activity
20162023
most citedImage and Video Compression with Neural Networks: A Review

462 citations · 719 across the 22 of their papers we have counts for

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Showing 2017Show all

7 papers · 1 filter

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.MM2017★ 64 cited

Spatial-Temporal Residue Network Based In-Loop Filter for Video Coding

Chuanmin Jia, Shiqi Wang, Xinfeng Zhang +2

Deep learning has demonstrated tremendous break through in the area of image/video processing. In this paper, a spatial-temporal residue network (STResNet) based in-loop filter is…

cs.CV2017★ 10 cited

Image Quality Assessment Guided Deep Neural Networks Training

Zhuo Chen, Weisi Lin, Shiqi Wang +2

For many computer vision problems, the deep neural networks are trained and validated based on the assumption that the input images are pristine (i.e., artifact-free). However, dig…

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

Improving Object Detection with Region Similarity Learning

Feng Gao, Yihang Lou, Yan Bai +3

Object detection aims to identify instances of semantic objects of a certain class in images or videos. The success of state-of-the-art approaches is attributed to the significant…

cs.CV2017★ 7 cited

Incorporating Intra-Class Variance to Fine-Grained Visual Recognition

Yan Bai, Feng Gao, Yihang Lou +3

Fine-grained visual recognition aims to capture discriminative characteristics amongst visually similar categories. The state-of-the-art research work has significantly improved th…