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Automatic Gaze Analysis: A Survey of Deep Learning based Approaches [article]

Shreya Ghosh, Abhinav Dhall, Munawar Hayat, Jarrod Knibbe, Qiang Ji
<span title="2021-08-30">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Our analysis shows that the development of a robust and generic gaze analysis method still needs to address real-world challenges such as unconstrained setup and learning with less supervision.  ...  We review the progress across a range of gaze analysis tasks and applications to elucidate these fundamental questions; identify effective methods in gaze analysis and provide possible future directions  ...  In 2020, a more comprehensive and detailed study of deep learning based gaze estimation methods is presented in [37] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.05479v2">arXiv:2108.05479v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/o5v4ueaqh5es5pogvagp2y3vv4">fatcat:o5v4ueaqh5es5pogvagp2y3vv4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210909012521/https://arxiv.org/pdf/2108.05479v2.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/f1/87/f18792c4b77f9f4aa1ec784dbe40e8b8448df8e2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2108.05479v2" 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 Heuristic Method for Automatic Gaze Detection in Constrained Multi- Modal Dialogue Corpora

Lorcan McLaren, Maria Koutsombogera, Carl Vogel
<span title="2020-09-23">2020</span> <i title="IEEE"> 2020 11th IEEE International Conference on Cognitive Infocommunications (CogInfoCom) </i> &nbsp;
We describe a heuristic-based approach to determining gaze allocation automatically in a multi-modal task oriented dialogue corpus.  ...  We present the development of the system and the evaluation of its performance and discuss the findings, including the shortcomings and the perspectives of the implemented approach.  ...  model in a machine learning-based approach.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/coginfocom50765.2020.9237883">doi:10.1109/coginfocom50765.2020.9237883</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/t34ly5majbh67jq76rrhbku5bi">fatcat:t34ly5majbh67jq76rrhbku5bi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210428050009/http://www.tara.tcd.ie/bitstream/handle/2262/94040/28.pdf;jsessionid=509729A89AE0E5C75B663AB53ABA0A8A?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/c1/0b/c10b7dfcd568343bcac0a4919f1bbe400e28452b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/coginfocom50765.2020.9237883"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

A Toolkit for the Automatic Analysis of Human Behavior in HCI Applications in the Wild

Andrea Generosi, Silvia Ceccacci, Samuele Faggiano, Luca Giraldi, Maura Mengoni
<span title="">2020</span> <i title="ASTES Journal"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/5z5fhzfgard2vod5er2hdyuq54" style="color: black;">Advances in Science, Technology and Engineering Systems</a> </i> &nbsp;
In this context, this paper introduces a toolkit that takes advantage of deep learning algorithms to monitor user's behavior and emotions, through the acquisition of facial expression and eye gaze from  ...  Collected data are potentially useful to support user experience assessment of web-based applications in the wild and to improve the effectiveness of e-commerce recommendation systems.  ...  The authors would also thank the research fellow Lorenzo Marchesini for its support in the design and development of the eye gaze detection system.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.25046/aj050622">doi:10.25046/aj050622</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5ofer3hwu5bsrhqkxcj3mfcrt4">fatcat:5ofer3hwu5bsrhqkxcj3mfcrt4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201211140200/https://www.astesj.com/publications/ASTESJ_050622.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/9b/4a/9b4aee6e909ff6655e2a590ff9d9e789719614c9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.25046/aj050622"> <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>

Analysis of Facial Information for Healthcare Applications: A Survey on Computer Vision-Based Approaches

Marco Leo, Pierluigi Carcagnì, Pier Luigi Mazzeo, Paolo Spagnolo, Dario Cazzato, Cosimo Distante
<span title="2020-02-26">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/dmr4kpn2yreovpdxpdiqtjcrnu" style="color: black;">Information</a> </i> &nbsp;
This paper gives an overview of the cutting-edge approaches that perform facial cue analysis in the healthcare area.  ...  A research taxonomy is introduced by dividing the face in its main features: eyes, mouth, muscles, skin, and shape.  ...  Under this new perspective, it is becoming easier to glimpse deep learning-based end-to-end approaches specifically designed for face analysis in the healthcare domain.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/info11030128">doi:10.3390/info11030128</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/yx7izg2jlvhsjpppf6ektkmlye">fatcat:yx7izg2jlvhsjpppf6ektkmlye</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200328163029/https://res.mdpi.com/d_attachment/information/information-11-00128/article_deploy/information-11-00128-v2.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/4f/c9/4fc960fcf9311e6011d5a49cacb5a2ac31bac223.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/info11030128"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Depression Prediction Analysis using Deep Learning: A Survey

Pratiksha Meshram
<span title="2020-12-25">2020</span> <i title="Society for Science and Nature"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/lnzsyf5hs5hltpkbpddbyynpxe" style="color: black;">Bioscience Biotechnology Research Communications</a> </i> &nbsp;
This paper proposes the deep literature review of depression analysis based on offline and online sources using advanced technology.  ...  Machine learning helps doctors predict who might be at risk for a particular disorder.  ...  Literature survey on Real world information: Deep and thorough literature survey is performed based on patient's condition and Doctors opinion.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.21786/bbrc/13.14/72">doi:10.21786/bbrc/13.14/72</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/26rtdptcxjfflexiifmzmlidxe">fatcat:26rtdptcxjfflexiifmzmlidxe</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210122091701/https://bbrc.in/wp-content/uploads/2021/01/13_14-SPL-Galley-proof-072.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/2f/0d/2f0d79282f19b956da9159168d5e3784519854e2.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.21786/bbrc/13.14/72"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Comparative Analysis of Interaction Techniques in Virtual Reality

Rimsha Khan, Farooque Azam, Sheeraz Ahmed, Waseem Anwar, Rudeema Chughtai, Anum Farid
<span title="2020-11-05">2020</span> <i title="IEEE"> 2020 IEEE 23rd International Multitopic Conference (INMIC) </i> &nbsp;
, and gaze-based interaction.  ...  An extensive analysis of the different techniques and their literature has led to a consolidated review that is presented in this paper.  ...  A survey paper provides a description of Electroencephalogram (EEG) based BCI models and machine learning techniques used for the analysis of BCI readings [9] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/inmic50486.2020.9318194">doi:10.1109/inmic50486.2020.9318194</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lhetgyuysbc7voiikhcic3hqom">fatcat:lhetgyuysbc7voiikhcic3hqom</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210127070953/https://ieeexplore.ieee.org/ielx7/9318042/9318043/09318194.pdf?tp=&amp;arnumber=9318194&amp;isnumber=9318043&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/95/b0/95b01dd7fe837d5945946702af694d12c5ed9f1a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/inmic50486.2020.9318194"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

2021 Index IEEE Transactions on Pattern Analysis and Machine Intelligence Vol. 43

<span title="">2022</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/3px634ph3vhrtmtuip6xznraqi" style="color: black;">IEEE Transactions on Pattern Analysis and Machine Intelligence</a> </i> &nbsp;
The primary entry includes the coauthors' names, the title of the paper or other item, and its location, specified by the publication abbreviation, year, month, and inclusive pagination.  ...  Jie, Z., +, TPAMI June 2021 1875-1886 Automatic Detection of Pain from Facial Expressions: A Survey.  ...  ., +, TPAMI Dec. 2021 4477-4490 Emotion recognition Automatic Detection of Pain from Facial Expressions: A Survey.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tpami.2021.3126216">doi:10.1109/tpami.2021.3126216</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/h6bdbf2tdngefjgj76cudpoyia">fatcat:h6bdbf2tdngefjgj76cudpoyia</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211213180559/https://ieeexplore.ieee.org/ielx7/34/9639876/09639884.pdf?tp=&amp;arnumber=9639884&amp;isnumber=9639876&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/d6/8c/d68c8a3b9a34eb9e5c8908c6cbdb80c902eea284.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/tpami.2021.3126216"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Intention based Comparative Analysis of Human-Robot Interaction

Muhammad Awais, Muhammad Yahya Saeed, Muhammad Sheraz Arshad Malik, Muhammad Younas, Rao Sohail Iqbal Asif
<span title="">2020</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
The analysis was performed using three machine learning approaches, i.e., KNN, SVM, and AdaBoost.  ...  Most of the discussed approaches used machine learning approaches and a few approaches used and probabilistic based solutions.  ...  He is working as a lecturer in gc university from last seven years with analysing different models designing and verification.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2020.3035201">doi:10.1109/access.2020.3035201</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/cjsfymmmjfdwpmguw6j2aeeknu">fatcat:cjsfymmmjfdwpmguw6j2aeeknu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201103085337/https://ieeexplore.ieee.org/ielx7/6287639/6514899/09246506.pdf?tp=&amp;arnumber=9246506&amp;isnumber=6514899&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/31/cc/31ccc252385d57b3ed3b7082cd8a2f55710596c7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2020.3035201"> <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>

Multimodal Sentiment Analysis: A Comparison Study

Yahia Hasan Jazyah, Intisar O. Hussien
<span title="2018-06-01">2018</span> <i title="Science Publications"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wake4w3hqzd4ndiy2zowpciv64" style="color: black;">Journal of Computer Science</a> </i> &nbsp;
The automatic analysis of multimodal opinion involves a deep understanding of natural languages, audio and video processing, whereas researchers are continuing to improve them.  ...  Nowadays, sentiment analysis is replacing the old web based survey and traditional survey methods that conducted by deferent companies for finding public opinion about entities like products and services  ...  Ethics We testify that this research paper submitted to the Journal of Computer Science, title: "Multimodal Sentiment Analysis: A Comparison Study" has not been published in whole or in part elsewhere.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3844/jcssp.2018.804.818">doi:10.3844/jcssp.2018.804.818</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wgchjlvjavenxptlitnpgktb7q">fatcat:wgchjlvjavenxptlitnpgktb7q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190303224954/http://pdfs.semanticscholar.org/d0eb/e7f026014ae6805b05c39733e68fbcb2d4bb.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/eb/d0ebe7f026014ae6805b05c39733e68fbcb2d4bb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3844/jcssp.2018.804.818"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Supporting DNN Safety Analysis and Retraining through Heatmap-based Unsupervised Learning [article]

Hazem Fahmy, Fabrizio Pastore, Mojtaba Bagherzadeh, Lionel Briand
<span title="2021-04-22">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Unfortunately, there is a lack of methods to ensure the functional safety of DNN-based components.  ...  To address these problems in the context of DNNs analyzing images, we propose HUDD, an approach that automatically supports the identification of root causes for DNN errors.  ...  The experiments presented in this paper were carried out using the HPC facilities of the University of Luxembourg (see http://hpc.uni.lu).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2002.00863v4">arXiv:2002.00863v4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/flsmhjljm5hnjazq2n2uq42gwy">fatcat:flsmhjljm5hnjazq2n2uq42gwy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210426160554/https://arxiv.org/pdf/2002.00863v4.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/be/62/be629ce1b0db94d3375e31008bfa11c25d2dba95.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2002.00863v4" 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 Learning for Sentiment Analysis : A Survey [article]

Lei Zhang, Shuai Wang, Bing Liu
<span title="2018-01-30">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
This paper first gives an overview of deep learning and then provides a comprehensive survey of its current applications in sentiment analysis.  ...  Deep learning has emerged as a powerful machine learning technique that learns multiple layers of representations or features of the data and produces state-of-the-art prediction results.  ...  Ltd with a research gift.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1801.07883v2">arXiv:1801.07883v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nplicfgaozb6fbfx4eyts4zt7e">fatcat:nplicfgaozb6fbfx4eyts4zt7e</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191023071435/https://arxiv.org/pdf/1801.07883v2.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/d6/95/d695457867dc191f817b06f2c2b0469929b43cf0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1801.07883v2" 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>

Sentiment analysis using deep learning approaches: an overview

Olivier Habimana, Yuhua Li, Ruixuan Li, Xiwu Gu, Ge Yu
<span title="2019-12-26">2019</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ikvx2lmj7rew7jpw4lygqgjpby" style="color: black;">Science China Information Sciences</a> </i> &nbsp;
This study also provides the performance analysis of different deep learning models on a particular dataset at the end of each sentiment analysis task.  ...  The surveys [2, 4, 36] give detailed explanations of these approaches.  ...  Conclusion Sentiment analysis using deep learning approaches has attracted a large number of researchers.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s11432-018-9941-6">doi:10.1007/s11432-018-9941-6</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/nbevrfiyybhszirol2af26c6ve">fatcat:nbevrfiyybhszirol2af26c6ve</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210731104047/https://www.sciengine.com/doi/pdf/87C836B7D3C344A69C3E3AD011E0A572" 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/79/90/79901b358e5a6faae592953cf6ad2199e5c813ec.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s11432-018-9941-6"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Intelligent video surveillance: a review through deep learning techniques for crowd analysis

G. Sreenu, M. A. Saleem Durai
<span title="2019-06-06">2019</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pkhnkszyprhb3orbf6g7tqmgiu" style="color: black;">Journal of Big Data</a> </i> &nbsp;
Majority of the papers reviewed in this survey are based on deep learning technique. Various deep learning methods are compared in terms of their algorithms and models.  ...  The main focus of this survey is application of deep learning techniques in detecting the exact count, involved persons and the happened activity in a large crowd at all climate conditions.  ...  This survey giving specific focus on solutions based on deep learning architectures.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s40537-019-0212-5">doi:10.1186/s40537-019-0212-5</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mh7d5d5c5zeczf5sdmgwz3claq">fatcat:mh7d5d5c5zeczf5sdmgwz3claq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200212172454/https://journalofbigdata.springeropen.com/track/pdf/10.1186/s40537-019-0212-5" 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/5b/95/5b95d0b8838979fea86552593c0b447b735ad54a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1186/s40537-019-0212-5"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> springer.com </button> </a>

Automatic Analysis of Facial Actions: A Survey

Brais Martinez, Michel F. Valstar, Bihan Jiang, Maja Pantic
<span title="">2017</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/4bxbdgkmy5ea3prtrfsep6ycym" style="color: black;">IEEE Transactions on Affective Computing</a> </i> &nbsp;
This paper provides a comprehensive survey of research into machine analysis of facial actions.  ...  Image/Video Appearance-based approaches, Geometry-based approaches, Motion-based approaches, Hybrid approaches Face detection and tracking, Facial point detection and tracking, Face normalisation AU classification  ...  See Section 4.4 for further discussion on deep learning for AU analysis. Transfer learning is a promising approach when it comes to AU analysis.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/taffc.2017.2731763">doi:10.1109/taffc.2017.2731763</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6qp6zg5rrrgwrladsnwmyeqbq4">fatcat:6qp6zg5rrrgwrladsnwmyeqbq4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180722072617/http://spiral.imperial.ac.uk/bitstream/10044/1/54637/5/tac_survey_2017.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/b1/a3/b1a3b19700b8738b4510eecf78a35ff38406df22.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/taffc.2017.2731763"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

A survey of multimodal sentiment analysis

Mohammad Soleymani, David Garcia, Brendan Jou, Björn Schuller, Shih-Fu Chang, Maja Pantic
<span title="">2017</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/z7tk7kanxjcz7hgk77ae6t3ofy" style="color: black;">Image and Vision Computing</a> </i> &nbsp;
Current text-based sentiment analysis rely on the construction of dictionaries and machine learning models that learn sentiment from large text corpora.  ...  Sentiment analysis aims to automatically uncover the underlying attitude that we hold towards an entity.  ...  Perhaps the most promising development in sentiment analysis is the application of deep learning.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.imavis.2017.08.003">doi:10.1016/j.imavis.2017.08.003</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/q62fok6jczfsbdl3jm4mvr6qxi">fatcat:q62fok6jczfsbdl3jm4mvr6qxi</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20171225220007/http://www.ee.columbia.edu/ln/dvmm/publications/17/soleymani2017survey.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/e1/e1/e1e1937b4d9e369b41575d6aa437e1b0126f187e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.imavis.2017.08.003"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>
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