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All papers authored by Wei Niu

This paper was not found in any repository; the policy of its publisher is unknown or unclear.

2024 Wei Niu

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, Md Musfiqur Rahman Sanim

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, Jiexiong Guan

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, Miao Yin

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, Gagan Agrawal

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, Bin Ren

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SmartMem: Layout Transformation Elimination and Adaptation for Efficient DNN Execution on Mobile

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This paper was not found in any repository; the policy of its publisher is unknown or unclear.

Wei Niu

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, Gagan Agrawal

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, Bin Ren

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SoD ² : Statically Optimizing Dynamic Deep Neural Network Execution

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This paper was not found in any repository; the policy of its publisher is unknown or unclear.

Wei Niu

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, Gagan Agrawal, Bin Ren

SoD2: Statically Optimizing Dynamic Deep Neural Network Execution

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2023 Jun Liu, Chao Wu, Geng Yuan, Wei Niu

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, Wenbin Zhang, Houbing Herbert Song

A Scalable Real-time Semantic Segmentation Network for Autonomous Driving

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Changdi Yang, Pu Zhao, Yanyu Li, Wei Niu

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, Jiexiong Guan, Hao Tang, Minghai Qin, Bin Ren, Xue Lin, Yanzhi Wang

Pruning Parameterization with Bi-level Optimization for Efficient Semantic Segmentation on the Edge

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Jou-An Chen, Wei Niu

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, Bin Ren, Yanzhi Wang, Xipeng Shen

Survey: Exploiting Data Redundancy for Optimization of Deep Learning

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Hsin-Hsuan Sung, Jou-An Chen, Wei Niu

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, Jiexiong Guan, Bin Ren, Xipeng Shen

Decentralized Application-Level Adaptive Scheduling for Multi-Instance DNNs on Open Mobile Devices

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2022 Wei Niu

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, Jiexiong Guan, Xipeng Shen, Yanzhi Wang, Gagan Agrawal, Bin Ren

GCD²: A Globally Optimizing Compiler for Mapping DNNs to Mobile DSPs

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Geng Yuan, Peiyan Dong, Mengshu Sun, Wei Niu

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, Zhengang Li, Yuxuan Cai, Yanyu Li, Jun Liu, Weiwen Jiang, Xue Lin, Bin Ren, Xulong Tang, Yanzhi Wang

Mobile or FPGA? A Comprehensive Evaluation on Energy Efficiency and a Unified Optimization Framework

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This paper was not found in any repository; the policy of its publisher is unknown or unclear.

Yanyu Li, Xuan Shen, Geng Yuan, Jiexiong Guan, Wei Niu

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, Hao Tang, Bin Ren, Yanzhi Wang

Real-Time Portrait Stylization on the Edge

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Yifan Gong, Geng Yuan

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, Zheng Zhan, Wei Niu

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, Zhengang Li, Pu Zhao, Yuxuan Cai, Sijia Liu, Bin Ren, Xue Lin, Xulong Tang, Yanzhi Wang

Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration

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Hsin-Hsuan Sung, Yuanchao Xu, Jiexiong Guan, Wei Niu

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, Bin Ren, Yanzhi Wang, Shaoshan Liu, Xipeng Shen

Brief Industry Paper: Enabling Level-4 Autonomous Driving on a Single $1k Off-the-Shelf Card

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Xiaolong Ma, Geng Yuan, Zhengang Li, Yifan Gong, Tianyun Zhang, Wei Niu

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, Zheng Zhan, Pu Zhao, Ning Liu, Jian Tang, Xue Lin, Bin Ren, Yanzhi Wang

BLCR: Towards Real-time DNN Execution with Block-based Reweighted Pruning

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This paper was not found in any repository; the policy of its publisher is unknown or unclear.

Zifeng Wang, Zheng Zhan, Yifan Gong, Geng Yuan, Wei Niu

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, Tong Jian, Bin Ren, Stratis Ioannidis, Yanzhi Wang, Jennifer Dy

SparCL: Sparse Continual Learning on the Edge

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This paper was not found in any repository; the policy of its publisher is unknown or unclear.

Zhenglun Kong, Peiyan Dong, Xiaolong Ma, Xin Meng, Wei Niu

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, Mengshu Sun, Xuan Shen, Geng Yuan, Bin Ren, Hao Tang, Minghai Qin, Yanzhi Wang

SPViT: Enabling Faster Vision Transformers via Soft Token Pruning

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2021 Pu Zhao, Geng Yuan, Yuxuan Cai, Wei Niu

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, Qi Liu, Wujie Wen, Bin Ren, Yanzhi Wang, Xue Lin

Neural Pruning Search for Real-Time Object Detection of Autonomous Vehicles

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This paper was not found in any repository; the policy of its publisher is unknown or unclear.

Geng Yuan, Xiaolong Ma, Xiaolong, Wei Niu

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, Zhengang Li, Zhenglun Kong, Ning Liu, Yifan Gong, Zheng Zhan, Chaoyang He, Qing Jin, Siyue Wang, Minghai Qin, Bin Ren, Yanzhi Wang and 2 other authors

MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge

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Zheng Zhan, Yifan Gong, Pu Zhao, Geng Yuan, Wei Niu

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, Yushu Wu, Tianyun Zhang, Malith Jayaweera, David Kaeli, Bin Ren, Xue Lin, Yanzhi Wang

Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture and Pruning Search

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