activity
20142022
most citedVideo Coding for Machines: A Paradigm of Collaborative Compression and Intelligent Analytics

262 citations · 1.9k across the 68 of their papers we have counts for

collaborators
Showing 2017Show all

8 papers · 1 filter

cs.CV2017★ 1 cited

Blind Image Deblurring via Reweighted Graph Total Variation

Yuanchao Bai, Gene Cheung, Xianming Liu +1

Blind image deblurring, i.e., deblurring without knowledge of the blur kernel, is a highly ill-posed problem. The problem can be solved in two parts: i) estimate a blur kernel from…

cs.CV2017★ 5 cited

AI Oriented Large-Scale Video Management for Smart City: Technologies, Standards and Beyond

Lingyu Duan, Yihang Lou, Shiqi Wang +2

Deep learning has achieved substantial success in a series of tasks in computer vision. Intelligent video analysis, which can be broadly applied to video surveillance in various sm…

cs.CV2017★ 19 cited

Performance Guaranteed Network Acceleration via High-Order Residual Quantization

Zefan Li, Bingbing Ni, Wenjun Zhang +2

Input binarization has shown to be an effective way for network acceleration. However, previous binarization scheme could be regarded as simple pixel-wise thresholding operations (…

cs.AI2017★ 1 cited

Beyond Monte Carlo Tree Search: Playing Go with Deep Alternative Neural Network and Long-Term Evaluation

Jinzhuo Wang, Wenmin Wang, Ronggang Wang +1

Monte Carlo tree search (MCTS) is extremely popular in computer Go which determines each action by enormous simulations in a broad and deep search tree. However, human experts sele…

cs.MM2017★ 15 cited

Fast MPEG-CDVS Encoder with GPU-CPU Hybrid Computing

Lingyu Duan, Wei Sun, Xinfeng Zhang +7

The compact descriptors for visual search (CDVS) standard from ISO/IEC moving pictures experts group (MPEG) has succeeded in enabling the interoperability for efficient and effecti…

cs.CV2017★ 7 cited

Compact Descriptors for Video Analysis: the Emerging MPEG Standard

Ling-Yu Duan, Vijay Chandrasekhar, Shiqi Wang +6

This paper provides an overview of the on-going compact descriptors for video analysis standard (CDVA) from the ISO/IEC moving pictures experts group (MPEG). MPEG-CDVA targets at d…

cs.CV2017★ 2 cited

Learning a collaborative multiscale dictionary based on robust empirical mode decomposition

Rui Chen, Huizhu Jia, Xiaodong Xie +1

Dictionary learning is a challenge topic in many image processing areas. The basic goal is to learn a sparse representation from an overcomplete basis set. Due to combining the adv…

cs.CV2017

Local Patch Encoding-Based Method for Single Image Super-Resolution

Yang Zhao, Ronggang Wang, Wei Jia +3

Recent learning-based super-resolution (SR) methods often focus on dictionary learning or network training. In this paper, we discuss in detail a new SR method based on local patch…