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A Unified Framework for Compressive Video Recovery from Coded Exposure Techniques [article]

Prasan Shedligeri, Anupama S, Kaushik Mitra
<span title="2020-11-11">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Our learning-based framework consists of a shift-variant convolutional layer followed by a fully convolutional deep neural network.  ...  Here, we propose a unified learning-based framework to make such a qualitative and quantitative comparison between those which capture only a single coded image (Flutter Shutter, Pixel-wise coded exposure  ...  Acknowldegements The authors would like to thank Sreyas Mohan and Subeesh Vasu for their helpful discussions.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2011.05532v1">arXiv:2011.05532v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ahznuja265afrpuodi4be34x5e">fatcat:ahznuja265afrpuodi4be34x5e</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201113031525/https://arxiv.org/pdf/2011.05532v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/57/cb/57cbe673125a9e6775e9e16c7355f062ce6eae82.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2011.05532v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

DeepLab2: A TensorFlow Library for Deep Labeling [article]

Mark Weber, Huiyu Wang, Siyuan Qiao, Jun Xie, Maxwell D. Collins, Yukun Zhu, Liangzhe Yuan, Dahun Kim, Qihang Yu, Daniel Cremers, Laura Leal-Taixe, Alan L. Yuille (+3 others)
<span title="2021-06-17">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
DeepLab2 is a TensorFlow library for deep labeling, aiming to provide a state-of-the-art and easy-to-use TensorFlow codebase for general dense pixel prediction problems in computer vision.  ...  To showcase the effectiveness of DeepLab2, our Panoptic-DeepLab employing Axial-SWideRNet as network backbone achieves 68.0 single-scale inference and ImageNet-1K pretrained checkpoints.  ...  We would like to thank Michalis Raptis for the feedback on the paper, Jiquan Ngiam and Amil Merchant for Hungarian Matching implementation, and the support from Google Mobile Vision.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2106.09748v1">arXiv:2106.09748v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lbly3ld4zjc5rpq6l7l6bzkko4">fatcat:lbly3ld4zjc5rpq6l7l6bzkko4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210623230706/https://arxiv.org/pdf/2106.09748v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/21/f6/21f6586c13403beb2fa383201719287869de6beb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2106.09748v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

A Unified Framework for Encryption and Decryption of Images Based on Autoencoder (UFED)

<span title="2021-06-07">2021</span> <i title="The World Academy of Research in Science and Engineering"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/naqzxq5hurh2bp2pnvwitnnx44" style="color: black;">International Journal of Advanced Trends in Computer Science and Engineering</a> </i> &nbsp;
However, video coding based on deep training is still in its initial stage. This research work discusses the representative's work on deep learning for image/video coding, a research area since 2015.  ...  neural network.  ...  (Prediction Unit) that base on neural network, that are equally inviting as well as simple for VLSI structure [16] , [17] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.30534/ijatcse/2021/451032021">doi:10.30534/ijatcse/2021/451032021</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6ykv4j3bnnbgzbub7uop46r7gi">fatcat:6ykv4j3bnnbgzbub7uop46r7gi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210609005556/http://www.warse.org/IJATCSE/static/pdf/file/ijatcse451032021.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/6d/af/6daffeb64549afa9c0330c0caf7e5c52a6bf5819.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.30534/ijatcse/2021/451032021"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

2020 Index IEEE Transactions on Circuits and Systems for Video Technology Vol. 30

<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/jqw2pm7kwvhchpdxpcm5ryoic4" style="color: black;">IEEE transactions on circuits and systems for video technology (Print)</a> </i> &nbsp;
Zhuang, N., +, TCSVT Oct. 2020 3637-3650 Multi-Scale Convolutional Neural Network-Based Intra Prediction for Video Coding.  ...  ., +, TCSVT Feb. 2020 590-602 DeepSCC: Deep Learning-Based Fast Prediction Network for Screen Con- tent Coding.  ...  A Memory-Efficient Hardware Architecture for Connected Component Labeling in Embedded System.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tcsvt.2020.3043861">doi:10.1109/tcsvt.2020.3043861</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/s6z4wzp45vfflphgfcxh6x7npu">fatcat:s6z4wzp45vfflphgfcxh6x7npu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201229235746/https://ieeexplore.ieee.org/ielx7/76/9280452/09309118.pdf?tp=&amp;arnumber=9309118&amp;isnumber=9280452&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/8c/47/8c47707a649339c85261ed9ea9455eb629c7f804.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tcsvt.2020.3043861"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Improved CNN-based Learning of Interpolation Filters for Low-Complexity Inter Prediction in Video Coding

Luka Murn, Saverio Giovanni Blasi, Alan Smeaton, Marta Mrak
<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mg4nkorplffhzgqhsvhg3f7vam" style="color: black;">IEEE Open Journal of Signal Processing</a> </i> &nbsp;
This paper introduces a novel explainable neural network-based inter-prediction scheme, to improve the interpolation of reference samples needed for fractional precision motion compensation.  ...  The approach requires a single neural network to be trained from which a full quarter-pixel interpolation filter set is derived, as the network is easily interpretable due to its linear structure.  ...  The inference process required by conventional Deep Neural Network (DNN) approaches is inherently complex, limiting their applicability to video coding.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ojsp.2021.3089439">doi:10.1109/ojsp.2021.3089439</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tojkppbjyngyzourzc74w6gud4">fatcat:tojkppbjyngyzourzc74w6gud4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210717144341/https://ieeexplore.ieee.org/ielx7/8782710/9006934/09456071.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d0/95/d095a0bb03447863e271b5f9c4bc222c12d1e6f9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ojsp.2021.3089439"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

2020 Index IEEE Transactions on Image Processing Vol. 29

<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/dhlhr4jqkbcmdbua2ca45o7kru" style="color: black;">IEEE Transactions on Image Processing</a> </i> &nbsp;
Marquez, M., +, TIP 2020 3558-3568 Context-Adaptive Neural Network-Based Prediction for Image Compression.  ...  ., +, TIP 2020 8303-8315 Optical-Flow Based Nonlinear Weighted Prediction for SDR and Backward Compatible HDR Video Coding.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tip.2020.3046056">doi:10.1109/tip.2020.3046056</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/24m6k2elprf2nfmucbjzhvzk3m">fatcat:24m6k2elprf2nfmucbjzhvzk3m</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201224144031/https://ieeexplore.ieee.org/ielx7/83/8835130/09301460.pdf?tp=&amp;arnumber=9301460&amp;isnumber=8835130&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/56/93/5693eebc307c33915511489f6dcddcb127981534.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tip.2020.3046056"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Image Compression Using Neural Networks: A Review

Haval Tariq Sadeeq, Thamer Hassan Hameed, Abdo Sulaiman Abdi, Ayman Nashwan Abdulfatah
<span title="2021-12-14">2021</span> <i title="International Association of Online Engineering (IAOE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/w73xbttnw5gmdinsdux7x3xjri" style="color: black;">International Journal of Online and Biomedical Engineering (iJOE)</a> </i> &nbsp;
In particular, the end-to-end frames based on neural networks are reviewed, revealing fascinating explorations of frameworks/standards for next-generation image coding.  ...  A new and exciting image compression solution is also offered by the deep convolution neural network (CNN), which in recent years has resumed the neural network and achieved significant success both in  ...  Random neural network based image coding In 1989, a new class was developed of the random neural network.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3991/ijoe.v17i14.26059">doi:10.3991/ijoe.v17i14.26059</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/eyhsq2c55bbmjjqamccwi3lgn4">fatcat:eyhsq2c55bbmjjqamccwi3lgn4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220116181549/https://online-journals.org/index.php/i-joe/article/download/26059/10471" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/96/7c/967c2c82b4b1db6fe7c7d5872602afe7040b2306.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3991/ijoe.v17i14.26059"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Neural Video Coding using Multiscale Motion Compensation and Spatiotemporal Context Model [article]

Haojie Liu, Ming Lu, Zhan Ma, Fan Wang, Zhihuang Xie, Xun Cao, Yao Wang
<span title="2020-07-09">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
On the other hand, deep neural networks (DNNs) have shown their powerful capacity for visual content understanding, feature extraction and compact representation.  ...  In this paper, we propose an end-to-end deep neural video coding framework (NVC), which uses variational autoencoders (VAEs) with joint spatial and temporal prior aggregation (PA) to exploit the correlations  ...  RELATED WORK Built on advancements of deep neural networks (DNNs), we have seen the explosive growth of DNN-based image/video compression approaches.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2007.04574v1">arXiv:2007.04574v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gc5lnxixnvemdildw246wzaduq">fatcat:gc5lnxixnvemdildw246wzaduq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200711102123/https://arxiv.org/pdf/2007.04574v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/bd/3b/bd3b2e2b5af642879dccb7c0144a31174d3cc1af.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2007.04574v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Video Coding for Machines: A Paradigm of Collaborative Compression and Intelligent Analytics [article]

Ling-Yu Duan, Jiaying Liu, Wenhan Yang, Tiejun Huang, Wen Gao
<span title="2020-01-13">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The recent endeavors in imminent trends of video compression, e.g. deep learning based coding tools and end-to-end image/video coding, and MPEG-7 compact feature descriptor standards, i.e.  ...  In this paper, thanks to booming AI technology, e.g. prediction and generation models, we carry out exploration in the new area, Video Coding for Machines (VCM), arising from the emerging MPEG standardization  ...  The efforts in improving the performance of neural networkaided coding tools rely on the excellent prediction ability of deep networks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2001.03569v2">arXiv:2001.03569v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/22dsiwby6nfrbicoxyk2ufwhjy">fatcat:22dsiwby6nfrbicoxyk2ufwhjy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200321043452/https://arxiv.org/pdf/2001.03569v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2001.03569v2" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

2021 Index IEEE Transactions on Multimedia Vol. 23

<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/sbzicoknnzc3tjljn7ifvwpooi" style="color: black;">IEEE transactions on multimedia</a> </i> &nbsp;
The Author Index contains the primary entry for each item, listed under the first author's name.  ...  Neural Network for Unified Image Aesthetic Prediction Tasks.  ...  ., +, TMM 2021 3059-3072 Beyond Vision: A Multimodal Recurrent Attention Convolutional Neural Network for Unified Image Aesthetic Prediction Tasks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tmm.2022.3141947">doi:10.1109/tmm.2022.3141947</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lil2nf3vd5ehbfgtslulu7y3lq">fatcat:lil2nf3vd5ehbfgtslulu7y3lq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220112070754/https://ieeexplore.ieee.org/ielx7/6046/9296985/09677625.pdf?tp=&amp;arnumber=9677625&amp;isnumber=9296985&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/72/98/7298e0836b658eb4f1e43b1ba4059c50a3847dba.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tmm.2022.3141947"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Table of contents

<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/dhlhr4jqkbcmdbua2ca45o7kru" style="color: black;">IEEE Transactions on Image Processing</a> </i> &nbsp;
Prediction for Video Coding ................... K.  ...  Kaup 2439 Imaging and Video Networks Learning Latent Global Network for Skeleton-Based Action Prediction ...................................................... .........................................  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tip.2019.2940373">doi:10.1109/tip.2019.2940373</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/i7hktzn4wrfz5dhq7hj75u6esa">fatcat:i7hktzn4wrfz5dhq7hj75u6esa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210429060310/https://ieeexplore.ieee.org/ielx7/83/8835130/09282269.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/af/5c/af5c8ee06298c33f6206c7b9b2720360cc788ec4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tip.2019.2940373"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

A Survey on Deep Learning Techniques for Video Anomaly Detection [article]

Jessie James P. Suarez, Prospero C. Naval Jr
<span title="2020-09-29">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Anomaly detection in videos is a problem that has been studied for more than a decade. This area has piqued the interest of researchers due to its wide applicability.  ...  This survey, however, focuses on how Deep Learning has improved and provided more insights to the area of video anomaly detection.  ...  For these reasons, recent works have mostly explored the use of Deep Neural Networks for the task of anomaly detection.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2009.14146v1">arXiv:2009.14146v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hktavfdu65gw3eek6famuirrbq">fatcat:hktavfdu65gw3eek6famuirrbq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201001004130/https://arxiv.org/pdf/2009.14146v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2009.14146v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Deep Reference Generation with Multi-Domain Hierarchical Constraints for Inter Prediction [article]

Jiaying Liu, Sifeng Xia, Wenhan Yang
<span title="2019-05-16">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Inter prediction is an important module in video coding for temporal redundancy removal, where similar reference blocks are searched from previously coded frames and employed to predict the block to be  ...  Although traditional video codecs can estimate and compensate for block-level motions, their inter prediction performance is still heavily affected by the remaining inconsistent pixel-wise displacement  ...  samples for inter prediction in video coding with deep neural networks.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1905.06567v1">arXiv:1905.06567v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/r6clfgqo3fgchflcjw7bewil74">fatcat:r6clfgqo3fgchflcjw7bewil74</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200912084045/https://arxiv.org/pdf/1905.06567v1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/d8/73/d873fdfc43afd675432af22362283bf202837164.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1905.06567v1" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>

Referenceless Rate-Distortion Modeling with Learning from Bitstream and Pixel Features [article]

Yangfan Sun, Li Li, Zhu Li, Shan Liu
<span title="2020-09-18">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Therefore, to improve the fidelity of prediction, we propose a referenceless prediction-based R-QP modeling (PmR-QP) method to estimate bitrate by leveraging a deep learning algorithm with only one-pass  ...  Generally, adaptive bitrates for variable Internet bandwidths can be obtained through multi-pass coding.  ...  Intra-Mode Mappings Intra-prediction is an operation in video coding to eliminate pixel similarity for intra-frames [1] .  ... 
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Advances In Video Compression System Using Deep Neural Network: A Review And Case Studies [article]

Dandan Ding, Zhan Ma, Di Chen, Qingshuang Chen, Zoe Liu, Fengqing Zhu
<span title="2021-01-16">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this article, we review extensively recent technical advances in video compression system, with an emphasis on deep neural network (DNN)-based approaches; and then present three comprehensive case studies  ...  On pre-processing, we show a switchable texture-based video coding example that leverages DNN-based scene understanding to extract semantic areas for the improvement of subsequent video coder.  ...  CASE STUDY FOR CODING: END-TO-END NEURAL VIDEO CODING (E2E-NVC) This section presents a framework for end-to-end neural video coding.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2101.06341v1">arXiv:2101.06341v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/63vikavtpnb3dilixbakkcbwnq">fatcat:63vikavtpnb3dilixbakkcbwnq</a> </span>
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