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20162026
most citedA Systematic DNN Weight Pruning Framework using Alternating Direction Method of Multipliers

498 citations · 717 across the 28 of their papers we have counts for

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5 papers · 1 filter

cs.CV2020★ 5 cited

Achieving Real-Time LiDAR 3D Object Detection on a Mobile Device

Pu Zhao, Wei Niu, Geng Yuan +7

3D object detection is an important task, especially in the autonomous driving application domain. However, it is challenging to support the real-time performance with the limited…

cs.CV2019★ 11 cited

Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds

Zihao Liu, Xiaowei Xu, Tao Liu +7

Cloud based medical image analysis has become popular recently due to the high computation complexities of various deep neural network (DNN) based frameworks and the increasingly l…

cs.CV2018★ 1 cited

E-RNN: Design Optimization for Efficient Recurrent Neural Networks in FPGAs

Zhe Li, Caiwen Ding, Siyue Wang +8

Recurrent Neural Networks (RNNs) are becoming increasingly important for time series-related applications which require efficient and real-time implementations. The two major types…

cs.CV2018★ 7 cited

DeepN-JPEG: A Deep Neural Network Favorable JPEG-based Image Compression Framework

Zihao Liu, Tao Liu, Wujie Wen +4

As one of most fascinating machine learning techniques, deep neural network (DNN) has demonstrated excellent performance in various intelligent tasks such as image classification.…

cs.CV2018★ 19 cited

Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples

Zihao Liu, Qi Liu, Tao Liu +4

Image compression-based approaches for defending against the adversarial-example attacks, which threaten the safety use of deep neural networks (DNN), have been investigated recent…