模型加速--LCNN: Lookup-based Convolutional Neural Network

LCNN: Lookup-based Convolutional Neural Network
CVPR2017
https://github.com/ildoonet/tf-lcnn
https://github.com/hessamb/lcnn

本文使用查表法加速CNN网络训练和计算，可以在嵌入式设备终端进行CNN网络训练

本文对每个网络层构建一个字典 Dictionary，每个 weight filter 可以由这个字典中的某些向量线性组合得到

Fast Convolution using a Shared Dictionary

instead of reconstructing the weight tensor W and convolving with the input, we can convolve the input with all of the dictionary vectors, and then compute the output according to I and C
我们将输入向量和整个字典里的向量进行卷积，使用这个卷积结果经过查表得到输入和滤波器W 的卷积结果

Experiments

LCNN can obtain higher accuracy on few iterations by transferring the dictionaries D from a shallower architecture

模型加速--LCNN: Lookup-based Convolutional Neural Network相关推荐

Paper翻译：《A Novel Convolutional Neural Network Based Model for Recognition and Classification of App》
论文名称:<A Novel Convolutional Neural Network Based Model for Recognition and Classification of Appl ...
《Improved Crowd Counting Method Based onScale-Adaptive Convolutional Neural Network》论文笔记
<Improved Crowd Counting Method Based onScale-Adaptive Convolutional Neural Network>论文笔记论文地址 ...
A NEW HYPERSPECTRAL BAND SELECTION APPROACH BASED ON CONVOLUTIONAL NEURAL NETWORK文章笔记
A NEW HYPERSPECTRAL BAND SELECTION APPROACH BASED ON CONVOLUTIONAL NEURAL NETWORK 文章地址:https://ieeex ...
【读点论文】PP-LCNet: A Lightweight CPU Convolutional Neural Network，面向CPU级的技巧结合下的低延迟，较高精度模型
PP-LCNet: A Lightweight CPU Convolutional Neural Network 提出了一个基于MKLDNN加速策略的轻量级CPU网络,命名为PP-LCNet,它提高了 ...
Developing a new mesh quality evaluation method based on convolutional neural network——方向1笔记
方向一:网格质量的评估基于卷积神经网络的网格质量评价方法研究(Developing a new mesh quality evaluation method based on convolution ...
【农业害虫识别论文一】Crop pest classification based on deep convolutional neural network and transfer learning
本论文发布于2019年,主要基于三个数据集进行农业害虫的识别.文章不是简单的翻译,而是类似自己的读书笔记,基本记录了下,做后续回顾所用.望各位看官不要吐槽哈哈! 论文题目 Crop pest cla ...
模型量化--TBN:Convolutional Neural Network with Ternary Inputs and Binary Weights
TBN:Convolutional Neural Network with Ternary Inputs and Binary Weights ECCV_2018 paper TBN 用高效的 XO ...
Convolutional Neural Network based Multiple-Rate Compressive Sensing for Massive MIMO CSI Feedback:
Convolutional Neural Network based Multiple-Rate Compressive Sensing for Massive MIMO CSI Feedback: ...
【医学+深度论文：F16】2015 EMBC Glaucoma detection based on deep convolutional neural network
16 2015 EMBC Glaucoma detection based on deep convolutional neural network Method : 分类 Dataset :ORIG ...

模型加速--LCNN: Lookup-based Convolutional Neural Network

模型加速--LCNN: Lookup-based Convolutional Neural Network相关推荐

最新文章

热门文章