<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1405-5546</journal-id>
<journal-title><![CDATA[Computación y Sistemas]]></journal-title>
<abbrev-journal-title><![CDATA[Comp. y Sist.]]></abbrev-journal-title>
<issn>1405-5546</issn>
<publisher>
<publisher-name><![CDATA[Instituto Politécnico Nacional, Centro de Investigación en Computación]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1405-55462014000400004</article-id>
<article-id pub-id-type="doi">10.13053/CyS-18-4-2059</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Fast and Efficient Palmprint Identification of a Small Sample within a Full Image]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Moreno-García]]></surname>
<given-names><![CDATA[Carlos Francisco]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Serratosa]]></surname>
<given-names><![CDATA[Francesc]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universitat Rovira i Virgili Departament d'Enginyeria Informàtica i Matemàtiques ]]></institution>
<addr-line><![CDATA[Tarragona ]]></addr-line>
<country>España</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>12</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>12</month>
<year>2014</year>
</pub-date>
<volume>18</volume>
<numero>4</numero>
<fpage>683</fpage>
<lpage>691</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1405-55462014000400004&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1405-55462014000400004&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1405-55462014000400004&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[In some fields like forensic research, experts demand that a found sample of an individual can be matched with its full counterpart contained in a database. The found sample may present several characteristics that make this matching more difficult to perform, such as distortion and, most importantly, a very small size. Several solutions have been presented intending to solve this problem, however, big computational effort is required or low recognition rate is obtained. In this paper, we present a fast, simple, and efficient method to relate a small sample of a partial palmprint to a full one using elemental optimization processes and a voting mechanic. Experimentation shows that our method performs with a higher recognition rate than the state of the art method, when trying to identify palmprint samples with a radius as small as 2.64 cm.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[Sub-image registration]]></kwd>
<kwd lng="en"><![CDATA[Hough method]]></kwd>
<kwd lng="en"><![CDATA[candidate voting]]></kwd>
<kwd lng="en"><![CDATA[Hungarian algorithm]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  	    <p align="center"><font face="verdana" size="4"><b>Fast and Efficient Palmprint Identification of a Small Sample within a Full Image</b></font></p>      <p align="center"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="center"><font face="verdana" size="2"><b>Carlos Francisco Moreno&#45;Garc&iacute;a and Francesc Serratosa</b></font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><sup><i>1</i></sup> <i>Universitat Rovira i Virgili, Departament d'Enginyeria Inform&agrave;tica i Matem&agrave;tiques, Spain.</i> <a href="mailto:carlosfrancisco.moreno@estudiants.urv.cat">carlosfrancisco.moreno@estudiants.urv.cat</a>, <a href="mailto:francesc.serratosa@urv.cat">francesc.serratosa@urv.cat</a></font></p>      <p align="justify">&nbsp;</p>     <p align="justify"><font face="verdana" size="2">Article received on 04/09/2014.    <br> 	Accepted on 03/11/2014.</font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2"><b>Abstract</b></font></p>  	    <p align="justify"><font face="verdana" size="2">In some fields like forensic research, experts demand that a found sample of an individual can be matched with its full counterpart contained in a database. The found sample may present several characteristics that make this matching more difficult to perform, such as distortion and, most importantly, a very small size. Several solutions have been presented intending to solve this problem, however, big computational effort is required or low recognition rate is obtained. In this paper, we present a fast, simple, and efficient method to relate a small sample of a partial palmprint to a full one using elemental optimization processes and a voting mechanic. Experimentation shows that our method performs with a higher recognition rate than the state of the art method, when trying to identify palmprint samples with a radius as small as 2.64 cm.</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Keywords:</b> Sub&#45;image registration, Hough method, candidate voting, Hungarian algorithm.</font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><a href="/pdf/cys/v18n4/v18n4a4.pdf" target="_blank">DESCARGAR ART&Iacute;CULO EN FORMATO PDF</a></font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>References</b></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>1.&nbsp;Salvi, J., Matabosch, C., Fofi, D., &#38; Forest, J. (2007).</b> A review of recent range image registration methods with accuracy evaluation. <i>Image Vision Comput.,</i> Vol. 25, No. 5, pp. 578&#45;596.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070102&pid=S1405-5546201400040000400001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>2.&nbsp;Ardeshir Goshtasby, A. (2005).</b> <i>2&#45;D and 3&#45;D,</i> <i>Image Registration for Medical, Remote Sensing, and Industrial Applications.</i> Wiley Press.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070104&pid=S1405-5546201400040000400002&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>3.&nbsp;Zitov&aacute;, B. &#38; Flusser, J. (2003).</b> Image registration methods: a survey. <i>Image Vision Comput.,</i> Vol. 21, No. 11, pp. 977&#45;1000.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070106&pid=S1405-5546201400040000400003&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>4.&nbsp;Mikolajczyk, K. &#38; Schmid, C. (2005).</b> A performance evaluation of local descriptors. <i>IEEE Trans. Pattern Anal. Mach. Intell.,</i> Vol. 27, No. 10, pp. 1615&#45;1630.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070108&pid=S1405-5546201400040000400004&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>5.&nbsp;Zhang, Z. (1994).</b> Iterative point matching for registration of free&#45;form curves and surfaces. <i>Int. J. Comput. Vision,</i> Vol. 13, No. 2, pp. 119&#45;152.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070110&pid=S1405-5546201400040000400005&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>6.&nbsp;Kuhn, H.W. (1955).</b> The Hungarian method for the assignment problem Export. <i>Naval Research Logistics Quarterly,</i> Vol. 2, No. 1&#45;2, pp. 83&#45;97.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070112&pid=S1405-5546201400040000400006&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>7.&nbsp;Jonker, R. &#38; Volgenant, T. (1986).</b> Improving the Hungarian Assignement Algorithm. <i>Operations Research Letters,</i> Vol. 5, No. 4, pp. 171 &#45;175.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070114&pid=S1405-5546201400040000400007&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>8.&nbsp;Fischler, M.A. &#38; Bolles, R.C. (1981).</b> Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography. <i>Commun. ACM,</i> Vol. 24, No. 6, pp. 381 &#45;395.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070116&pid=S1405-5546201400040000400008&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>9.&nbsp;Sanrom&agrave;, G., Alqu&eacute;zar, R., Serratosa, F., &#38; Herrera, B. (2012).</b> Smooth Point&#45;set Registration using Neighbouring Constraints. <i>Pattern Recognition Letters,</i> Vol. 33, No. 15, pp. 2029&#45;2037.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070118&pid=S1405-5546201400040000400009&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>10.&nbsp;Kokiopoulou, E. &#38; Frossard, P. (2010).</b> Graphbased classification of multiple observation sets. <i>Pattern Recognition,</i> Vol. 43, No. 12, pp. 3988&#45;3997.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070120&pid=S1405-5546201400040000400010&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>11.&nbsp;Wachinger, C. &#38; Navab, N. (2013).</b> Simultaneous Registration of Multiple Images: Similarity Metrics and Efficient Optimization. <i>IEEE Trans. on Pattern Analysis and Matching Intelligence,</i> Vol. 35, No. 5, pp. 1221 &#45;1233.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070122&pid=S1405-5546201400040000400011&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>12.&nbsp;Somvanshi, P. &#38; Rane, M. (2012).</b> Survey of Palmprint Recognition. <i>International Journal of Scientific &#38; Engineering Research,</i> Vol. 3, No. 2.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070124&pid=S1405-5546201400040000400012&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>13.&nbsp;Zhang, D., Zuo, W., &#38; Yue, F. (2012).</b> A Comparative Study of Palmprint Recognition Algorithms. <i>ACM Computing Surveys,</i> Vol. 44, No. 1, p. 2.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070126&pid=S1405-5546201400040000400013&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>14.&nbsp;Funada, J., Ohta, N., Mizoguchi, M., Temma, T., Nakanishi, K., Murai, A., Sugiuchi, T., Wakabayashi, T., &#38; Yamada, Y. (1998).</b> Feature Extraction Method for Palmprint Considering Elimination of Creases. <i>Proc. of 14th Int. Conf. Pattern Recognition,</i> pp. 1849&#45;1854.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070128&pid=S1405-5546201400040000400014&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>15.&nbsp;Kong, W.K. &#38; Zhang, D. (2002).</b> Using Low&#45;Resolution Palmprint Images and Texture Analysis for Personal Identification. <i>ICPR.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070130&pid=S1405-5546201400040000400015&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></i></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>16.&nbsp;Jain, A.K. &#38; Demirkus, M. (2008).</b> <i>On Latent Palmprint Matching.</i> MSU Technical Report.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070132&pid=S1405-5546201400040000400016&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <p align="justify"><font face="verdana" size="2"><b>17.&nbsp;Jain, A.K. &#38; Feng, J. (2009).</b> Latent Palmprint Matching. <i>IEEE Trans. on PAMI.</i></font></p>  	    ]]></body>
<body><![CDATA[<!-- ref --><p align="justify"><font face="verdana" size="2"><b>18.&nbsp;Dai, J. &#38; Zhou, J. (2011).</b> Multifeature&#45;Based High&#45;Resolution Palmprint Recognition. <i>IEEE Trans. Pattern Analysis and Machine Intelligence,</i> Vol. 33, No. 5, pp. 945&#45;957.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070135&pid=S1405-5546201400040000400017&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>19.&nbsp;Dai, J. &#38; Zhou, J. (2012).</b> Robust and Efficient Ridge Based Palmprint Matching. <i>IEEE Transactions on Pattern Analysis and Matching Intelligence,</i> Vol. 34, No. 8, pp. 1618&#45;1632.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070137&pid=S1405-5546201400040000400018&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>20.&nbsp;Wang, X., Liang, J., &#38; Wang, M. (2013).</b> On&#45;line fast palmprint identification based on adaptive lifting wavelet scheme. <i>Knowledge&#45;Based Systems,</i> Vol. 42, pp. 68&#45;73.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070139&pid=S1405-5546201400040000400019&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>21.&nbsp;Nibouche, O., Jiang, J. &#38; Trundle, P. (2012).</b> Analysis of performance of palmprint matching with enforced sparsity. <i>Digital Signal Processing,</i> Vol. 22, No. 2, pp. 348&#45;355.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070141&pid=S1405-5546201400040000400020&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>22.&nbsp;Badrinath, G.S. &#38; Gupta, P. (2012).</b> Palmprint based recognition system using phase&#45;difference information. <i>Future Generation Computer Systems,</i> Vol. 28, No. 1, pp. 287&#45;305.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070143&pid=S1405-5546201400040000400021&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    ]]></body>
<body><![CDATA[<!-- ref --><p align="justify"><font face="verdana" size="2"><b>23.&nbsp;Wang, X., Lei, L., &#38; Wang, M. (2012).</b> Palmprint verification based on 2D Gabor wavelet and pulse&#45;coupled neural network. <i>Knowledge&#45;Based Systems,</i> Vol. 27, pp. 451&#45;455.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070145&pid=S1405-5546201400040000400022&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>24.&nbsp;Jain, A.K., Flynn, P., &#38; Ross, A. (2009).</b> <i>Handbook of Biometrics.</i> Springer.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070147&pid=S1405-5546201400040000400023&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <p align="justify"><font face="verdana" size="2"><b>25.&nbsp;Ballard, D.H. (1980).</b> Generalizing the Hough Transform to Detect Arbitrary Shapes. Ridge Based Palmprint Matching. <i>IEEE Trans. on Pattern Analysis and Matching Intelligence.</i></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>26.&nbsp;Kassim, A.A., Tan, T., &#38; Tan, K.H. (1999).</b> A comparative study of efficient generalised Hough transform techniques. <i>Image and Vision Computing,</i> Vol. 17, pp. 737&#45;748.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070150&pid=S1405-5546201400040000400024&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>27.&nbsp;Serratosa, F. (2014).</b> Fast computation of bipartite graph matching. <i>Pattern Recognition Letters, Vol.</i> 45, pp. 244&#45;250.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070152&pid=S1405-5546201400040000400025&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2"><b>28.&nbsp;Ratha, N.K., Karu, K., Chen, S., &#38; Jain, A.K.</b> <b>(1996).</b> A Real&#45;Time Matching System for Large Fingerprint Databases. <i>IEEE Trans. on PAMI,</i> Vol. 18, No. 8, pp. 799&#45;813.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=2070154&pid=S1405-5546201400040000400026&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>      ]]></body><back>
<ref-list>
<ref id="B1">
<label>1</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Salvi]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Matabosch]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Fofi]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Forest]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A review of recent range image registration methods with accuracy evaluation]]></article-title>
<source><![CDATA[Image Vision Comput.]]></source>
<year>2007</year>
<volume>25</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>578-596</page-range></nlm-citation>
</ref>
<ref id="B2">
<label>2</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ardeshir Goshtasby]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[2-D and 3-D, Image Registration for Medical, Remote Sensing, and Industrial Applications]]></source>
<year>2005</year>
<publisher-name><![CDATA[Wiley Press]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B3">
<label>3</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zitová]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
<name>
<surname><![CDATA[Flusser]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Image registration methods: a survey]]></article-title>
<source><![CDATA[Image Vision Comput.]]></source>
<year>2003</year>
<volume>21</volume>
<numero>11</numero>
<issue>11</issue>
<page-range>977-1000</page-range></nlm-citation>
</ref>
<ref id="B4">
<label>4</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Mikolajczyk]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Schmid]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A performance evaluation of local descriptors]]></article-title>
<source><![CDATA[IEEE Trans. Pattern Anal. Mach. Intell.]]></source>
<year>2005</year>
<volume>27</volume>
<numero>10</numero>
<issue>10</issue>
<page-range>1615-1630</page-range></nlm-citation>
</ref>
<ref id="B5">
<label>5</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[Z.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Iterative point matching for registration of free-form curves and surfaces]]></article-title>
<source><![CDATA[Int. J. Comput. Vision]]></source>
<year>1994</year>
<volume>13</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>119-152</page-range></nlm-citation>
</ref>
<ref id="B6">
<label>6</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kuhn]]></surname>
<given-names><![CDATA[H.W.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[The Hungarian method for the assignment problem Export]]></article-title>
<source><![CDATA[Naval Research Logistics Quarterly]]></source>
<year>1955</year>
<volume>2</volume>
<numero>1</numero><numero>2</numero>
<issue>1</issue><issue>2</issue>
<page-range>83-97</page-range></nlm-citation>
</ref>
<ref id="B7">
<label>7</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jonker]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Volgenant]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Improving the Hungarian Assignement Algorithm]]></article-title>
<source><![CDATA[Operations Research Letters]]></source>
<year>1986</year>
<volume>5</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>171 -175</page-range></nlm-citation>
</ref>
<ref id="B8">
<label>8</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Fischler]]></surname>
<given-names><![CDATA[M.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Bolles]]></surname>
<given-names><![CDATA[R.C.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Random sample consensus: a paradigm for model fitting with applications to image analysis and automated cartography]]></article-title>
<source><![CDATA[Commun. ACM]]></source>
<year>1981</year>
<volume>24</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>381 -395</page-range></nlm-citation>
</ref>
<ref id="B9">
<label>9</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sanromà]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
<name>
<surname><![CDATA[Alquézar]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Serratosa]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
<name>
<surname><![CDATA[Herrera]]></surname>
<given-names><![CDATA[B.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Smooth Point-set Registration using Neighbouring Constraints]]></article-title>
<source><![CDATA[Pattern Recognition Letters]]></source>
<year>2012</year>
<volume>33</volume>
<numero>15</numero>
<issue>15</issue>
<page-range>2029-2037</page-range></nlm-citation>
</ref>
<ref id="B10">
<label>10</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kokiopoulou]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Frossard]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Graphbased classification of multiple observation sets]]></article-title>
<source><![CDATA[Pattern Recognition]]></source>
<year>2010</year>
<volume>43</volume>
<numero>12</numero>
<issue>12</issue>
<page-range>3988-3997</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>11</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wachinger]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Navab]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Simultaneous Registration of Multiple Images: Similarity Metrics and Efficient Optimization]]></article-title>
<source><![CDATA[IEEE Trans. on Pattern Analysis and Matching Intelligence]]></source>
<year>2013</year>
<volume>35</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>1221 -1233</page-range></nlm-citation>
</ref>
<ref id="B12">
<label>12</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Somvanshi]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Rane]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Survey of Palmprint Recognition]]></article-title>
<source><![CDATA[International Journal of Scientific & Engineering Research]]></source>
<year>2012</year>
<volume>3</volume>
<numero>2</numero>
<issue>2</issue>
</nlm-citation>
</ref>
<ref id="B13">
<label>13</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
<name>
<surname><![CDATA[Zuo]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Yue]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A Comparative Study of Palmprint Recognition Algorithms]]></article-title>
<source><![CDATA[ACM Computing Surveys]]></source>
<year>2012</year>
<volume>44</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>2</page-range></nlm-citation>
</ref>
<ref id="B14">
<label>14</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Funada]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Ohta]]></surname>
<given-names><![CDATA[N.]]></given-names>
</name>
<name>
<surname><![CDATA[Mizoguchi]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Temma]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Nakanishi]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Murai]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Sugiuchi]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Wakabayashi]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Yamada]]></surname>
<given-names><![CDATA[Y.]]></given-names>
</name>
</person-group>
<source><![CDATA[Feature Extraction Method for Palmprint Considering Elimination of Creases]]></source>
<year>1998</year>
<page-range>1849-1854</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>15</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kong]]></surname>
<given-names><![CDATA[W.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhang]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[Using Low-Resolution Palmprint Images and Texture Analysis for Personal Identification]]></source>
<year>2002</year>
<publisher-name><![CDATA[ICPR]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B16">
<label>16</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jain]]></surname>
<given-names><![CDATA[A.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Demirkus]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<source><![CDATA[On Latent Palmprint Matching]]></source>
<year>2008</year>
<publisher-name><![CDATA[MSU]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B17">
<label>18</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dai]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhou]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Multifeature-Based High-Resolution Palmprint Recognition]]></article-title>
<source><![CDATA[IEEE Trans. Pattern Analysis and Machine Intelligence]]></source>
<year>2011</year>
<volume>33</volume>
<numero>5</numero>
<issue>5</issue>
<page-range>945-957</page-range></nlm-citation>
</ref>
<ref id="B18">
<label>19</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Dai]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhou]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Robust and Efficient Ridge Based Palmprint Matching]]></article-title>
<source><![CDATA[IEEE Transactions on Pattern Analysis and Matching Intelligence]]></source>
<year>2012</year>
<volume>34</volume>
<numero>8</numero>
<issue>8</issue>
<page-range>1618-1632</page-range></nlm-citation>
</ref>
<ref id="B19">
<label>20</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Liang]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[On-line fast palmprint identification based on adaptive lifting wavelet scheme]]></article-title>
<source><![CDATA[Knowledge-Based Systems]]></source>
<year>2013</year>
<volume>42</volume>
<page-range>68-73</page-range></nlm-citation>
</ref>
<ref id="B20">
<label>21</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Nibouche]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Jiang]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[Trundle]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Analysis of performance of palmprint matching with enforced sparsity]]></article-title>
<source><![CDATA[Digital Signal Processing]]></source>
<year>2012</year>
<volume>22</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>348-355</page-range></nlm-citation>
</ref>
<ref id="B21">
<label>22</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Badrinath]]></surname>
<given-names><![CDATA[G.S.]]></given-names>
</name>
<name>
<surname><![CDATA[Gupta]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Palmprint based recognition system using phase-difference information]]></article-title>
<source><![CDATA[Future Generation Computer Systems]]></source>
<year>2012</year>
<volume>28</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>287-305</page-range></nlm-citation>
</ref>
<ref id="B22">
<label>23</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[X.]]></given-names>
</name>
<name>
<surname><![CDATA[Lei]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
<name>
<surname><![CDATA[Wang]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Palmprint verification based on 2D Gabor wavelet and pulse-coupled neural network]]></article-title>
<source><![CDATA[Knowledge-Based Systems]]></source>
<year>2012</year>
<volume>27</volume>
<page-range>451-455</page-range></nlm-citation>
</ref>
<ref id="B23">
<label>24</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Jain]]></surname>
<given-names><![CDATA[A.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Flynn]]></surname>
<given-names><![CDATA[P.]]></given-names>
</name>
<name>
<surname><![CDATA[Ross]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
</person-group>
<source><![CDATA[Handbook of Biometrics]]></source>
<year>2009</year>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B24">
<label>26</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kassim]]></surname>
<given-names><![CDATA[A.A.]]></given-names>
</name>
<name>
<surname><![CDATA[Tan]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
<name>
<surname><![CDATA[Tan]]></surname>
<given-names><![CDATA[K.H.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A comparative study of efficient generalised Hough transform techniques]]></article-title>
<source><![CDATA[Image and Vision Computing]]></source>
<year>1999</year>
<volume>17</volume>
<page-range>737-748</page-range></nlm-citation>
</ref>
<ref id="B25">
<label>27</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Serratosa]]></surname>
<given-names><![CDATA[F.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Fast computation of bipartite graph matching]]></article-title>
<source><![CDATA[Pattern Recognition Letters]]></source>
<year>2014</year>
<volume>45</volume>
<page-range>244-250</page-range></nlm-citation>
</ref>
<ref id="B26">
<label>28</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ratha]]></surname>
<given-names><![CDATA[N.K.]]></given-names>
</name>
<name>
<surname><![CDATA[Karu]]></surname>
<given-names><![CDATA[K.]]></given-names>
</name>
<name>
<surname><![CDATA[Chen]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Jain]]></surname>
<given-names><![CDATA[A.K.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A Real-Time Matching System for Large Fingerprint Databases]]></article-title>
<source><![CDATA[IEEE Trans. on PAMI]]></source>
<year>1996</year>
<volume>18</volume>
<numero>8</numero>
<issue>8</issue>
<page-range>799-813</page-range></nlm-citation>
</ref>
</ref-list>
</back>
</article>
