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Searching by Similarity and Classifying Images on a Very Large Scale

Giuseppe Amato, Pasquale Savino
<span title="">2009</span> <i title="IEEE"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/rnsf6ip73jbf5giprd5odf3nvm" style="color: black;">2009 Second International Workshop on Similarity Search and Applications</a> </i> &nbsp;
The demonstrated techniques are based on the use of the MI-File (Metric Inverted File) as the access method for executing similarity search efficiently.  ...  Leveraging on this space transformation, it is possible to use inverted file to execute approximate similarity search.  ...  The access method used to support efficient and scalable similarity search is the MI-File [5] (Metric Inverted File), which is briefly discussed in the following.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/sisap.2009.10">doi:10.1109/sisap.2009.10</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/sisap/AmatoS09.html">dblp:conf/sisap/AmatoS09</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/62bbq4pbgndv5hxpdem6ystmja">fatcat:62bbq4pbgndv5hxpdem6ystmja</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170810082059/http://www.nmis.isti.cnr.it/amato/papers/sisap2009.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/10/40/1040b7e8971d40f97071c7c3d7a97767852b3b51.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/sisap.2009.10"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> ieee.com </button> </a>

YFCC100M HybridNet fc6 Deep Features for Content-Based Image Retrieval

Giuseppe Amato, Fabrizio Falchi, Claudio Gennaro, Fausto Rabitti
<span title="">2016</span> <i title="ACM Press"> Proceedings of the 2016 ACM Workshop on Multimedia COMMONS - MMCommons &#39;16 </i> &nbsp;
This set of results is ground truth for evaluating Content-Based Image Retrieval (CBIR) systems that use approximate similarity search methods for efficient and scalable indexing.  ...  Moreover, we present experimental results obtained indexing this corpus with two distinct approaches: the Metric Inverted File and the Lucene Quantization.  ...  The MI-File is a permutation based method that uses inverted files for fast approximate similarity search.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2983554.2983557">doi:10.1145/2983554.2983557</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ayqkkrvufbgmxoicy35iogneju">fatcat:ayqkkrvufbgmxoicy35iogneju</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190218144600/https://static.aminer.org/pdf/20170130/pdfs/mm/sbwwpot8hpch49ukxdrjotusgfd51ei0.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/8b/6f/8b6f94d27ee220d6528b735c39a2707810aa4646.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1145/2983554.2983557"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> acm.org </button> </a>

A comparison of pivot selection techniques for permutation-based indexing

Giuseppe Amato, Andrea Esuli, Fabrizio Falchi
<span title="">2015</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/epn2gc3fozcsphiz3xnhmwom7u" style="color: black;">Information Systems</a> </i> &nbsp;
Similarity queries are executed by searching for data objects whose permutation representation is similar to that of the query, following the assumption that similar objects are represented by similar  ...  Recently, permutation based indexes have attracted interest in the area of similarity search.  ...  MI-File The Metric Inverted File approach (MI-File) [3, 2] uses an inverted file to store relationships between permutations.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.is.2015.01.010">doi:10.1016/j.is.2015.01.010</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/indurfgravblbcx7nvjlm77htq">fatcat:indurfgravblbcx7nvjlm77htq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170808060838/http://www.nmis.isti.cnr.it/falchi/publications/Falchi-2015-IS.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/7d/44/7d44186f3f9836f851fed9ce60862a889cdb3110.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.is.2015.01.010"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Large Scale Image Retrieval Using Vector of Locally Aggregated Descriptors [chapter]

Giuseppe Amato, Paolo Bolettieri, Fabrizio Falchi, Claudio Gennaro
<span title="">2013</span> <i title="Springer Berlin Heidelberg"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/2w3awgokqne6te4nvlofavy5a4" style="color: black;">Lecture Notes in Computer Science</a> </i> &nbsp;
In this paper, we propose to enable inverted files of standard text search engines to exploit VLAD representation to deal with large-scale image search scenarios.  ...  We show that the use of inverted file with VLAD significantly outperforms BoW in terms of efficiency and effectiveness on the same hardware and software infrastructure.  ...  In particular the MI-File allows using inverted files to perform similarity search with an arbitrary similarity function.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-41062-8_25">doi:10.1007/978-3-642-41062-8_25</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ahvujtoj4zctvkx2lqez5oywxu">fatcat:ahvujtoj4zctvkx2lqez5oywxu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170705124343/http://www.nmis.isti.cnr.it/falchi/publications/Falchi-2013-SISAP-VLAD.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/1d/21/1d21a2c58b7e8b8a5a57fd1e1a4cf1deef23ed78.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-41062-8_25"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

The VISIONE Video Search System: Exploiting Off-the-Shelf Text Search Engines for Large-Scale Video Retrieval

Giuseppe Amato, Paolo Bolettieri, Fabio Carrara, Franca Debole, Fabrizio Falchi, Claudio Gennaro, Lucia Vadicamo, Claudio Vairo
<span title="2021-04-23">2021</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/au3ye363lzbdroopx7rzfyv63m" style="color: black;">Journal of Imaging</a> </i> &nbsp;
This paper describes in detail VISIONE, a video search system that allows users to search for videos using textual keywords, the occurrence of objects and their spatial relationships, the occurrence of  ...  colors and their spatial relationships, and image similarity.  ...  Acknowledgments: We gratefully acknowledge the support of NVIDIA Corporation with the donation of the Tesla K40 GPU used for this research.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/jimaging7050076">doi:10.3390/jimaging7050076</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/34460672">pmid:34460672</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC8321359/">pmcid:PMC8321359</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/gld5cjmiyvbcvfsw7eoolhhpgq">fatcat:gld5cjmiyvbcvfsw7eoolhhpgq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210715182804/https://res.mdpi.com/d_attachment/jimaging/jimaging-07-00076/article_deploy/jimaging-07-00076.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/18/74/18747f7d8e6555576f388f46f2bb97090490894e.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/jimaging7050076"> <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> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321359" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

How Data Mining and Machine Learning Evolved from Relational Data Base to Data Science [chapter]

G. Amato, L. Candela, D. Castelli, A. Esuli, F. Falchi, C. Gennaro, F. Giannotti, A. Monreale, M. Nanni, P. Pagano, L. Pappalardo, D. Pedreschi (+7 others)
<span title="2017-05-31">2017</span> <i title="Springer International Publishing"> Studies in Big Data </i> &nbsp;
that allows using inverted files to perform similarity search with an arbitrary similarity function.  ...  Among several approaches to address the problem of efficient search in large archives of image features, one that is very promising is the use of inverted indices. [9] introduced MI-File, an approach  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-61893-7_17">doi:10.1007/978-3-319-61893-7_17</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/wzk6jc6ounenrexcvmo4aw72ja">fatcat:wzk6jc6ounenrexcvmo4aw72ja</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190218162938/http://pdfs.semanticscholar.org/0e2e/4b2deee91884d6da21c06e609b1f61270f70.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/0e/2e/0e2e4b2deee91884d6da21c06e609b1f61270f70.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-319-61893-7_17"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

The VISIONE Video Search System: Exploiting Off-the-Shelf Text Search Engines for Large-Scale Video Retrieval [article]

Giuseppe Amato, Paolo Bolettieri, Fabio Carrara, Franca Debole, Fabrizio Falchi, Claudio Gennaro, Lucia Vadicamo, Claudio Vairo
<span title="2021-03-18">2021</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
In this paper, we describe in details VISIONE, a video search system that allows users to search for videos using textual keywords, occurrence of objects and their spatial relationships, occurrence of  ...  colors and their spatial relationships, and image similarity.  ...  We gratefully acknowledge the support of NVIDIA Corporation with the donation of the Tesla K40 GPU used for this research.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2008.02749v2">arXiv:2008.02749v2</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/whagjaayibhd5dwbz5gkos7kf4">fatcat:whagjaayibhd5dwbz5gkos7kf4</a> </span>
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