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20142023
most citedPruning Filters for Efficient ConvNets

682 citations · 2.5k across the 94 of their papers we have counts for

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Showing 2017Show all

14 papers · 1 filter

cs.CV2017★ 8 cited

Contextual-based Image Inpainting: Infer, Match, and Translate

Yuhang Song, Chao Yang, Zhe Lin +4

We study the task of image inpainting, which is to fill in the missing region of an incomplete image with plausible contents. To this end, we propose a learning-based approach to g…

cs.CL2017★ 2 cited

Keyword-based Query Comprehending via Multiple Optimized-Demand Augmentation

Boyuan Pan, Hao Li, Zhou Zhao +2

In this paper, we consider the problem of machine reading task when the questions are in the form of keywords, rather than natural language. In recent years, researchers have achie…

cs.AI2017★ 1 cited

Performance Prediction and Optimization of Solar Water Heater via a Knowledge-Based Machine Learning Method

Hao Li, Zhijian Liu

Measuring the performance of solar energy and heat transfer systems requires a lot of time, economic cost and manpower. Meanwhile, directly predicting their performance is challeng…

cs.SD2017★ 2 cited

Using Optimal Ratio Mask as Training Target for Supervised Speech Separation

Shasha Xia, Hao Li, Xueliang Zhang

Supervised speech separation uses supervised learning algorithms to learn a mapping from an input noisy signal to an output target. With the fast development of deep learning, supe…

cs.CV2017★ 17 cited

Learning Dense Facial Correspondences in Unconstrained Images

Ronald Yu, Shunsuke Saito, Haoxiang Li +2

We present a minimalistic but effective neural network that computes dense facial correspondences in highly unconstrained RGB images. Our network learns a per-pixel flow and a matc…

cs.SD2017★ 2 cited

Integrated Speech Enhancement Method Based on Weighted Prediction Error and DNN for Dereverberation and Denoising

Hao Li, Xueliang Zhang, Hui Zhang +1

Both reverberation and additive noises degrade the speech quality and intelligibility. Weighted prediction error (WPE) method performs well on the dereverberation but with limitati…

math.NA2017

An adaptive C0IPG method for the Helmholtz transmission eigenvalue problem

Hao Li, Yidu Yang

The interior penalty methods using Lagrange elements (IPG) developed in the last decade for the fourth order problems are an interesting topic in academia at present. In…

cs.AI2017★ 67 cited

MEMEN: Multi-layer Embedding with Memory Networks for Machine Comprehension

Boyuan Pan, Hao Li, Zhou Zhao +3

Machine comprehension(MC) style question answering is a representative problem in natural language processing. Previous methods rarely spend time on the improvement of encoding lay…

cs.CV2017

Inspiring Computer Vision System Solutions

Julian Zilly, Amit Boyarski, Micael Carvalho +8

The "digital Michelangelo project" was a seminal computer vision project in the early 2000's that pushed the capabilities of acquisition systems and involved multiple people from d…

cs.CV2017★ 80 cited

Extremely Low Bit Neural Network: Squeeze the Last Bit Out with ADMM

Cong Leng, Hao Li, Shenghuo Zhu +1

Although deep learning models are highly effective for various learning tasks, their high computational costs prohibit the deployment to scenarios where either memory or computatio…

cs.LG2017★ 37 cited

Adaptive Consensus ADMM for Distributed Optimization

Zheng Xu, Gavin Taylor, Hao Li +3

The alternating direction method of multipliers (ADMM) is commonly used for distributed model fitting problems, but its performance and reliability depend strongly on user-defined…

cs.LG2017★ 94 cited

Training Quantized Nets: A Deeper Understanding

Hao Li, Soham De, Zheng Xu +3

Currently, deep neural networks are deployed on low-power portable devices by first training a full-precision model using powerful hardware, and then deriving a corresponding low-p…

cs.CY2017★ 2 cited

EmbedInsight: Automated Grading of Embedded Systems Assignments

Hao Li, Bo-Jhang Ho, Bharathan Balaji +3

Grading in embedded systems courses typically requires a face-to-face appointment between the student and the instructor because of experimental setups that are only available in l…

cs.DB2017★ 1 cited

Big Data Technology Accelerate Genomics Precision Medicine

Hao Li

During genomics life science research, the data volume of whole genomics and life science algorithm is going bigger and bigger, which is calculated as TB, PB or EB etc. The key pro…