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Recurrent World Models Facilitate Policy Evolution [article]

David Ha, Jürgen Schmidhuber
<span title="2018-09-04">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
A generative recurrent neural network is quickly trained in an unsupervised manner to model popular reinforcement learning environments through compressed spatio-temporal representations.  ...  The world model's extracted features are fed into compact and simple policies trained by evolution, achieving state of the art results in various environments.  ...  To get around the difficulty of training a dynamical model to learn directly from high-dimensional pixel images, researchers explored using neural networks to first learn a compressed representation of  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1809.01999v1">arXiv:1809.01999v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/tdb56dhod5dbjpkxkcmydtkd5u">fatcat:tdb56dhod5dbjpkxkcmydtkd5u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200909041910/https://arxiv.org/pdf/1809.01999v1.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/41/cc/41cca0b0a27ba363ca56e7033569aeb1922b0ac9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1809.01999v1" 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>

Efficient and Robust Machine Learning for Real-World Systems [article]

Franz Pernkopf, Wolfgang Roth, Matthias Zoehrer, Lukas Pfeifenberger, Guenther Schindler, Holger Froening, Sebastian Tschiatschek, Robert Peharz, Matthew Mattina, Zoubin Ghahramani
<span title="2018-12-05">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In particular, a desideratum for any real-world system is to be robust in the presence of outliers and corrupted data, as well as being 'aware' of its limits, i.e.\ the system should maintain and provide  ...  In that way, we provide an extensive overview of the current state-of-the-art of robust and efficient machine learning for real-world systems.  ...  ACKNOWLEDGMENTS We acknowledge NVIDIA for providing GPU computing resources.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1812.02240v1">arXiv:1812.02240v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jahaqvscgbfrliraitk4ycmkfy">fatcat:jahaqvscgbfrliraitk4ycmkfy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200823080759/https://arxiv.org/pdf/1812.02240v1.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/e3/84/e384b24d43deb5953d305d285d025a495e375c9f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1812.02240v1" 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>

DeepRepair: Style-Guided Repairing for DNNs in the Real-world Operational Environment [article]

Bing Yu and Hua Qi and Qing Guo and Felix Juefei-Xu and Xiaofei Xie and Lei Ma and Jianjun Zhao
<span title="2020-11-19">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Deep neural networks (DNNs) are being widely applied for various real-world applications across domains due to their high performance (e.g., high accuracy on image classification).  ...  We conduct a large-scale evaluation with fifteen degradation factors that may happen in the real world and compare with four state-of-the-art data augmentation methods and two DNN repairing methods, demonstrating  ...  The key challenge is that we usually can only collect a small number of failure cases, which represent limited failure patterns in the real-world environment.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2011.09884v1">arXiv:2011.09884v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/orurpxhbzzhzpg5mqrymo7fwli">fatcat:orurpxhbzzhzpg5mqrymo7fwli</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201121025207/https://arxiv.org/pdf/2011.09884v1.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/04/d2/04d286285d0e36bf5a839c0e88c936deaf9a3722.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2011.09884v1" 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>

EG 2005 Tutorial on Mixed Realities in Inhabited Worlds [article]

Nadia Magnenat-Thalmann, Daniel Thalmann, Pascal Fua, Frederic Vexo, HyungSeok Kim
<span title="">2005</span> <i title="The Eurographics Association"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/xgoygnj3knbt3jsqqs5uay37ba" style="color: black;">Eurographics State of the Art Reports</a> </i> &nbsp;
Outline of the tutorial 1.1 Concepts and State of the Art of mixed realities in inhabited worlds 1.1.1 Mixed Realities in inhabited worlds 1.1.2 Believability and Presence 1.2 Perception, Sensors and Immersive  ...  , an industrial project 1.3.4 Feeling presence in the treatment of social phobia 2.  ...  Acknowledgement Part of the work presented has been supported by the EU IST FP6 programme, in frame of the EU IST ENACTIVE (http://www.enactivenetwork.org/) project.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2312/egt.20051050">doi:10.2312/egt.20051050</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qlyopr6svbd3znv6afa64ehxcy">fatcat:qlyopr6svbd3znv6afa64ehxcy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220117224824/https://diglib.eg.org/xmlui/bitstream/handle/10.2312/egt.20051050.001-078/001-078.pdf;jsessionid=C2C5DA8FD583C137C75BAD116932D640?sequence=1" 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/b5/fd/b5fd5b307e1d9407f433e9c389b81c2ad6f3cb92.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.2312/egt.20051050"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Random Neural Network Model for Supervised Learning Problems

S. Basterrech, G. Rubino
<span title="">2015</span> <i title="Czech Technical University in Prague - Central Library"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pdm5r35z65fkvamed4nxpeyqqy" style="color: black;">Neural Network World</a> </i> &nbsp;
Random Neural Networks (RNNs) are a class of Neural Networks (NNs) that can also be seen as a specific type of queuing network.  ...  We give a general description of these models using almost indistinctly the terminology of Queuing Theory and the neural one.  ...  Other areas of image processing In a similar way as for image compression, the RNN model has also been applied to video compression (Gelenbe et al., 1996a) .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.14311/nnw.2015.25.024">doi:10.14311/nnw.2015.25.024</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2njusfvsmvegvfdkjwukntvw6e">fatcat:2njusfvsmvegvfdkjwukntvw6e</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200827085435/https://arxiv.org/pdf/1609.04846v1.pdf" title="fulltext PDF download [not primary version]" 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] <span style="color: #f43e3e;">&#10033;</span> <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/7b/e4/7be49f99bee3fb38171d5b90c90d52228aeef279.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.14311/nnw.2015.25.024"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Beyond Digital Domain: Fooling Deep Learning Based Recognition System in Physical World

Kaichen Yang, Tzungyu Tsai, Honggang Yu, Tsung-Yi Ho, Yier Jin
<span title="2020-04-03">2020</span> <i title="Association for the Advancement of Artificial Intelligence (AAAI)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wtjcymhabjantmdtuptkk62mlq" style="color: black;">PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE</a> </i> &nbsp;
Instead of simply printing images, we manufacture real metal objects that could achieve the adversarial effect.  ...  The problem of attacking object detection models and adversarial attacks in physical world are rarely touched.  ...  It enables SSD and YOLO the cability to process video in real time.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aaai.v34i01.5459">doi:10.1609/aaai.v34i01.5459</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/d3cw2pj4ajfolkbtttq5pzbn5q">fatcat:d3cw2pj4ajfolkbtttq5pzbn5q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210427095325/https://ojs.aaai.org/index.php/AAAI/article/download/5459/5315" 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/2c/6e/2c6e7788760a5664a75b3712701e7467a6cd1c03.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1609/aaai.v34i01.5459"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

A Survey on Deep Learning Methods for Robot Vision [article]

Javier Ruiz-del-Solar, Patricio Loncomilla, Naiomi Soto
<span title="2018-03-28">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
To achieve this, a comprehensive overview of deep learning and its usage in computer vision is given, that includes a description of the most frequently used neural models and their main application areas  ...  Afterwards, a review of the principal work using deep learning in robot vision is presented, as well as current and future trends related to the use of deep learning in robotics.  ...  It must be noted that these kinds of solutions are able to run successfully in real-time using GPUs.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1803.10862v1">arXiv:1803.10862v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/bkxbwfkuxbfkrck4aafdgt3moy">fatcat:bkxbwfkuxbfkrck4aafdgt3moy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200914193954/https://arxiv.org/ftp/arxiv/papers/1803/1803.10862.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/59/c2/59c23afa9e53f97a28da3abbecb3d1eb8d05985b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1803.10862v1" 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>

Music Classification: Beyond Supervised Learning, Towards Real-world Applications [article]

Minz Won, Janne Spijkervet, Keunwoo Choi
<span title="2021-11-07">2021</span> <i title="Zenodo"> Zenodo </i> &nbsp;
In this book, we focus on the more modern history of music classification since the popularization of deep learning in mid 2010s.  ...  This is a book written for a tutorial session of the 22nd International Society for Music Information Retrieval Conference, Nov 8-12, 2021 in an online format.  ...  In the fifth chapter, Towards Real-world Applications, we introduce you to what people care about in industry.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.5703779">doi:10.5281/zenodo.5703779</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ggefiongcnb5boahjsz4lgiuz4">fatcat:ggefiongcnb5boahjsz4lgiuz4</a> </span>
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Music Classification: Beyond Supervised Learning, Towards Real-world Applications [article]

Minz Won, Janne Spijkervet, Keunwoo Choi
<span title="2021-11-07">2021</span> <i title="Zenodo"> Zenodo </i> &nbsp;
In this book, we focus on the more modern history of music classification since the popularization of deep learning in mid 2010s.  ...  This is a book written for a tutorial session of the 22nd International Society for Music Information Retrieval Conference, Nov 8-12, 2021 in an online format.  ...  In the fifth chapter, Towards Real-world Applications, we introduce you to what people care about in industry.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.5703780">doi:10.5281/zenodo.5703780</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vpjixx4nmfaqtipf3ytuu7srwa">fatcat:vpjixx4nmfaqtipf3ytuu7srwa</a> </span>
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Deep neural network models of sound localization reveal how perception is adapted to real-world environments

Andrew Francl, Josh H. McDermott
<span title="2022-01-27">2022</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/iy2zha5zijcblcipetxqqfyj7i" style="color: black;">Nature Human Behaviour</a> </i> &nbsp;
To better understand real-world localization, we equipped a deep neural network with human ears and trained it to localize sounds in a virtual environment.  ...  The results show how biological hearing is adapted to the challenges of real-world environments and illustrate how artificial neural networks can reveal the real-world constraints that shape perception  ...  To better understand real-world localization, we equipped a deep neural network with human ears and trained it to localize sounds in a virtual environment.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1038/s41562-021-01244-z">doi:10.1038/s41562-021-01244-z</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/35087192">pmid:35087192</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8830739/">pmcid:PMC8830739</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/47djoibiqfbv3hsfstx3v5mnva">fatcat:47djoibiqfbv3hsfstx3v5mnva</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220130174934/https://www.nature.com/articles/s41562-021-01244-z.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/76/6d764a801c7289d7b13656a54e931a3fa0651611.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1038/s41562-021-01244-z"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> nature.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8830739" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

A Robotic Approach towards Quantifying Epipelagic Bound Plastic Using Deep Visual Models [article]

Gautam Tata, Sarah-Jeanne Royer, Olivier Poirion, Jay Lowe
<span title="2021-10-19">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
The best performing model has a Mean Average Precision of 85% and an F1-Score of 0.89 while maintaining near real-time processing speeds ~2 ms/img.  ...  This study removes the need for manual sampling by using an autonomous method using neural networks and computer vision models, which trained on images captured from various layers of the ocean column  ...  Some of the images in this dataset were sourced from the TrashCan dataset, where the researchers hand-annotated and open-sourced over 5000 images from the JAMSTEC-JEDI dataset.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2105.01882v4">arXiv:2105.01882v4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mbv7nxbdt5eshaps5ablw4rpwa">fatcat:mbv7nxbdt5eshaps5ablw4rpwa</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211026004413/https://arxiv.org/pdf/2105.01882v4.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/49/44/4944ca0e3742440224afd84f7c3414d5320fd4f1.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2105.01882v4" 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>

An Energy Efficient EdgeAI Autoencoder Accelerator for Reinforcement Learning

Nitheesh Kumar Manjunath, Aidin Shiri, Morteza Hosseini, Bharat Prakash, Nicholas R. Waytowich, Tinoosh Mohsenin
<span title="">2021</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/c7tomrhoyrgt3l7jfujdzaxddm" style="color: black;">IEEE Open Journal of Circuits and Systems</a> </i> &nbsp;
We evaluate the performance of our model in three RL environments including DonkeyCar, Miniworld sidewalk, and Miniworld Object Pickup, which emulate various real-world applications with different levels  ...  In EdgeAI embedded devices that exploit reinforcement learning (RL), it is essential to reduce the number of actions taken by the agent in the real world and minimize the compute-intensive policies learning  ...  ACKNOWLEDGMENT The views and conclusions contained in this document are those of the authors and should not be interpreted as representing the official policies, either expressed or implied, of the U.S  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ojcas.2020.3043737">doi:10.1109/ojcas.2020.3043737</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kzzb2febargvha7ojdazhh76oi">fatcat:kzzb2febargvha7ojdazhh76oi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210225232700/https://ieeexplore.ieee.org/ielx7/8784029/9314963/09335309.pdf?tp=&amp;arnumber=9335309&amp;isnumber=9314963&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/2e/34/2e34ef4fa91afae293df0552c71d89bf9e1e0765.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/ojcas.2020.3043737"> <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>

Deep neural network models of sound localization reveal how perception is adapted to real-world environments [article]

Andrew F Francl, Josh H McDermott
<span title="2020-07-22">2020</span> <i title="Cold Spring Harbor Laboratory"> bioRxiv </i> &nbsp; <span class="release-stage" >pre-print</span>
To better understand real-world localization we equipped a deep neural network with human ears and trained it to localize sounds in a virtual environment.  ...  The results show how biological hearing is adapted to the challenges of real-world environments and illustrate how artificial neural networks can extend traditional ideal observer models to real-world  ...  Gonzalez for writing the cochleagram generation codebase, Jenelle Feather and Mark Saddler for their support and technical advice, members of the McDermott lab for their comments on the manuscript (especially  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1101/2020.07.21.214486">doi:10.1101/2020.07.21.214486</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/qihj34mlhbfprfqa7u5iolhn4q">fatcat:qihj34mlhbfprfqa7u5iolhn4q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201108210810/https://www.biorxiv.org/content/biorxiv/early/2020/07/22/2020.07.21.214486.full.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/5c/cd/5ccd5c20d6041d679f4d9475dbdbaa818fb4a002.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1101/2020.07.21.214486"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> biorxiv.org </button> </a>

Joint Denoising and Demosaicking with Green Channel Prior for Real-world Burst Images [article]

Shi Guo, Zhetong Liang, Lei Zhang
<span title="2021-01-25">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this work, we study the JDD problem for real-world burst images, namely JDD-B.  ...  Experiments on synthetic and real-world noisy images demonstrate the effectiveness of GCP-Net quantitatively and qualitatively.  ...  As a result, strong visual artifacts will appear in the JDD outputs of real-world noisy CFA images.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2101.09870v1">arXiv:2101.09870v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4sxqgqion5fj5odj4spslthz44">fatcat:4sxqgqion5fj5odj4spslthz44</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210130045048/https://arxiv.org/pdf/2101.09870v1.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/bc/4b/bc4bfd726e73f37d657ee4265f62460a97d3fed6.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2101.09870v1" 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 Streaming Cloud Platform for Real-Time Video Processing on Embedded Devices

Weishan Zhang, Haoyun Sun, Dehai Zhao, Liang Xu, Xin Liu, Jiehan Zhou, Huansheng Ning, Yi Guo, Su Yang
<span title="">2019</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ic7oylwbfvfw3hf4wbnzwcqeuq" style="color: black;">IEEE Transactions on Cloud Computing</a> </i> &nbsp;
Eight NVIDIA Jetson TX1 and three Jetson TX2 GPUs are used to construct a streaming embedded cloud platform (SECP), on which Apache Storm is deployed as the cloud computing environment for deep learning  ...  In this paper, we propose a cloud platform for real-time video processing based on embedded devices.  ...  In the real- world environment, SECP must determine the number of bolts doing parallel processing during deployment. Usually, we reserve a standby node for fault recovery.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tcc.2019.2894621">doi:10.1109/tcc.2019.2894621</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/b2cpuatnxvf7pdzbmxfo7c3bbm">fatcat:b2cpuatnxvf7pdzbmxfo7c3bbm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200319103547/http://jultika.oulu.fi/files/nbnfi-fe2019120946192.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/d3/16/d316b7d06aafe8e3c1b19bcdbec62297afba2024.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tcc.2019.2894621"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>
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