sequences. A prototype implemented on FPGAs applied as a guidance aid for vehicles is provided.
机译:在本文中,提出了一种基于可重构体系结构的在真实环境中感知的图像视觉系统。该系统可对非结构化场景的输入图像进行表面标记,而与环境照明或缩放条件以及捕获频率无关。该系统的核心是基于对SOM的查询,这些SOM是在监督训练的基础上构造的,该描述符是从对光学参数(照明,刻度)的连续值感知的不同表面的图像中提取的描述符提取的。为了改善标记过程,系统会估算环境光学参数,然后重新配置SOM。针对标记过程的中心模块,提出了一种分段架构,以提高图像序列的性能。提供了在FPGA上实现的原型,该原型被用作车辆的指导辅助工具。

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