Wei Niu | DeepAI

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Xiang Chen
132 publications
Jian Tang
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Yifan Gong
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Xiaolong Ma
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Kaisheng Ma
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Xuehai Qian
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Pu Zhao
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∙ 07/20/2020

Achieving Real-Time Execution of 3D Convolutional Neural Networks on Mobile Devices

Mobile devices are becoming an important carrier for deep learning tasks...

20 Wei Niu, et al. ∙

∙ 04/22/2020

Towards Real-Time DNN Inference on Mobile Platforms with Model Pruning and Compiler Optimization

High-end mobile platforms rapidly serve as primary computing devices for...

0 Wei Niu, et al. ∙

∙ 03/13/2020

A Privacy-Preserving DNN Pruning and Mobile Acceleration Framework

To facilitate the deployment of deep neural networks (DNNs) on resource-...

0 Zheng Zhan, et al. ∙

∙ 02/19/2020

RTMobile: Beyond Real-Time Mobile Acceleration of RNNs for Speech Recognition

Recurrent neural networks (RNNs) based automatic speech recognition has ...

0 Peiyan Dong, et al. ∙

∙ 02/12/2020

Attentional Speech Recognition Models Misbehave on Out-of-domain Utterances

We discuss the problem of echographic transcription in autoregressive se...

0 Phillip Keung, et al. ∙

∙ 01/23/2020

BLK-REW: A Unified Block-based DNN Pruning Framework using Reweighted Regularization Method

Accelerating DNN execution on various resource-limited computing platfor...

7 Xiaolong Ma, et al. ∙

∙ 01/20/2020

An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices

Weight pruning has been widely acknowledged as a straightforward and eff...

18 Xiaolong Ma, et al. ∙

∙ 01/01/2020

PatDNN: Achieving Real-Time DNN Execution on Mobile Devices with Pattern-based Weight Pruning

With the emergence of a spectrum of high-end mobile devices, many applic...

15 Wei Niu, et al. ∙

∙ 12/30/2019

A Hierarchical Self-Attentive Model for Recommending User-Generated Item Lists

User-generated item lists are a popular feature of many different platfo...

0 Yun He, et al. ∙

∙ 09/06/2019

PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices

Model compression techniques on Deep Neural Network (DNN) have been wide...

11 Xiaolong Ma, et al. ∙

∙ 05/02/2019

26ms Inference Time for ResNet-50: Towards Real-Time Execution of all DNNs on Smartphone

With the rapid emergence of a spectrum of high-end mobile devices, many ...

0 Wei Niu, et al. ∙

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