Snapea: Predictive early activation for reducing computation in deep convolutional neural networks

V Akhlaghi, A Yazdanbakhsh, K Samadi… - 2018 ACM/IEEE 45th …, 2018 - ieeexplore.ieee.org
Deep Convolutional Neural Networks (CNNs) perform billions of operations for classifying a
single input. To reduce these computations, this paper offers a solution that leverages a …
被引用次数：196 相关文章
[PDF] ucsd.edu

[PDF][PDF] SnaPEA: Predictive Early Activation for Reducing Computation in Deep Convolutional Neural Networks

V Akhlaghi, A Yazdanbakhsh, K Samadi… - dar.ucsd.edu
Deep Convolutional Neural Networks (CNNs) perform billions of operations for classifying a
single input. To reduce these computations, this paper offers a solution that leverages a …
[PDF] nsf.gov

[PDF][PDF] SnaPEA: Predictive Early Activation for Reducing Computation in Deep Convolutional Neural Networks

V Akhlaghi, A Yazdanbakhsh, K Samadi, RK Gupta… - ISCA, 2018 - par.nsf.gov
Figure 4: A 1× 3 convolution in (a) unaltered (b) exact, and (c) predictive modes. In the latter
two, the weights and their corresponding inputs are reordered. The white boxes highlight the …

SnaPEA: Predictive Early Activation for Reducing Computation in Deep Convolutional Neural Networks

V Akhlaghi, A Yazdanbakhsh, K Samadi… - 2018 ACM/IEEE 45th …, 2018 - computer.org
Abstract Deep Convolutional Neural Networks (CNNs) perform billions of operations for
classifying a single input. To reduce these computations, this paper offers a solution that …
[PDF] ucsd.edu

[PDF][PDF] SnaPEA: Predictive Early Activation for Reducing Computation in Deep Convolutional Neural Networks

V Akhlaghi, A Yazdanbakhsh, K Samadi… - cseweb.ucsd.edu
Deep Convolutional Neural Networks (CNNs) perform billions of operations for classifying a
single input. To reduce these computations, this paper offers a solution that leverages a …
[PDF] ucsd.edu

[PDF][PDF] SnaPEA: Predictive Early Activation for Reducing Computation in Deep Convolutional Neural Networks

V Akhlaghi, A Yazdanbakhsh, K Samadi… - mesl.ucsd.edu
Deep Convolutional Neural Networks (CNNs) perform billions of operations for classifying a
single input. To reduce these computations, this paper offers a solution that leverages a …
[PDF] ucsd.edu

[PDF][PDF] SnaPEA: Predictive Early Activation for Reducing Computation in Deep Convolutional Neural Networks

V Akhlaghi, A Yazdanbakhsh, K Samadi… - synergy.ucsd.edu
Deep Convolutional Neural Networks (CNNs) perform billions of operations for classifying a
single input. To reduce these computations, this paper offers a solution that leverages a …

SnaPEA: predictive early activation for reducing computation in deep convolutional neural networks

V Akhlaghi, A Yazdanbakhsh, K Samadi… - Proceedings of the 45th …, 2018 - dl.acm.org
Deep Convolutional Neural Networks (CNNs) perform billions of operations for classifying a
single input. To reduce these computations, this paper offers a solution that leverages a …

[引用][C] SnaPEA: Predictive Early Activation for Reducing Computation in Deep Convolutional Neural Networks

V Akhlaghi, A Yazdanbakhsh, K Samadi… - 2018 ACM/IEEE 45th …, 2018 - cir.nii.ac.jp
SnaPEA: Predictive Early Activation for Reducing Computation in Deep Convolutional Neural
Networks | CiNii Research CiNii 国立情報学研究所 学術情報ナビゲータ[サイニィ] 詳細へ移動 検索 …
[PDF] ucsd.edu

[PDF][PDF] SnaPEA: Predictive Early Activation for Reducing Computation in Deep Convolutional Neural Networks

V Akhlaghi, A Yazdanbakhsh, K Samadi… - cseweb.ucsd.edu
Deep Convolutional Neural Networks (CNNs) perform billions of operations for classifying a
single input. To reduce these computations, this paper offers a solution that leverages a …