Efficient Neural Network CompressionHyeji KimMuhammad Umar Karim KhanChong Min Kyung
Y Kim,I Ohn,D Kim - 《Neural Networks the Official Journal of the International Neural Network Society》 被引量: 0发表: 2021年 加载更多来源期刊 Journal of Sensors 研究点推荐 Digital Image Compression Employing Rectified Linear Neurons Efficient Deep Neural Network 站内活动 ...
Lightweight image super-resolution with information multi-distillation network. ACM MM 2019 剪枝 Dhp: Differentiable meta pruning via hypernetworks. Arxiv 2020 滤波器(卷积核)分解 Learning filter basis for convolutional neural network compression. ICCV 2019 网络量化 Bi-real net: Enhancing the performanc...
Coupled Compression Methods 与剪枝,知识蒸馏或者硬件设计结合(这个方面目前研究还很少) Quantized Training 也许量化最重要的用途是用半精度加速神经网络训练[41,72,77,175]。这使得使用更快、更节能的低精度逻辑进行训练成为可能。 但是很难远远超过INT8训练的速度 且目前工作需要大量的超参数调整,并且使用INT8精度可...
Deep Compression and EIE: Efficient Inference Engine on Compressed Deep Neural Network Dally, "EIE: Efficient Inference Engine on Compressed Deep Neural Network," in Proceedings of the International Symposium on Computer Architecture (ISCA), ... S Han,X Liu,H Mao,... - IEEE Hot Chips 28 Symp...
SpikeBottleNet: Energy Efficient Spike Neural Network Partitioning for Feature Compression in Device-Edge Co-Inference Systems 来自 arXiv.org 喜欢 0 阅读量: 3 作者:M Hassan,S Davy 摘要: The advent of intelligent mobile applications highlights the crucial demand for deploying powerful deep learning ...
4)distillation which uses a larger network to teach a smaller network 5)low bit networks 3 MobileNet Architecture MobileNet核心是深度可分离卷积(depthwise separable convolution)。深度可分离卷积将标准卷积操作分解为深度卷积和逐点卷积。这样的分解可以大幅度降低参数量和计算量。
Objective: Convolutional neural network (CNN), a classical structure in deep learning, has been commonly deployed in the motor imagery brain-computer inter... X Huang,KS Choi,S Liang,... - 《IEEE Transactions on Biomedical Engineering》 被引量: 0发表: 2024年 A feature-wise attention module ...
Image Compression using Artificial Neural Networks (ANN) is significantly different than compressing raw binary data. General purpose compression programs can be used to compress images, but the result is less than optimal. This is because images have certain statistical properties which can be ...
FPGA Implementation Of DWT-SPIHT Algorithm For Image Compression The main objective of the paper is to compress the image while transferring it from one end to the other, storage etc. This paper focuses on a memory efficient FPGA implementation for SPIHT (Set Partitioning in Hierarchical Trees) ...