Efficient Networks Network & Wireless Cards Driver
- Efficient Networks Network & Wireless Cards Drivers
- Efficient Networks Network & Wireless Cards Drivers
Abstract: Shift operation is an efficient alternative over depthwise separableconvolution. However, it is still bottlenecked by its implementation manner,namely memory movement. To put this direction forward, a new and novel basiccomponent named Sparse Shift Layer (SSL) is introduced in this paper toconstruct efficient convolutional neural networks. In this family ofarchitectures, the basic block is only composed by 1x1 convolutional layerswith only a few shift operations applied to the intermediate feature maps. Tomake this idea feasible, we introduce shift operation penalty duringoptimization and further propose a quantization-aware shift learning method toimpose the learned displacement more friendly for inference. Extensive ablationstudies indicate that only a few shift operations are sufficient to providespatial information communication. Furthermore, to maximize the role of SSL, weredesign an improved network architecture to Fully Exploit the limited capacityof neural Network (FE-Net). Equipped with SSL, this network can achieve 75.0%top-1 accuracy on ImageNet with only 563M M-Adds. It surpasses othercounterparts constructed by depthwise separable convolution and the networkssearched by NAS in terms of accuracy and practical speed.
Submission history
One of the key goals of efficient network architecture is to design a system that is stable and robust, enabling the employees using it to get their work done without being bogged down by the system itself.
Efficient Processing of Deep Neural Networks Vivienne Sze, Yu-Hsin Chen, Tien-Ju Yang, Joel Emer Massachusetts Institute of Technology Reference: V. Sze, Y.-H.Chen, T.-J. Emer, ”Efficient Processing of Deep Neural Networks,” Synthesis Lectures on Computer Architecture, Morgan & Claypool Publishers, 2020. In the research area of wireless sensor networks the power efficient time is a major issue. There are various routing protocols in which optimal routing can be achieved in the context of power. In this paper we intend to discuss some of the major power-efficient hierarchical routing protocols for wireless sensor networks. One of the most important pieces of an efficient network infrastructure is the core network switch design and implementation. Without properly implemented network switches, your computers cannot communicate with one another resourcefully, or with peripheral devices such as wireless networks and networked printers.
From: Di Xie [view email][v1]Wed, 13 Mar 2019 01:44:39 UTC (591 KB)
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Di Xie
Yuan Zhang
Shiliang Pu
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