Concepedia

Optimizing deep neural networks on intelligent edge accelerators via flexible-rate filter pruning

Guangli Li, Xiu Ma, Xueying Wang, Hengshan Yue, Jiansong Li, Lei Liu, Xiaobing Feng, Jingling Xue

Journal of Systems Architecture · 2022 · 48 citations · 43 references

Concepts

ComputingComputer EngineeringComputer ScienceEdge ComputingMachine LearningOptimizationAccelerator ArchitectureDeep LearningEdge ArchitectureEdge Artificial IntelligenceMobile Edge ComputingPruning StrategiesAcceleratorsDeep Learning AcceleratorsHardware-efficient PruningLayer PruningLayer-wise PruningPruningVariable-rate Pruning

References

43

Deep Residual Learning for Image Recognition

Kaiming He, Xiangyu Zhang, Shaoqing Ren et al. · 2016 · 222.1K citations · Full text

Computing, Computer Science, Computer Vision +11

Very Deep Convolutional Networks for Large-Scale Image Recognition

Karen Simonyan, Andrew Zisserman · arXiv (Cornell University) · 2014 · 75.5K citations · Full text

Computing, Computer Science, Computer Vision +11

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

Shaoqing Ren, Kaiming He, Ross Girshick et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2016 · 54.2K citations

Computing, Computer Science, Computer Vision +14

Advances in Neural Information Processing Systems 28

Peter Flach, Meelis Kull · 2015 · 14.7K citations

Life Sciences, Computer Science, Neuroscience +12

Advances in neural information processing systems 7

Computers & Mathematics with Applications · 1996 · 14.4K citations

Computing, Computer Science, Neuroscience +14