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Verification as Learning Geometric Concepts [chapter]

Rahul Sharma, Saurabh Gupta, Bharath Hariharan, Alex Aiken, Aditya V. Nori
<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;
We formalize the problem of program verification as a learning problem, showing that invariants in program verification can be regarded as geometric concepts in machine learning.  ...  Program verification explains why a program's set of reachable states is disjoint from the set of bad states. In Hoare Logic, these explanations are predicates that form inductive assertions.  ...  Introduction We formalize the problem of verification as a learning problem, showing that loop invariants can be regarded as geometric concepts in machine learning.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-38856-9_21">doi:10.1007/978-3-642-38856-9_21</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/g2h32zq7lngnbnetfymuc4h2ca">fatcat:g2h32zq7lngnbnetfymuc4h2ca</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20150326053932/http://theory.stanford.edu/~aiken/publications/papers/sas13.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/94/10/94106e53741185b3e652047bb65e05b9676c68f7.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/978-3-642-38856-9_21"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

Guided discovery: an alternative teaching method to reduce students' rote learning behavior in studying geometric transformation

Naufal Ishartono, Adi Nurcahyo, Ikhsan Dwi Setyono
<span title="">2019</span> <i title="IOP Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wxgp7pobnrfetfizidmpebi4qy" style="color: black;">Journal of Physics, Conference Series</a> </i> &nbsp;
Therefore, learning methods Guided Discovery can be seen as an alternative solution to be able to reduce the tendency of students to learn by memorization.  ...  , namely the steps of Giving Problems, Data Developing, Data Arrangement, Extra Data, Verification, and Exercise.  ...  in learning Geometric Transformation.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1742-6596/1265/1/012019">doi:10.1088/1742-6596/1265/1/012019</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2tr5gx7ntvd2bjmlwm5xlpux2a">fatcat:2tr5gx7ntvd2bjmlwm5xlpux2a</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20191115040028/https://iopscience.iop.org/article/10.1088/1742-6596/1265/1/012019/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/5e/b9/5eb9094137a011064bbedbf56d5508390173aed9.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1742-6596/1265/1/012019"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> iop.org </button> </a>

New development and distribution concepts for Education in Coordinate Metrology

Michael Marxer, Luis Rocha, Nabil Anwer, Enrico Savio
<span title="">2018</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pg7ahjk7dvd2tinhv7p6przfy4" style="color: black;">Procedia CIRP</a> </i> &nbsp;
In this article, new concepts for structuring of learning material as well as development and distribution of learning material for training in Coordinate Metrology are presented.  ...  As reported [1, 2] , operators with their decisions are frequently the most relevant error sources in Coordinate Metrology, especially when dealing with new measuring technologies supporting Digital Manufacturing  ...  These points cover e.g. the GPS system concept, geometric tolerances, drawing indications, dimensions and CAD models.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.procir.2018.04.063">doi:10.1016/j.procir.2018.04.063</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7q6hus3xmfeejh4u3bmmlapkaa">fatcat:7q6hus3xmfeejh4u3bmmlapkaa</a> </span>
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Students' metacognition on mathematical problem solving through ethnomathematics in Rejang Lebong, Indonesia

D Herawaty, W Widada, T Novita, L Waroka, A N M T Lubis
<span title="">2018</span> <i title="IOP Publishing"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/wxgp7pobnrfetfizidmpebi4qy" style="color: black;">Journal of Physics, Conference Series</a> </i> &nbsp;
This study aimed to describe the metacognition of students in solving problems using mathematics problem-based learning in Rejang Lebong ethnomathematics.  ...  The research instrument consisted of an interview guide on problem solving and understanding of mathematical concepts. Data were analyzed qualitatively.  ...  Just like the traditional house, the culture was a real problem to achieve geometric concepts, such as 2-dimensional and 3-dimensional geometric figures.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1088/1742-6596/1088/1/012089">doi:10.1088/1742-6596/1088/1/012089</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/d6jcymxqn5afhoububn6j3stlq">fatcat:d6jcymxqn5afhoububn6j3stlq</a> </span>
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Page 681 of Psychological Abstracts Vol. 48, Issue 4 [page]

<span title="">1972</span> <i title="American Psychological Association"> <a target="_blank" rel="noopener" href="https://archive.org/details/pub_psychological-abstracts" style="color: black;">Psychological Abstracts </a> </i> &nbsp;
Ss then learned 4 concepts involving the identification of geometric attributes.  ...  Negation is either transformed or used as an indicator to change a response. In verification, Ss are set to make identity matches between the coded representations of the concept and the exemplar.  ... 
<span class="external-identifiers"> </span>
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A Digital Application for Geometrical Tolerancing Concepts Understanding

Zbigniew Humienny, Marcin Berta
<span title="">2015</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pg7ahjk7dvd2tinhv7p6przfy4" style="color: black;">Procedia CIRP</a> </i> &nbsp;
The general concept and main capabilities of the application Geometrical Tolerancing that has been consequently developed by the authors for a couple of years to effectively present and disseminate the  ...  The geometrical deviation assessment may be shown in two ways: purely as a concept or as a visualization of the selected measuring method.  ...  The interactive application Geometrical tolerancing used as an aid to develop skills and competencies for specification, explanation and verification of the geometrical tolerancing rules and principles  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.procir.2015.04.076">doi:10.1016/j.procir.2015.04.076</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/m3aa2ihaingrtgxgntbrskf5qm">fatcat:m3aa2ihaingrtgxgntbrskf5qm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190416154229/https://core.ac.uk/download/pdf/82479429.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/dd/7a/dd7a09aa844fcbb8ca433d4ccf08a6ae3f7c6f75.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.procir.2015.04.076"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> elsevier.com </button> </a>

A physically cryptographic warhead verification system using neutron induced nuclear resonances

Ezra M. Engel, Areg Danagoulian
<span title="2019-09-30">2019</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/a4wan6l5o5dfzn767kyz7jqevi" style="color: black;">Nature Communications</a> </i> &nbsp;
Such procedures would require verification of the authenticity of a warhead undergoing dismantlement.  ...  , as part of a template verification exercise.  ...  This makes it impossible for the inspectors to learn information of value, similar (but not identical) to the concept of zero-knowledge proof.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1038/s41467-019-12386-0">doi:10.1038/s41467-019-12386-0</a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pubmed/31570714">pmid:31570714</a> <a target="_blank" rel="external noopener" href="https://pubmed.ncbi.nlm.nih.gov/PMC6769018/">pmcid:PMC6769018</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ytp66ow5ybgiphyydulq33om2e">fatcat:ytp66ow5ybgiphyydulq33om2e</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200315120336/https://www.nature.com/articles/s41467-019-12386-0.pdf?error=cookies_not_supported&amp;code=a4e760e8-1372-490a-acb1-47099a52cd4c" 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/95/89/9589752de3188d50d6fc260ee92392ca8920cea0.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1038/s41467-019-12386-0"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> nature.com </button> </a> <a target="_blank" rel="external noopener" href="https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6769018" title="pubmed link"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> pubmed.gov </button> </a>

Signature verification using geometrical features and artificial neural network classifier

Anamika Jain, Satish Kumar Singh, Krishna Pratap Singh
<span title="2020-11-10">2020</span> <i title="Springer Science and Business Media LLC"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/a3wauupnbbdj7hbo62upc6grdq" style="color: black;">Neural computing &amp; applications (Print)</a> </i> &nbsp;
Many financial and legal organizations use signature verification as access control and authentication.  ...  Signature images are not rich in texture; however, they have much vital geometrical information. Through this work, we have proposed a signature verification methodology that is simple yet effective.  ...  With the intuition that the signature images have distinguished geometrical features, we propose the signature verification method that uses geometrical properties from the signature image.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s00521-020-05473-7">doi:10.1007/s00521-020-05473-7</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/45joea3mfffdjkismlbevi3ms4">fatcat:45joea3mfffdjkismlbevi3ms4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20210806084429/https://arxiv.org/pdf/2108.02029v1.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/0b/5c/0b5c4ed5558ddc43cfd5fc0d8a45502b27a89e52.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1007/s00521-020-05473-7"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> springer.com </button> </a>

DYNAMIC GEOMETRY ENVIRONMENTS AS COGNITIVE TOOL IN MATHEMATIC EDUCATION
PROSTŘEDÍ DYNAMICKÉ GEOMETRIE JAKO KOGNITIVNÍ NÁSTROJ V MATEMATICKÉM VZDĚLÁVÁNÍ

Vladimír POLÁŠEK, Lubomír SEDLÁČEK
<span title="2015-12-22">2015</span> <i title="Palacky University Olomouc"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/yvroru4l6zdyjecgj5jsq4lmya" style="color: black;">Journal of Technology and Information Education</a> </i> &nbsp;
The greater attention is paid to GeoGebra Software in order to show its specific use as a cognitive tool.  ...  of pupils and on the learning process especially from the point of view of understanding of geometrical concepts,  a support of the experimental work of pupils, discovering hypotheses and facilitation  ...  During the verification, we can achieve a verification of formulated hypothesis validity as well as its refutation of finding a counterexample.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5507/jtie.2015.017">doi:10.5507/jtie.2015.017</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/hmcrcyi5znejbcwiiur6qzzziy">fatcat:hmcrcyi5znejbcwiiur6qzzziy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809043413/http://jtie.upol.cz/pdfs/jti/2015/02/05.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/d2/8e/d28eb5671e398da4064217d0ebb1d8fdcad0933b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5507/jtie.2015.017"> <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>

New Multimedia Geometrical Tolerancing Course

Zbigniew Humienny, Marcin Berta
<span title="">2013</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/pg7ahjk7dvd2tinhv7p6przfy4" style="color: black;">Procedia CIRP</a> </i> &nbsp;
The concepts of the geometrical deviations evaluation by coordinate measuring techniques or workpiece verification by hard gauges are demonstrated for the selected tolerances with case studies.  ...  The new application Geometrical Tolerancing developed for usage during lectures at technical universities as well as for the enhancement of vocational trainings for design, manufacturing and metrology  ...  The approach applied in ISO 2692 represents the new concept of the GPS standards development adopted by the Technical Committee ISO/TC 213 Dimensional and Geometrical Product Specifications and Verification  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.procir.2013.08.048">doi:10.1016/j.procir.2013.08.048</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/c5euwgopmzdzpi42fcpc3abuee">fatcat:c5euwgopmzdzpi42fcpc3abuee</a> </span>
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Online Systems for Training the Evaluation of Deviations of Geometrical Characteristics

Maria Teresa Restivo, José Rodrigues, Maria Fátima Chouzal, Paulo Menezes, José Almacinha
<span title="2013-12-04">2013</span> <i title="International Association of Online Engineering (IAOE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/lxl6vvnlnfe2zcobu77tt62fvu" style="color: black;">International Journal of Online Engineering (iJOE)</a> </i> &nbsp;
In mechanical design, product manufacturing and product maintenance, geometrical characteristics such as straightness, flatness, roundness and cylindricity are very important, first in detail design with  ...  the specification of their tolerances in order to translate functional requirements into geometrical requirements and later, in the verification of the manufactured workpieces (measurement procedure)  ...  The concept Typical systems for straightness and flatness evaluation are very expensive and so they are not affordable in training and learning environments.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3991/ijoe.v9is8.3355">doi:10.3991/ijoe.v9is8.3355</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/k4rglw73urazvavwyzd7k3am6e">fatcat:k4rglw73urazvavwyzd7k3am6e</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190428005520/https://online-journals.org/index.php/i-joe/article/download/3355/2906" 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/0b/be0ba8396b4b5981cf0669241457557c4889faf5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3991/ijoe.v9is8.3355"> <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>

A Study on Handwritten Signature

L. B.Mahanta, Alpana Deka
<span title="2013-10-18">2013</span> <i title="Foundation of Computer Science"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/b637noqf3vhmhjevdfk3h5pdsu" style="color: black;">International Journal of Computer Applications</a> </i> &nbsp;
This paper presents some basic concepts of signature and also explores on different approaches for verification. General Terms Pattern Recognition and Security.  ...  Handwritten signature verification is a behavioral biometric.  ...  From the experimental result, it is shown that the overall accuracy increases as the number of samples taking for learning increases. D. Jena, B. Majhi, S.K.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5120/13717-1489">doi:10.5120/13717-1489</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/3kyeurqpifc3doh2ksyziabtyq">fatcat:3kyeurqpifc3doh2ksyziabtyq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180720053830/https://research.ijcaonline.org/volume79/number2/pxc3891489.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/cc/b9/ccb927fdde8cdbaff66313ee9549af8bc3c940fd.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5120/13717-1489"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Shaping the digital twin for design and production engineering

Benjamin Schleich, Nabil Anwer, Luc Mathieu, Sandro Wartzack
<span title="">2017</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/r3twawdeqzai7kkk6gordgg4qi" style="color: black;">CIRP annals</a> </i> &nbsp;
In this paper, we propose a comprehensive reference model based on the concept of Skin Model Shapes, which serves as a digital twin of the physical product in design and manufacturing.  ...  In this regard, model conceptualization, representation, and implementation as well as applications along the product life-cycle are addressed.  ...  , verification, and propagation of geometrical deviations.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.cirp.2017.04.040">doi:10.1016/j.cirp.2017.04.040</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/7kqsybtp3fbajgnzzat7muuxv4">fatcat:7kqsybtp3fbajgnzzat7muuxv4</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20190505151347/https://hal.archives-ouvertes.fr/hal-01513846/document" 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/a0/fc/a0fce138b45c93d34d7c21ecff72504104ae87da.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.cirp.2017.04.040"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Place Recognition and Online Learning in Dynamic Scenes with Spatio-Temporal Landmarks

Edward Johns, Guang-Zhong Yang
<span title="">2011</span> <i title="British Machine Vision Association"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/6bfo5625nvdfvbgyf7ldi5wmfe" style="color: black;">Procedings of the British Machine Vision Conference 2011</a> </i> &nbsp;
EDWARD JOHNS AND GUANG-ZHONG YANG: PLACE RECOGNITION AND ONLINE LEARNING IN DYNAMIC SCENES WITH SPATIO-TEMPORAL LANDMARKS 2 bodies such as pedestrians or cars.  ...  Similarly, sets of cooccurring landmarks can be learned that co-occur frequently and with consistent spatial relationships.  ...  geometric verification.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5244/c.25.10">doi:10.5244/c.25.10</a> <a target="_blank" rel="external noopener" href="https://dblp.org/rec/conf/bmvc/JohnsY11.html">dblp:conf/bmvc/JohnsY11</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jq7gpnphzngt5gpu5tiipqyxou">fatcat:jq7gpnphzngt5gpu5tiipqyxou</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170809144159/http://www.bmva.org/bmvc/2011/proceedings/paper10/paper10.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/b0/65/b065d6cee600e7a8b814917bb8ba4f1cba529440.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5244/c.25.10"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> Publisher / doi.org </button> </a>

Writer-Independent Offline Signature Verification Using Deep Learning

Mohammed Roshan Ahmed, Mohamed Nouman, Mohith C Shekar, Manoj L M, Natesh M
<span title="2022-04-30">2022</span> <i title="International Journal for Research in Applied Science and Engineering Technology (IJRASET)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/hsp44774azcezeyiq4kuzpfh5a" style="color: black;">International Journal for Research in Applied Science and Engineering Technology</a> </i> &nbsp;
It is used as an authentication tool especially in the banking sector because all humans have a distinct signature and each signature has its features.  ...  The main intent of signature verification is to distinguish whether the signature is genuine or forged. The signature verification can be offline or online.  ...  [20] proposed the automatic verification of bank cheques using deep learning and image processing.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.22214/ijraset.2022.41592">doi:10.22214/ijraset.2022.41592</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/skwocfob4ncgtjetvhzp6f563u">fatcat:skwocfob4ncgtjetvhzp6f563u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220427190535/https://www.ijraset.com/best-journal/writer-independent-offline-signature-verification-using-deep-learning" 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/88/b9/88b9181b88366066fb79e702f033fbde7bfb164d.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.22214/ijraset.2022.41592"> <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>
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