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20162026
most citedImage and Video Compression with Neural Networks: A Review

462 citations · 992 across the 80 of their papers we have counts for

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Showing 2022 · cs.CVShow all

7 papers · 2 filters

cs.CV2022

Perceptual Video Coding for Machines via Satisfied Machine Ratio Modeling

Qi Zhang, Shanshe Wang, Xinfeng Zhang +4

Video Coding for Machines (VCM) aims to compress visual signals for machine analysis. However, existing methods only consider a few machines, neglecting the majority. Moreover, the…

cs.CV2022★ 6 cited

STIP: A SpatioTemporal Information-Preserving and Perception-Augmented Model for High-Resolution Video Prediction

Zheng Chang, Xinfeng Zhang, Shanshe Wang +2

Although significant achievements have been achieved by recurrent neural network (RNN) based video prediction methods, their performance in datasets with high resolutions is still…

cs.CV2022★ 1 cited

Hierarchical Similarity Learning for Aliasing Suppression Image Super-Resolution

Yuqing Liu, Qi Jia, Jian Zhang +4

As a highly ill-posed issue, single image super-resolution (SISR) has been widely investigated in recent years. The main task of SISR is to recover the information loss caused by t…

cs.CV2022★ 1 cited

Learning Weighting Map for Bit-Depth Expansion within a Rational Range

Yuqing Liu, Qi Jia, Jian Zhang +4

Bit-depth expansion (BDE) is one of the emerging technologies to display high bit-depth (HBD) image from low bit-depth (LBD) source. Existing BDE methods have no unified solution f…

cs.CV2022★ 1 cited

STAU: A SpatioTemporal-Aware Unit for Video Prediction and Beyond

Zheng Chang, Xinfeng Zhang, Shanshe Wang +2

Video prediction aims to predict future frames by modeling the complex spatiotemporal dynamics in videos. However, most of the existing methods only model the temporal information…

cs.CV2022★ 2 cited

STRPM: A Spatiotemporal Residual Predictive Model for High-Resolution Video Prediction

Zheng Chang, Xinfeng Zhang, Shanshe Wang +2

Although many video prediction methods have obtained good performance in low-resolution (64128) videos, predictive models for high-resolution (5124K) videos have not be…