211 citations · 474 across the 38 of their papers we have counts for
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cs.LG2019★ 24 cited
PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices
Xiaolong Ma, Fu-Ming Guo, Wei Niu +5
Model compression techniques on Deep Neural Network (DNN) have been widely acknowledged as an effective way to achieve acceleration on a variety of platforms, and DNN weight prunin…
cs.LG2019★ 16 cited
26ms Inference Time for ResNet-50: Towards Real-Time Execution of all DNNs on Smartphone
Wei Niu, Xiaolong Ma, Yanzhi Wang +1
With the rapid emergence of a spectrum of high-end mobile devices, many applications that required desktop-level computation capability formerly can now run on these devices withou…