Compression-Aware Projection with Greedy Dimension Reduction for Convolutional Neural Network Activations
Author:
Affiliation:
1. National Taiwan University,Graduate Institute of Electrical Engineering,Taipei,Taiwan
Funder
Nova
Ministry of Science and Technology
Publisher
IEEE
Link
http://xplorestaging.ieee.org/ielx7/9745891/9746004/09746451.pdf?arnumber=9746451
Reference15 articles.
1. Compressing DMA Engine: Leveraging Activation Sparsity for Training Deep Neural Networks
2. Transform-Based Feature Map Compression for CNN Inference
3. Feature Map Transform Coding for Energy-Efficient CNN Inference
4. STC: Significance-aware Transform-based Codec Framework for External Memory Access Reduction
5. Efficient and accurate approximations of nonlinear convolutional networks
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