An Efficient FPGA Accelerator for Point Cloud Deep learning-based point cloud processing plays an important role in various vision tasks, such as autonomous driving, virtual reality (VR), and augmented reality (AR). The submanifold sparse convolutional network (SSCN) has been widely used for the...
PDF:An Efficient FPGA Accelerator for Point Cloud Abstract Deep learning-based point cloud processing plays an important role in various vision tasks, such as autonomous driving, virtual reality (VR), and augmented reality (AR). The submanifold sparse convolutional network (SSCN) has been widely u...
efficient FPGA design by using high-level programming language such as C and C++, and automatically compile high-level description to generate low-level specification (i.e. HDL) [116]. With the aforementioned synthesis flow, the design cost of FPGA accelerators can be significantly reduced. ...
systolic array implementations on FPGAs are affected much by the sparsity problem of deep neural networks. Researchers earlier worked toward this problem. An approach of packing sparse convolutional neural networks into a denser format for efficient implementations using systolic arrays is proposed in[162...
A queue connects us to a specific accelerator. We can create as many queues as we like, and different queues may point to the same accelerator if we like. In the example program, I show off and try to fill an array of queues with handles to every accelerator on the machine. That migh...
The key is to enable effective and efficient local training, allowing knowledge transfer from both cloud to device and device to device, while at the same time, accommodating the huge gap between the cloud and end devices in terms of compute power, data variation, and energy budget. To ...
With the proliferation of ultrahigh-speed mobile networks and internet-connected devices, along with the rise of artificial intelligence (AI)1, the world is generating exponentially increasing amounts of data that need to be processed in a fast and efficient way. Highly parallelized, fast and scala...
It is a very efficient implementation of rainbow tables done by the inventors of the method. It comes with a Graphical User Interface and runs on multiple platforms. Parrot - Security GNU/Linux distribution designed with cloud pentesting and IoT security in mind. Pentoo - Security-focused livecd...
this offload is an obvious candidate. A SmartNIC typically uses a dedicated networking processor (from vendors like Cavium/Marvell, Netronome or NXP) orFPGA(Altera/Intel or Xilinx/AMD) to implement the offloaded protocol stacks on dedicated engines that are more power and cost efficient than the...
acontrol unitplaced close to the memory. Network ICN2is also bit-serial, but it may contain both switched andshimmingdelays. It is efficient to use bit-serial rather than bit-parallel communication for the main part of the system since the former consumes less chip area for wiring and ...