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A real-time fuzzy hardware structure for disparity map computation

机译:视差图计算的实时模糊硬件结构

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摘要

Stereo images acquired by a stereo camera setup provide depth estimation of a scene. Numerous machine vision applications deal with retrieval of 3D information. Disparity map recovery from a stereo image pair involves computationally complex algorithms. Previous methods of disparity map computation are mainly restricted to software-based techniques on general-purpose architectures, presenting relatively high execution time. In this paper, a new hardware-implemented real-time disparity map computation module is realized. This enables a hardware-based fuzzy inference system parallel-pipelined design, for the overall module, implemented on a single FPGA device with a typical operating frequency of 138 MHz. This provides accurate disparity map computation at a rate of nearly 440 frames per second, given a stereo image pair with a disparity range of 80 pixels and 640 x 480 pixels spatial resolution. The proposed method allows a fast disparity map computational module to be built, enabling a suitable module for real-time stereo vision applications.
机译:通过立体相机设置获取的立体图像可提供场景的深度估计。许多机器视觉应用程序都处理3D信息的检索。从立体图像对恢复视差图涉及复杂的计算算法。以前的视差图计算方法主要限于通用体系结构上的基于软件的技术,因此执行时间相对较长。本文实现了一种新的硬件实现的实时视差图计算模块。这使整个模块能够基于硬件的模糊推理系统并行流水线设计,并在单个FPGA器件上实现,典型工作频率为138 MHz。给定具有80像素视差范围和640 x 480像素空间分辨率的立体图像对,这可以以接近440帧/秒的速率提供准确的视差图计算。所提出的方法允许构建快速视差图计算模块,从而为实时立体视觉应用提供合适的模块。

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