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\bibcite{Cortes1995}{{21}{1995}{{Cortes \& Vapnik}}{{Cortes \& Vapnik}}}
\bibcite{2016arXiv161100036D}{{22}{2016}{{{DESI Collaboration} et~al.}}{{{DESI Collaboration} et~al.,}}}
\bibcite{dalalandtriggs_05}{{23}{2005}{{{Dalal} \& {Triggs}}}{{{Dalal} \& {Triggs}}}}
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\newlabel{fig:npixel_space}{{12}{22}{The AUROC, TPR$_0$, TPR$_{10}$ and the fraction of lenses as a function of the lens image size for the space-based test set. The x-axis is the number of pixels that are above 1 $\sigma $ in the lensed source only image. This is an indication of the lensed arcs' size. The vertical dotted lines indicate where no more than 100 lenses in the test sample had larger Einstein radii}{figure.12}{}}
\bibcite{2015MNRAS.450.1441D}{{24}{2015}{{{Dieleman} et~al.}}{{{Dieleman}, {Willett} \& {Dambre}}}}
\bibcite{symmetry}{{25}{2016}{{{Dieleman} et~al.}}{{{Dieleman}, {De Fauw} \& {Kavukcuoglu}}}}
\bibcite{duchi12adaptive}{{26}{2011}{{Duchi et~al.}}{{Duchi, Hazan \& Singer}}}
\bibcite{2005ApJ...623...31D}{{27}{2005}{{{Dye} \& {Warren}}}{{{Dye} \& {Warren}}}}
\bibcite{2008ApJS..176...19F}{{28}{2008}{{{Faure} et~al.}}{{{Faure}, {Kneib}, {Covone}, {Tasca} et~al.}}}
\bibcite{Feichtinger98a}{{29}{1998}{{Feichtinger \& Strohmer}}{{Feichtinger \& Strohmer}}}
\bibcite{Fukushima1980}{{30}{1980}{{Fukushima}}{{Fukushima}}}
\bibcite{2008ApJ...677.1046G}{{31}{2008}{{{Gavazzi} et~al.}}{{{Gavazzi}, {Treu}, {Koopmans}, {Bolton}, {Moustakas}, {Burles} \& {Marshall}}}}
\bibcite{2014ApJ...785..144G}{{32}{2014}{{{Gavazzi} et~al.}}{{{Gavazzi}, {Marshall}, {Treu} \& {Sonnenfeld}}}}
\bibcite{2015MNRAS.452..502G}{{33}{2015}{{{Geach} et~al.}}{{{Geach} et~al.,}}}
\bibcite{2001AJ...121..820G}{{34}{2001}{{{Graham}}}{{{Graham}}}}
\bibcite{2004PASP..116..750G}{{35}{2004}{{{Grazian} et~al.}}{{{Grazian}, {Fontana}, {De Santis}, {Gallozzi}, {Giallongo} \& {Di Pangrazio}}}}
\bibcite{2011MNRAS.413..101G}{{36}{2011}{{{Guo} et~al.}}{{{Guo} et~al.,}}}
\bibcite{hartley2017support}{{37}{2017}{{Hartley et~al.}}{{Hartley, Flamary, Jackson, Tagore \& Metcalf}}}
\bibcite{He2015a}{{38}{2015a}{{He et~al.}}{{He, Zhang, Ren \& Sun}}}
\bibcite{he2015deep}{{39}{2015b}{{He et~al.}}{{He, Zhang, Ren \& Sun}}}
\bibcite{He2016}{{40}{2016}{{He et~al.}}{{He, Zhang, Ren \& Sun}}}
\bibcite{2012arXiv1207.0580H}{{41}{2012}{{{Hinton} et~al.}}{{{Hinton}, {Srivastava}, {Krizhevsky}, {Sutskever} \& {Salakhutdinov}}}}
\bibcite{Huang_2016}{{42}{2016}{{Huang et~al.}}{{Huang, Sun, Liu, Sedra \& Weinberger}}}
\@writefile{lof}{\contentsline {figure}{\numberline {13}{\ignorespaces Same as figure~\ref {fig:npixel_space}, but for ground-based entries.}}{23}{figure.13}}
\newlabel{fig:npixel_ground}{{13}{23}{Same as figure~\ref {fig:npixel_space}, but for ground-based entries}{figure.13}{}}
\bibcite{batch_norm}{{43}{2015}{{{Ioffe} \& {Szegedy}}}{{{Ioffe} \& {Szegedy}}}}
\bibcite{2008MNRAS.389.1311J}{{44}{2008}{{{Jackson}}}{{{Jackson}}}}
\bibcite{2017MNRAS.471..167J}{{45}{2017}{{{Jacobs} et~al.}}{{{Jacobs}, {Glazebrook}, {Collett}, {More} \& {McCarthy}}}}
\bibcite{Jones1233}{{46}{1987}{{Jones \& Palmer}}{{Jones \& Palmer}}}
\bibcite{2014AandA...566A..63J}{{47}{2014}{{{Joseph} et~al.}}{{{Joseph} et~al.,}}}
\bibcite{Kingma_2014}{{48}{2014}{{{Kingma} \& {Ba}}}{{{Kingma} \& {Ba}}}}
\bibcite{adam}{{49}{2015}{{{Kingma} \& {Ba}}}{{{Kingma} \& {Ba}}}}
\bibcite{1991ApJ...373..354K}{{50}{1991}{{{Kochanek}}}{{{Kochanek}}}}
\bibcite{2002ApJ...568L...5K}{{51}{2002}{{{Koopmans} \& {Treu}}}{{{Koopmans} \& {Treu}}}}
\bibcite{2003ApJ...583..606K}{{52}{2003}{{{Koopmans} \& {Treu}}}{{{Koopmans} \& {Treu}}}}
\bibcite{krizhevsky_imagenet_2012}{{53}{2012}{{Krizhevsky et~al.}}{{Krizhevsky, Sutskever \& Hinton}}}
\bibcite{Lanusse2017}{{54}{2018}{{{Lanusse} et~al.}}{{{Lanusse}, {Ma}, {Li}, {Collett}, {Li}, {Ravanbakhsh}, {Mandelbaum} \& {P{\'o}czos}}}}
\bibcite{2011arXiv1110.3193L}{{55}{2011}{{{Laureijs} et~al.}}{{{Laureijs} et~al.,}}}
\bibcite{Lecun2015}{{56}{2015}{{LeCun et~al.}}{{LeCun, Bengio \& Hinton}}}
\bibcite{Lecun1998}{{57}{1998}{{Lecun et~al.}}{{Lecun, Bottou, Bengio \& Haffner}}}
\bibcite{li_etal16}{{58}{2016}{{{Li} et~al.}}{{{Li}, {Gladders}, {Rangel}, {Florian}, {Bleem}, {Heitmann}, {Habib} \& {Fasel}}}}
\bibcite{2016ApJS..225...31L}{{59}{2016}{{{Lochner} et~al.}}{{{Lochner}, {McEwen}, {Peiris}, {Lahav} \& {Winter}}}}
\bibcite{0004-637X-606-2-819}{{60}{2004}{{Markevitch et~al.}}{{Markevitch, Gonzalez, Clowe, Vikhlinin, Forman, Jones, Murray \& Tucker}}}
\bibcite{2007ApJ...671.1196M}{{61}{2007}{{{Marshall} et~al.}}{{{Marshall} et~al.,}}}
\bibcite{2009ApJ...694..924M}{{62}{2009}{{{Marshall} et~al.}}{{{Marshall}, {Hogg}, {Moustakas}, {Fassnacht}, {Brada{\v c}}, {Schrabback} \& {Blandford}}}}
\@writefile{lof}{\contentsline {figure}{\numberline {14}{\ignorespaces Same as figure~\ref {fig:flux_contrast_space}, but here the x-axis is the ratio of the flux coming from the lensed source to the total flux in the image in the index band. This is for the space-based test set.}}{24}{figure.14}}
\newlabel{fig:flux_contrast_space}{{14}{24}{Same as figure~\ref {fig:flux_contrast_space}, but here the x-axis is the ratio of the flux coming from the lensed source to the total flux in the image in the index band. This is for the space-based test set}{figure.14}{}}
\bibcite{2016MNRAS.455.1171M}{{63}{2016}{{{Marshall} et~al.}}{{{Marshall}, {Verma}, {More}, {Davis} et~al.}}}
\bibcite{2015aska.confE..84M}{{64}{2015}{{{McKean} et~al.}}{{{McKean} et~al.,}}}
\bibcite{2008AandA...482..403M}{{65}{2008}{{{Meneghetti} et~al.}}{{{Meneghetti} et~al.,}}}
\bibcite{2010AandA...514A..93M}{{66}{2010}{{{Meneghetti} et~al.}}{{{Meneghetti}, {Rasia}, {Merten}, {Bellagamba}, {Ettori}, {Mazzotta}, {Dolag} \& {Marri}}}}
\bibcite{2014MNRAS.445.1942M}{{67}{2014}{{{Metcalf} \& {Petkova}}}{{{Metcalf} \& {Petkova}}}}
\bibcite{2012ApJ...749...38M}{{68}{2012}{{{More} et~al.}}{{{More}, {Cabanac}, {More}, {Alard}, {Limousin}, {Kneib}, {Gavazzi} \& {Motta}}}}
\bibcite{2016MNRAS.455.1191M}{{69}{2016}{{{More} et~al.}}{{{More}, {Verma}, {Marshall}, {More} et~al.}}}
\bibcite{2008ApJ...689..755M}{{70}{2008}{{{Morgan} et~al.}}{{{Morgan}, {Kochanek}, {Dai}, {Morgan} \& {Falco}}}}
\bibcite{Nair2010}{{71}{2010}{{Nair \& Hinton}}{{Nair \& Hinton}}}
\bibcite{1996ApJ...462..563N}{{72}{1996}{{{Navarro} et~al.}}{{{Navarro}, {Frenk} \& {White}}}}
\bibcite{nesterov83method}{{73}{1983}{{Nesterov}}{{Nesterov}}}
\bibcite{2010MNRAS.405.2579O}{{74}{2010}{{{Oguri} \& {Marshall}}}{{{Oguri} \& {Marshall}}}}
\bibcite{2017MNRAS.465.4325O}{{75}{2017}{{{Ostrovski} et~al.}}{{{Ostrovski}, {McMahon}, {Connolly} et~al.}}}
\bibcite{2013MNRAS.428..778O}{{76}{2013}{{{Overzier} et~al.}}{{{Overzier}, {Lemson}, {Angulo}, {Bertin}, {Blaizot}, {Henriques}, {Marleau} \& {White}}}}
\bibcite{2016AandA...592A..75P}{{77}{2016}{{{Paraficz} et~al.}}{{{Paraficz} et~al.,}}}
\bibcite{2014MNRAS.439.3392P}{{78}{2014}{{{Pawase} et~al.}}{{{Pawase}, {Courbin}, {Faure}, {Kokotanekova} \& {Meylan}}}}
\bibcite{scikit-learn}{{79}{2011}{{Pedregosa et~al.}}{{Pedregosa et~al.,}}}
\bibcite{pedregosa_etal12}{{80}{2012}{{{Pedregosa} et~al.}}{{{Pedregosa} et~al.,}}}
\bibcite{2002AJ....124..266P}{{81}{2002}{{{Peng} et~al.}}{{{Peng}, {Ho}, {Impey} \& {Rix}}}}
\bibcite{Springer-verlag97computationalmodels}{{82}{1997}{{Petkov \& Kruizinga}}{{Petkov \& Kruizinga}}}
\@writefile{lof}{\contentsline {figure}{\numberline {15}{\ignorespaces Same as figure~\ref {fig:flux_contrast_space}, but for ground-based entries.}}{25}{figure.15}}
\newlabel{fig:flux_contrast_ground}{{15}{25}{Same as figure~\ref {fig:flux_contrast_space}, but for ground-based entries}{figure.15}{}}
\bibcite{2014MNRAS.445.1954P}{{83}{2014}{{{Petkova} et~al.}}{{{Petkova}, {Metcalf} \& {Giocoli}}}}
\bibcite{2017arXiv170207675P}{{84}{2017}{{{Petrillo} et~al.}}{{{Petrillo} et~al.,}}}
\bibcite{2019MNRAS.482.2823P}{{85}{2019}{{{Plazas} et~al.}}{{{Plazas}, {Meneghetti}, {Maturi} \& {Rhodes}}}}
\bibcite{2008ApJ...673...34P}{{86}{2008}{{{Poindexter} et~al.}}{{{Poindexter}, {Morgan} \& {Kochanek}}}}
\bibcite{rebentrost2014quantum}{{87}{2014}{{Rebentrost et~al.}}{{Rebentrost, Mohseni \& Lloyd}}}
\bibcite{1964MNRAS.128..307R}{{88}{1964}{{{Refsdal}}}{{{Refsdal}}}}
\bibcite{Ruder16overview}{{89}{2016}{{Ruder}}{{Ruder}}}
\bibcite{2003ApJ...587..143R}{{90}{2003}{{{Rusin} et~al.}}{{{Rusin} et~al.,}}}
\bibcite{euclidSLWGwhitepaper}{{91}{2017}{{SLWhitePaper}}{{SLWhitePaper}}}
\bibcite{2016PASP..128j4502S}{{92}{2016}{{{Sadeh} et~al.}}{{{Sadeh}, {Abdalla} \& {Lahav}}}}
\bibcite{2017NewA...51..169S}{{93}{2017}{{{Samui} \& {Samui Pal}}}{{{Samui} \& {Samui Pal}}}}
\bibcite{2017Schaefer}{{94}{2017}{{{Schaefer} et~al.}}{{{Schaefer}, {Geiger}, {Kuntzer} \& {Kneib}}}}
\bibcite{2007AandA...472..341S}{{95}{2007}{{{Seidel} \& {Bartelmann}}}{{{Seidel} \& {Bartelmann}}}}
\bibcite{2016ApJ...833..264S}{{96}{2016}{{{Shu} et~al.}}{{{Shu} et~al.,}}}
\bibcite{2015MNRAS.449.3441S}{{97}{2015}{{{Smith} et~al.}}{{{Smith}, {Lucey} \& {Conroy}}}}
\bibcite{2017arXiv170401585S}{{98}{2017}{{{Sonnenfeld} et~al.}}{{{Sonnenfeld} et~al.,}}}
\bibcite{JMLR:v15:srivastava14a}{{99}{2014a}{{Srivastava et~al.}}{{Srivastava, Hinton, Krizhevsky, Sutskever \& Salakhutdinov}}}
\bibcite{dropout}{{100}{2014b}{{Srivastava et~al.}}{{Srivastava, Hinton, Krizhevsky, Sutskever \& Salakhutdinov}}}
\bibcite{2013ApJ...766...70S}{{101}{2013}{{{Suyu} et~al.}}{{{Suyu} et~al.,}}}
\bibcite{2010AandA...517A..25S}{{102}{2010}{{{Sygnet} et~al.}}{{{Sygnet}, {Tu}, {Fort} \& {Gavazzi}}}}
\bibcite{2016SPIE.9908E..1MT}{{103}{2016}{{{Tamura} et~al.}}{{{Tamura} et~al.}}}
\bibcite{2016MNRAS.463.3115T}{{104}{2016}{{{Tessore} et~al.}}{{{Tessore}, {Bellagamba} \& {Metcalf}}}}
\bibcite{theano}{{105}{2016}{{{Theano Development Team}}}{{{Theano Development Team}}}}
\bibcite{Tieleman12RMSProp}{{106}{2012}{{Tieleman \& Hinton}}{{Tieleman \& Hinton}}}
\bibcite{2016AandARv..24...11T}{{107}{2016}{{{Treu} \& {Marshall}}}{{{Treu} \& {Marshall}}}}
\bibcite{van2014scikit}{{108}{2014}{{Van~der Walt et~al.}}{{Van~der Walt, Sch{\"o}nberger, Nunez-Iglesias, Boulogne, Warner, Yager, Gouillart \& Yu}}}
\bibcite{vapnik79estimation}{{109}{1979}{{Vapnik}}{{Vapnik}}}
\bibcite{2009MNRAS.392..945V}{{110}{2009}{{{Vegetti} \& {Koopmans}}}{{{Vegetti} \& {Koopmans}}}}
\bibcite{1979Natur.279..381W}{{111}{1979}{{{Walsh} et~al.}}{{{Walsh}, {Carswell} \& {Weymann}}}}
\bibcite{2005MNRAS.360.1333W}{{112}{2005}{{{Wayth} et~al.}}{{{Wayth}, {Warren}, {Lewis} \& {Hewett}}}}
\bibcite{wiener1964extrapolation}{{113}{1964}{{Wiener}}{{Wiener}}}
\bibcite{2006MNRAS.369.1521W}{{114}{2006}{{{Willis} et~al.}}{{{Willis}, {Hewett}, {Warren}, {Dye} \& {Maddox}}}}
\bibcite{2000ApJ...544...98W}{{115}{2000}{{{Witt} et~al.}}{{{Witt}, {Mao} \& {Keeton}}}}
\bibcite{2013ExA....35...25D}{{116}{2013}{{{de Jong} et~al.}}{{{de Jong}, {Verdoes Kleijn}, {Kuijken} \& {Valentijn}}}}
\bibcite{scikit-image}{{117}{2014}{{van~der Walt et~al.}}{{van~der Walt et~al.,}}}
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