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Deep Neural Networks In Fully Connected CRF For Image Labeling With Social Network Metadata [article]

Chengjiang Long, Roddy Collins, Eran Swears, Anthony Hoogs
<span title="2018-01-27">2018</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
We propose a novel method for predicting image labels by fusing image content descriptors with the social media context of each image. An image uploaded to a social media site such as Flickr often has meaningful, associated information, such as comments and other images the user has uploaded, that is complementary to pixel content and helpful in predicting labels. Prediction challenges such as ImageNet imagenet_cvpr09 and MSCOCO LinMBHPRDZ:ECCV14 use only pixels, while other methods make
more &raquo; ... ions purely from social media context McAuleyECCV12. Our method is based on a novel fully connected Conditional Random Field (CRF) framework, where each node is an image, and consists of two deep Convolutional Neural Networks (CNN) and one Recurrent Neural Network (RNN) that model both textual and visual node/image information. The edge weights of the CRF graph represent textual similarity and link-based metadata such as user sets and image groups. We model the CRF as an RNN for both learning and inference, and incorporate the weighted ranking loss and cross entropy loss into the CRF parameter optimization to handle the training data imbalance issue. Our proposed approach is evaluated on the MIR-9K dataset and experimentally outperforms current state-of-the-art approaches.
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1801.09108v1">arXiv:1801.09108v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/we7wojvuxfhuxensehx6a3mby4">fatcat:we7wojvuxfhuxensehx6a3mby4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200914164451/https://arxiv.org/pdf/1801.09108v1.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/85/18/8518418b48871118c00e8a5b5892b541430c0fee.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1801.09108v1" 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>

Pyramid Coding for Functional Scene Element Recognition in Video Scenes

Eran Swears, Anthony Hoogs, Kim Boyer
<span title="">2013</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/753trptklbb4nj6jquqadzwwdu" style="color: black;">2013 IEEE International Conference on Computer Vision</a> </i> &nbsp;
Relevant Work Swears and Hoogs [1] introduced functional scene element recognition in outdoor surveillance video.  ...  approach tha descriptive clusters to form a py local behavioral context window the characterization of scene dense pyramid of codebook descriptors through the pyram approach implicitly captures all Swears  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/iccv.2013.50">doi:10.1109/iccv.2013.50</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/iccv/SwearsHB13.html">dblp:conf/iccv/SwearsHB13</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hqwff7t3infxdldbzu3ctu5y54">fatcat:hqwff7t3infxdldbzu3ctu5y54</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20160129052726/http://www.cv-foundation.org/openaccess/content_iccv_2013/papers/Swears_Pyramid_Coding_for_2013_ICCV_paper.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/d5/f0/d5f09d4cadd5341b723d16c5999d3d7837dd2e46.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/iccv.2013.50"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Complex Activity Recognition Using Granger Constrained DBN (GCDBN) in Sports and Surveillance Video

Eran Swears, Anthony Hoogs, Qiang Ji, Kim Boyer
<span title="">2014</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ilwxppn4d5hizekyd3ndvy2mii" style="color: black;">2014 IEEE Conference on Computer Vision and Pattern Recognition</a> </i> &nbsp;
Modeling interactions of multiple co-occurring objects in a complex activity is becoming increasingly popular in the video domain. The Dynamic Bayesian Network (DBN) has been applied to this problem in the past due to its natural ability to statistically capture complex temporal dependencies. However, standard DBN structure learning algorithms are generatively learned, require manual structure definitions, and/or are computationally complex or restrictive. We propose a novel structure learning
more &raquo; ... olution that fuses the Granger Causality statistic, a direct measure of temporal dependence, with the Adaboost feature selection algorithm to automatically constrain the temporal links of a DBN in a discriminative manner. This approach enables us to completely define the DBN structure prior to parameter learning, which reduces computational complexity in addition to providing a more descriptive structure. We refer to this modeling approach as the Granger Constraints DBN (GCDBN). Our experiments show how the GCDBN outperforms two of the most relevant state-of-the-art graphical models in complex activity classification on handball video data, surveillance data, and synthetic data.
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/cvpr.2014.106">doi:10.1109/cvpr.2014.106</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/cvpr/SwearsHJB14.html">dblp:conf/cvpr/SwearsHJB14</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ww5uosge5jaw5etkmyezaj5opy">fatcat:ww5uosge5jaw5etkmyezaj5opy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20150906080251/http://www.cv-foundation.org/openaccess/content_cvpr_2014/papers/Swears_Complex_Activity_Recognition_2014_CVPR_paper.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/21/3e/213e5d1cd6cf1deb864d7d8b95715b9acd523d97.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/cvpr.2014.106"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

A large-scale benchmark dataset for event recognition in surveillance video

Sangmin Oh, Anthony Hoogs, Amitha Perera, Naresh Cuntoor, Chia-Chih Chen, Jong Taek Lee, Saurajit Mukherjee, J. K. Aggarwal, Hyungtae Lee, Larry Davis, Eran Swears, Xioyang Wang (+12 others)
<span title="">2011</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ilwxppn4d5hizekyd3ndvy2mii" style="color: black;">CVPR 2011</a> </i> &nbsp;
We introduce a new large-scale video dataset designed to assess the performance of diverse visual event recognition algorithms with a focus on continuous visual event recognition (CVER) in outdoor areas with wide coverage. Previous datasets for action recognition are unrealistic for real-world surveillance because they consist of short clips showing one action by one individual [15, 8] . Datasets have been developed for movies [11] and sports [12] , but, these actions and scene conditions do
more &raquo; ... apply effectively to surveillance videos. Our dataset consists of many outdoor scenes with actions occurring naturally by non-actors in continuously captured videos of the real world. The dataset includes large numbers of instances for 23 event types distributed throughout 29 hours of video. This data is accompanied by detailed annotations which include both moving object tracks and event examples, which will provide solid basis for large-scale evaluation. Additionally, we propose different types of evaluation modes for visual recognition tasks and evaluation metrics along with our preliminary experimental results. We believe that this dataset will stimulate diverse aspects of computer vision research and help us to advance the CVER tasks in the years ahead.
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/cvpr.2011.5995586">doi:10.1109/cvpr.2011.5995586</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/cvpr/OhHPCCLMALDSWJRSVPRYTSFRD11.html">dblp:conf/cvpr/OhHPCCLMALDSWJRSVPRYTSFRD11</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fkkxv762izfetdrthrhnopjbb4">fatcat:fkkxv762izfetdrthrhnopjbb4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808100731/http://www.ee.ucr.edu/~amitrc/publications/cvpr2011.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/d8/89/d8891f71aa3e0fc7964037a0a4e5c35389e0e3e8.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/cvpr.2011.5995586"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

AVSS 2011 demo session: A large-scale benchmark dataset for event recognition in surveillance video

Sangmin Oh, Anthony Hoogs, Amitha Perera, Naresh Cuntoor, Chia-Chih Chen, Jong Taek Lee, Saurajit Mukherjee, J. K. Aggarwal, Hyungtae Lee, Larry Davis, Eran Swears, Xiaoyang Wang (+12 others)
<span title="">2011</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/s4u3jxdcmrevzj46e7ani77j4u" style="color: black;">2011 8th IEEE International Conference on Advanced Video and Signal Based Surveillance (AVSS)</a> </i> &nbsp;
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/avss.2011.6027400">doi:10.1109/avss.2011.6027400</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/avss/OhHPCCLMALDSWJRSVPRYTSFCD11.html">dblp:conf/avss/OhHPCCLMALDSWJRSVPRYTSFCD11</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/e5nd3mfpp5afvaezrlshwjrpnu">fatcat:e5nd3mfpp5afvaezrlshwjrpnu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170818135835/https://www.computer.org/csdl/proceedings/avss/2011/0844/00/06027400.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/2c/30/2c305fa65fed336e6be1d15a6567075c6ea6e51b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/avss.2011.6027400"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

Page 329 of The Lutheran Quarterly Vol. 37, Issue 3 [page]

<span title="">1907</span> <i title="Out-of-copyright"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_lutheran-quarterly" style="color: black;">The Lutheran Quarterly </a> </i> &nbsp;
The candidate for ordination swears to the following form: “You will swear that you will sincerely abide by the Pure ° Doctrine and Christian Confession as the same are grounded in the Books of the holy  ...  Its uni- versity + is at Jena, whose theological faculty, nominally Luth- eran, is, and has been, a leader in rationalistic theology, no supporter of the so-called vulgar rationalism, however.  ... 
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Page 393 of The Lancet Vol. 2, Issue 511 [page]

<span title="1833-06-15">1833</span> <i title="ELSEVIER LTD."> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_the-lancet" style="color: black;">The Lancet </a> </i> &nbsp;
Yes, Mrs. ee eran ae ee y. Cor. Did of the women faint at the ‘Cor. P Diniadas it, and then you will be sight of the 1 ?—Wit. Yes, Mrs. Bower- able to tell, ps: ?  ...  I will swear that I never | reference to having seen the child the gave it to an y- other day. It is said that you stated it Dr. Vv. W swear that Melton’s| was a murdered child.  ... 
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Page 108 of Philological Quarterly Vol. 37, Issue 1 [page]

<span title="">1958</span> <i title="University of Iowa, Philological Quarterly"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_philological-quarterly" style="color: black;">Philological Quarterly </a> </i> &nbsp;
And the author adds simply: ‘‘y otros donaires que a mi gusto no lo eran.’’> Here Ens perceived a magnificent opportunity for elabo- ration.  ...  .’’* Ens is, however, quite willing to make use of pagan deities when he feels the need for emphasis through swearing.  ... 
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Page 311 of Friends Review; A Religious, Literary and Miscellaneous Journal Vol. 22, Issue 20 [page]

<span title="1869-01-09">1869</span> <i title="Open Court Publishing Co"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_friends-review-a-religious-journal" style="color: black;">Friends Review; A Religious, Literary and Miscellaneous Journal </a> </i> &nbsp;
I would wish to live were it His will, but He doeth all things well.” ein 8 . se here 3 ela Elm 3 SNE SE eran =r  ...  The captain, a drunken, swearing character, thought his men were be- witched.  ... 
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Page 413 of The New Jersey Law Journal Vol. 70, Issue 50 [page]

<span title="1947-12-11">1947</span> <i title="ALM Media, Inc"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_new-jersey-law-journal" style="color: black;">The New Jersey Law Journal </a> </i> &nbsp;
Yauch, Jr., Chairman Swearing-In Ceremonies 4 The Committee specially ap- pointed with reference to the ceremonies of swearing in new attorneys begs to report that they have conferred with the 3, Chancellor  ...  be helpful to assist lawyer vet- | erans and therefore recommen- dations as above set forth have been adopted by this commitee. Clifford R. Powell Aaron A. Melniker Edwin Segal Joseph H.  ... 
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Page 28 of Russell's Magazine Vol. 6, Issue 1 [page]

<span title="">1850</span> <i title="Open Court Publishing Co"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_russells-magazine" style="color: black;">Russell&#39;s Magazine </a> </i> &nbsp;
The keys were had, after much swearing and pleading; and the lid of the trunk being lifted John Lum’s rascalities were patent.  ...  Then he partly recovered himself, and burst out in affirmation of his innocence, swearing, threatening, begging, and finally whimpering.  ... 
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Page 487 of The North American Review Vol. 191, Issue 4 [page]

<span title="">1910</span> <i title="North American Review"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_north-american-review" style="color: black;">The North American Review </a> </i> &nbsp;
He could better place the burglar in the quality of an invited guest and swear speedily that the goods taken went with his full consent.  ...  The question presents difficulties only to those legislative vet- erans who are protectors of the public conscience, and one form of story which may take many forms illustrates his method of mitigating  ... 
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Page 251 of Critical Review; Or, Annals of Literature Vol. 19, Issue 3 [page]

<span title="">1810</span> <i title="Open Court Publishing Co"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_critical-review-or-annals-of-literature" style="color: black;">Critical Review; Or, Annals of Literature </a> </i> &nbsp;
The Life of Eran.  ...  Who just reflected ; That by the wise no cauticn is neglected, So took the priest aside, And whispered softly in his ear, “ Although I swear ‘That ’'mam aid, as chaste as driven snow.  ... 
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Page 610 of The Nassau Literary Magazine Vol. 45, Issue 9 [page]

<span title="">1890</span> <i title="Open Court Publishing Co"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_nassau-literary-magazine" style="color: black;">The Nassau Literary Magazine </a> </i> &nbsp;
natural as the christening or confirmation services in the little Luth- eran Chureh on the hill.  ...  Among these simple fishing and farmer folk of the North of Europe, nineteenth-century ideas have made but little headway, and, to their medieval minds, swearing allegiance to their feudal lord seems as  ... 
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Page 142 of Belfast Monthly Magazine Vol. 8, Issue 43 [page]

<span title="1812-02-29">1812</span> <i title="Open Court Publishing Co"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_belfast-monthly-magazine" style="color: black;">Belfast Monthly Magazine </a> </i> &nbsp;
furs, cod ( hie gene: we t] and | the I "Ke eran repre SOUL nae the a hame any § more unpa Justic A Ire\iay Witte tte Ti for ¢« Kstant The  ...  I do further swear, that I will be ready in twelve hours warning, to put our glorious design in execute? against the Hercticls of every ste - “So help me, God.  ... 
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