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A low cost FPGA system for high speed face detection and tracking

机译:用于高速人脸检测和跟踪的低成本FPGA系统

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摘要

We present an FPGA face detection and tracking system for audiovisual communications, with a particular focus on mobile videoconferencing. The advantages of deploying such a technology in a mobile handset are many, including face stabilisation, reduced bit rate, and higher quality video on practical display sizes. Most face detection methods, however, assume at least modest general purpose processing capabilities, making them inappropriate for real-time applications, especially for power-limited devices, as well as modest custom hardware implementations. We present a method which achieves a very high detection and tracking performance and, at the same time, entails a significantly reduced computational complexity, allowing real-time implementations on custom hardware or simple microprocessors. We then propose on FPGA implementation which entails very low logic and memory costs and achieves extremely high processing rates at very low clock speeds.
机译:我们提出了一种用于视听通信的FPGA面部检测和跟踪系统,尤其着重于移动视频会议。在移动手机中部署这种技术的优点很多,包括面部稳定,降低的比特率以及在实际显示尺寸下可获得更高质量的视频。但是,大多数人脸检测方法至少假定了适度的通用处理能力,这使其不适用于实时应用程序,尤其是功率受限的设备以及适度的自定义硬件实现。我们提出了一种方法,该方法可以实现很高的检测和跟踪性能,同时大大降低了计算复杂度,从而允许在定制硬件或简单微处理器上进行实时实现。然后,我们提出FPGA实现方案,该方案的逻辑和存储器成本非常低,并且在非常低的时钟速度下可获得极高的处理速率。

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