image imagewidth (px) 50 15.2k | ground_truth stringlengths 40 8.19k |
|---|---|
\begin{tabular}{|l|l|l|}[NEWLINE]\hline[NEWLINE]&{\bfRawfeatures}&{\bfRawfeat.+SE}\\[NEWLINE]\hline[NEWLINE]{\bf$\mu$Acc.(1K)}&$0.6014$&$0.5842$\\[NEWLINE]\hline[NEWLINE]{\bf$\sigma$Acc.(1K)}&$0.0537$&$0.0281$\\[NEWLINE]\hline[NEWLINE]\end{tabular} | |
\begin{tabular}{c|ccccc}[NEWLINE]$\summ_\nu$&$m_{\nu1}$&$m_{\nu2}$&$m_{\nu3}$&$N_{\rmur}$&$\omega_{\rmcdm}$\\[NEWLINE]\hline[NEWLINE]0&0&0&0&3.046&0.120380\\[NEWLINE]0.1\,eV&0.0225\,eV&0.0225\,eV&0.0550\,eV&0.00641&0.119306\\[NEWLINE]0.2\,eV&0.0600\,eV&0.0600\,eV&0.0800\,eV&0.00641&0.118233\\[NEWLINE]0.3\,eV&0.1000\,eV... | |
\begin{tabular}{ccccc}%centeredcolumns(4columns)[NEWLINE]\hline\hline%insertsdoublehorizontallines[NEWLINE]CLUSTER&${\rmN_{stars}}$&E(B-V)&${\rm(m-M)_V}$&Program\\%tableheading[NEWLINE]\hline[NEWLINE]&&(mag)&(mag)&\\[NEWLINE]\hline%insertssinglehorizontalline[NEWLINE]NGC~7078&13&0.090&15.44&073.D-0211\\%13.5Gyrmarcsall... | |
\begin{tabular}{l|l|p{7.8cm}}[NEWLINE]\hline[NEWLINE]\multicolumn{1}{c|}{Expression}&\multicolumn{1}{c|}{Name}&\multicolumn{1}{c}{Description}\\[NEWLINE]\hline[NEWLINE]$s_t\in\{1,2,3\}$&Sortingrule&Cardfeaturerelevantforthesortingcriterionintrial$t$.\\[NEWLINE]$a_t\in\{1,2,3,4\}$&Choiceaction&Actionofchoosingoneofthefo... | |
\begin{tabular}{c|c|cccc}[NEWLINE]\hline[NEWLINE]\multirow{2}{*}{ScoringMeasure}&\multirow{2}{*}{Info.Loss($\delta$)}&\multicolumn{4}{c}{Flexibility($\lambda$)}\\[NEWLINE]&&$\lambda=0.3$&$\lambda=0.5$&$\lambda=0.7$&$\lambda=0.9$\\[NEWLINE]\hline[NEWLINE]\multirow{3}{*}{CasualErrors(E)}[NEWLINE]&$\delta=0.4$&9.07(2.68)&... | |
\begin{tabular}{|l||c|c|c|}[NEWLINE]\hline[NEWLINE]&\texttt{min()/$x$}&\texttt{removeMin()/$x$}&\texttt{insert($x$)}\\[NEWLINE]\hline[NEWLINE]\hline[NEWLINE]\texttt{min()/$y$}&true&false&$y\lex$\\[NEWLINE]\hline[NEWLINE]\texttt{removeMin()/$y$}&false&false&$y\lex$\\[NEWLINE]\hline[NEWLINE]\texttt{insert($y$)}&$y\gex$&$... | |
\begin{tabular}{|l|c|c|c|}[NEWLINE]\hline[NEWLINE]&\texttt{inc()}&\texttt{dec()$/p$}&\texttt{zero()$/p$}\\[NEWLINE]\hline[NEWLINE]\hline[NEWLINE]\texttt{inc()}&true&$\lnotp$&$\lnotp$\\[NEWLINE]\hline[NEWLINE]\texttt{dec()$/q$}&$\lnotq$&$q=p$&$q=p$\\[NEWLINE]\hline[NEWLINE]\texttt{zero()$/q$}&$\lnotq$&$q=p$&true\\[NEWLI... | |
\begin{tabular}{p{1.5cm}p{1.1cm}p{1.1cm}p{1.1cm}p{1.1cm}p{1.1cm}p{1.1cm}p{1.1cm}p{1.1cm}}[NEWLINE]\hline[NEWLINE]\multirow{2}{*}{POPs}&\multicolumn{2}{c}{LASSO}&\multicolumn{2}{c}{aLASSO}&\multicolumn{2}{c}{ENET}&\multicolumn{2}{c}{aENET}\\[NEWLINE]&D=10&D=50&D=10&D=50&D=10&D=50&D=10&D=50\\\hline[NEWLINE]PBDE28&-&0.04&... | |
\begin{tabular}{p{3cm}p{3cm}p{3cm}p{3cm}}[NEWLINE]\hline[NEWLINE]\textbf{Variables}&\textbf{Proportion}&\textbf{Variables}&\textbf{Proportion}\\[NEWLINE]\hline[NEWLINE]PCB174&0.508&PCB153&0.237\\[NEWLINE]PCB110&0.429&PCB202&0.199\\[NEWLINE]cis-chlordane&0.398&cis-nonachlor&0.147\\[NEWLINE]trans-nonachlor&0.380&beta-HCH... | |
\begin{tabular}{p{0.9cm}|p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}}[NEWLINE]\hline[NEWLINE]&pbde28&pbde47&pbde85&pbde99&pbde100&pbde153&pbde154&pcbz&bhch&tgcd\\\hline[NEWLINE]pbde28&1&0.42&0.18&0.29&0.27&0.11&0.31&0.10&0.13&0.16\\[NEWLINE]pbde47&0.42&1&0.21&0.46&0.24&0.16&0.39&0.0... | |
\begin{tabular}{p{0.9cm}|p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}p{0.9cm}}[NEWLINE]\hline[NEWLINE]&cacd&tgnc&ppdde&csnc&pcb110&pcb118&pcb138&pcb151&pcb153&pcb174\\\hline[NEWLINE]pbde28&0.38&0.04&0.42&0.17&-0.10&0.58&0.42&0.32&0.28&0.15\\[NEWLINE]pbde47&0.12&-0.20&0.04&0.01&-0.20&0.17&0.0... | |
\begin{tabular}{p{0.9cm}|p{0.9cm}p{0.9cm}p{0.9cm}}[NEWLINE]\hline[NEWLINE]&pcb175&pcb180&pcb202\\\hline[NEWLINE]pbde28&0.14&0.09&0.00\\[NEWLINE]pbde47&-0.20&0.07&-0.10\\[NEWLINE]pbde85&0.08&0.06&0.05\\[NEWLINE]pbde99&0.00&-0.10&0.00\\[NEWLINE]pbde100&0.28&0.27&0.07\\[NEWLINE]pbde153&0.03&0.00&-0.10\\[NEWLINE]pbde154&-0... | |
\begin{tabular}{p{1.35cm}p{1.5cm}p{1.65cm}p{1.5cm}p{1.6cm}p{1.5cm}p{1.6cm}}[NEWLINE]\rowcolor[HTML]{9B9B9B}[NEWLINE]\textbf{Exposure}&\textbf{MI-WLasso}&\textbf{MI-WALasso}&\textbf{MI-WEnet}&\textbf{MI-WAEnet}&\textbf{MI-GLasso}&\textbf{MI-GALasso}\\[NEWLINE]pbde28&-&0.234&0.100&0.213&-&-\\[NEWLINE]pbde99&-&-&-0.038&-&... | |
\begin{tabular}{@{}llll@{}}\toprule[NEWLINE]Simulation&AUC&AverageVI&AverageARI\\[NEWLINE]\bottomrule[\lightrulewidth][NEWLINE]TimeHomogeneous&0.842(0.010)&0.0324(0.0240)&0.990(0.008)\\[NEWLINE]TimeInhomogeneous&0.850(0.005)&0.0292(0.338)&0.990(0.184)\\[NEWLINE]\bottomrule[NEWLINE]\end{tabular} | |
\begin{tabular}{c|cccc|cc}[NEWLINE]%\textbf{Data-}&\multicolumn{4}{c|}{\textbf{Clustering}}&\multicolumn{2}{c}{\textbf{NBP}-KL}\\[NEWLINE]%\textbf{set}&\textbf{F}MM&\textbf{G}MM&\textbf{K}-Means&\textbf{L}DA&$r_{B}$&$r_{NBP}$\\[NEWLINE]%\hline[NEWLINE]%\textbf{Q1}&29&2&5&2&5&3\\[NEWLINE]%\textbf{Q2}&12&3&16&12&6&2\\[NE... | |
\begin{tabular}{c|ccccc}[NEWLINE]%\textbf{Model}&\textbf{JQ1}&\textbf{JQ2}&\textbf{JQ3}&\textbf{NS}&\textbf{FE}\\[NEWLINE]%\hline[NEWLINE]%\textbf{F}MM&0.201&0.151&0.347&0.340&0.080\\[NEWLINE]%\textbf{G}MM&0.700&0.639&1.416&0.215&0.008\\[NEWLINE]%\textbf{K}-Means&0.716&0.809&1.215&0.654&0.049\\[NEWLINE]%\textbf{L}DA&0.... | |
\begin{tabular}{c|c|ccccc}[NEWLINE]\textbf{Model}&&\textbf{JQ1}&\textbf{JQ2}&\textbf{JQ3}&\textbf{NS}&\textbf{FE}\\[NEWLINE]\hline[NEWLINE]\textbf{F}MM&$p$&\cellcolor{blue!25}29&\cellcolor{blue!25}12&\cellcolor{blue!25}11&36&16\\[NEWLINE]&$D_{KL}$&\cellcolor{blue!25}0.201&\cellcolor{blue!25}0.151&\cellcolor{blue!25}0.3... | |
\begin{tabular}{c|c|ccccc}[NEWLINE]\textbf{Model}&&\textbf{JQ1}&\textbf{JQ2}&\textbf{JQ3}&\textbf{NS}&\textbf{FE}\\[NEWLINE]\hline[NEWLINE]\textbf{F}MM&$p$&\cellcolor{blue!25}14&\cellcolor{blue!25}7&\cellcolor{blue!25}35&7&16\\[NEWLINE]&$D_{KL}$&\cellcolor{blue!25}0.193&\cellcolor{blue!25}0.170&\cellcolor{blue!25}0.269... | |
\begin{tabular}{c|ccccc}[NEWLINE]&\textbf{JQ1}&\textbf{JQ2}&\textbf{JQ3}&\textbf{NS}&\textbf{FE}\\[NEWLINE]\hline[NEWLINE]$r_{B}$&5&6&8&4&\cellcolor{blue!25}4.5\\[NEWLINE]$D_{KL}$&0.358&0.358&0.704&0.568&\cellcolor{blue!25}0.080\\[NEWLINE]$N_{Median}$&967&922&863.5&548.5&\cellcolor{blue!25}1,250\\[NEWLINE]$N_{Maximum}$... | |
\begin{tabular}{cccccc}[NEWLINE]\hline[NEWLINE]\hline[NEWLINE]ID&$N_{obs}$&$P_{<35}$&$P_{35-50}$&$P_{50-75}$&$P_{\geq75}$\\[NEWLINE]&&($\%$)&($\%$)&($\%$)&($\%$)\\[NEWLINE]\hline[NEWLINE]1&100&36.1&28.0&30.1&5.8\\[NEWLINE]3a&100&41.9&30.8&27.2&0.0\\[NEWLINE]3c&100&33.2&31.5&34.7&0.6\\[NEWLINE]4a&100&26.1&21.9&35.2&16.8... | |
\begin{tabular}{l|l}[NEWLINE]$\forall\\Nsites,\\prm$&\hspace{3mm}$E(-\bgamma,-\bbeta)=E(\bgamma,\bbeta)$\\[NEWLINE]\hline[NEWLINE]$\prm$odd&\hspace{3mm}$E(\bgamma,\bbeta+\pi)=E(\bgamma,\bbeta)$\\[NEWLINE]\hline[NEWLINE]$\prm$even&\hspace{3mm}$E(\bgamma,\bbeta+\frac{\pi}{2})=E(\bgamma,\bbeta)$\\[NEWLINE]\hline[NEWLINE]$... | |
\begin{tabular}{c|c|c|l}[NEWLINE]modeltrainedon&modelevaluatedon&accuracy&\\[NEWLINE]\hline[NEWLINE]\hline[NEWLINE]easy(e-train)&easy(e-test)&85\%&shownasabaselineforgoodgeneralization\\[NEWLINE]\hline[NEWLINE]easy(e-train)&hard(h-test)&17\%&low(asexpected)\\[NEWLINE]hard(h-train)&easy(e-test)&44\%&low(unexpected)\\[NE... | |
\begin{tabular}{ll}[NEWLINE]\hline\hline\\[-1.0em][NEWLINE]\multicolumn{1}{l}{Parameter}&\multicolumn{1}{l}{Value}[NEWLINE]\\\hline\\[-1.0em][NEWLINE]$r_{0}$&6010au\\[NEWLINE]$n_{0}$&1.54$\times$10$^{7}$cm$^{-3}$\\[NEWLINE]$T_{0}$&135.5K\\[NEWLINE]$\alpha$&1.5\\[NEWLINE]$q$&0.38\\[NEWLINE]$n_{f}$&2.74$\times$10$^{9}$cm... | |
\begin{tabular}{ll}[NEWLINE]\hline\hline\\[-1.0em][NEWLINE]\multicolumn{1}{l}{Model}&\multicolumn{1}{l}{Description}[NEWLINE]\\\hline\\[-1.0em][NEWLINE]Model1&Standardsingle-stagemodel;\\&constant$\zeta=\num{1.3e-17}$$s^{-1}$\\&1200~Kbarrierfor\ce{H+CH3NC}\\[NEWLINE]Model2&Model1,butwith3000~Kbarrierfor\ce{H+CH3NC}\\[N... | |
\begin{tabular}{lcccc}[NEWLINE]\hline[NEWLINE]Unification&\multicolumn{2}{c}{first-span}&full-span&last-span\\[NEWLINE]Unnesting&keep-shorter&keep-longer&\multicolumn{2}{c}{keep-longer}\\[NEWLINE]\hline[NEWLINE]CHEBI&0.9979&\textbf{0.9980}&0.9972&0.9974\\[NEWLINE]CL&0.9706&\textbf{0.9720}&0.9574&0.9692\\[NEWLINE]GO\_BP... | |
\begin{tabular}{lcc}[NEWLINE]\hline[NEWLINE]Annotationset&proper&extended\\[NEWLINE]\hline[NEWLINE]CHEBI&spans-first&spans-first\\[NEWLINE]CL&spans-first&ids-only\\[NEWLINE]GO\_BP&spans-first&ids-only\\[NEWLINE]GO\_CC&spans-first&spans-first\\[NEWLINE]GO\_MF&spans-/ids-first&spans-first\\[NEWLINE]MOP&spans-/ids-first&i... | |
\begin{tabular}{crrrr}[NEWLINE]%\hline[NEWLINE]%\hline[NEWLINE]%\\material\\&\\$a$\\&\\$t$\\&\\$t_{SO}$\\&\\$t_{intR}$\\[NEWLINE]%\hline\noalign{\smallskip}[NEWLINE]%silicene&3.86~\AA&\\1.6eV&\\0.75meV&\\0.46meV\\[NEWLINE]%\\[NEWLINE]%germanene&4.02~\AA&\\1.3eV&\\8.27meV&\\7.13meV\\[NEWLINE]%\\[NEWLINE]%graphene&2.46~\... | |
\begin{tabular}{|llll|}[NEWLINE]\hline[NEWLINE]Tool&D&B&V\\[NEWLINE]\hline[NEWLINE]questions&8&3&5\\[NEWLINE]\hline[NEWLINE]chosen&5&6&5\\[NEWLINE]\hline[NEWLINE]totalpoints&35&18&25\\[NEWLINE]\hline[NEWLINE]threshold&28&13&15\\[NEWLINE]\hline[NEWLINE]\end{tabular} | |
\begin{tabular}{|p{8cm}|}[NEWLINE]\hline[NEWLINE]\textbf{Questions}:\textbf{1:}Bettingaday'sincomeatthehorseraces;\textbf{2:}Drinkingheavilyatasocialfunction;\textbf{3:}Disagreeingwithanauthorityfigureonamajorissue;\textbf{4:}Engaginginunprotectedsex;\textbf{5:}Leavingyouryoungchildrenaloneathomewhilerunninganerrand\\[... | |
\begin{tabular}{|p{8cm}|}[NEWLINE]\hline[NEWLINE]\emph{Inlovingmemorymymom,shewasonly42,Iwas17andtakenawayfromme.\emph{IwasdiagnosedwithhavingP.T.S.D}LINKSotodayIstartedtherapy,shediagnosedmewithanorexia,depression,anxietydisorder,posttraumaticstressdisorderandwantsmeto@USERNAMETheVAdiagnosedmewithPTSD,soIcan’tgointhat... | |
\begin{tabular}{|{l}||{c}|{c}|{c}|{c}|{c}|}[NEWLINE]\hline[NEWLINE]\bfseriesVulnerabilitiesinSolidity&\bfseriesFA&\bfseriesPA&\bfseriesNA&\bfseriesAA&\bfseriesNP\\[NEWLINE]\hline[NEWLINE]\hline[NEWLINE]Integeroverflowandunderflow&\xmark&&&&\\[NEWLINE]\hline[NEWLINE]DoSwithunboundedoperation&\xmark&&&&\\[NEWLINE]\hline[... | |
\begin{tabular}{lp{4.4cm}cc}[NEWLINE]\toprule[NEWLINE]\textbf{Approach}&\textbf{Description}&\textbf{NLQ}&\textbf{TSQ}\\[NEWLINE]\midrule[NEWLINE]\system&ImplementsGPQE&\cmark&\cmark\\[NEWLINE]Chain&Alternativedual-specificationapproach.Verifiescompletedcandidates,notpartialqueries.&\cmark&\cmark\\[NEWLINE]NLI&SyntaxSQ... | |
\begin{tabular}{rcccccc}[NEWLINE]\toprule[NEWLINE]&\multicolumn{3}{c}{\textbf{SpiderDev}}&[NEWLINE]\multicolumn{3}{c}{\textbf{SpiderTest}}\\[NEWLINE]\cmidrule(lr){2-4}\cmidrule(lr){5-7}[NEWLINE]\textbf{Detail}&T1&T10&T100&T1&T10&T100\\[NEWLINE]\midrule[NEWLINE]Full&\textbf{63.5}&\textbf{83.7}&\textbf{91.7}&\textbf{63.5... | |
\begin{tabular}{lccccccc}[NEWLINE]\toprule[NEWLINE]&&\multicolumn{3}{c}{\textbf{QueryExpr.}\tablefootnote{$\bowtie$:join,$\sigma$:selection,$\gamma$:grouping/aggregation}}&\multicolumn{3}{c}{\textbf{Knowledge}\tablefootnote{NS:noschemaknowledge,PT:partialtuples,OW:open-worldassumption}}\\[NEWLINE]\cmidrule(lr){3-5}\cmi... | |
\begin{tabular}{p{1.52cm}p{4.8cm}l}[NEWLINE]\toprule[NEWLINE]\textbf{Module}&\textbf{Responsibility}&\textbf{Output}\\[NEWLINE]\midrule[NEWLINE]%\texttt{IUEN}&Setoperations(\texttt{INTERSECT},\texttt{UNION},\texttt{EXCEPT},None)&Single\\[NEWLINE]\texttt{KW}&Clausespresentinquery(\texttt{WHERE},\texttt{GROUPBY},\texttt{... | |
\begin{tabular}{rccc}[NEWLINE]\toprule[NEWLINE]\textbf{Types}&\texttt{text}&\texttt{text}&\texttt{number}\\[NEWLINE]\midrule[NEWLINE]\textbf{Tuples}\\[NEWLINE]1.&\texttt{ForrestGump}&\texttt{TomHanks}\\[NEWLINE]2.&\texttt{Gravity}&\texttt{SandraBullock}&\texttt{[2010,2017]}\\[NEWLINE]\midrule[NEWLINE]\textbf{Sorted?}&\... | |
\begin{tabular}{cccccccc}[NEWLINE]\toprule[NEWLINE]&\multicolumn{3}{c}{\textbf{NLI}}&\multicolumn{4}{c}{\bfseries{\system}}\\[NEWLINE]\cmidrule(lr){2-4}\cmidrule(lr){5-8}[NEWLINE]\textbf{Task}&\cmark&\xmark&TO&\cmark&\xmark&TO&\#Ex.\\[NEWLINE]\midrule[NEWLINE]A1&5/8&2/8&1/8&\textbf{8/8}&0/8&0/8&1\\[NEWLINE]A2&1/8&1/8&6... | |
\begin{tabular}{|c|c|c|}[NEWLINE]\hline[NEWLINE]Timeinstance&{Connectedto$V_{DD}$}&ConnectedtoAES\\\hline[NEWLINE]$t_{2n}$&C1&C2\\\hline[NEWLINE]$t_{2n+1}$&C2&C1\\\hline[NEWLINE]%$t_{6n+2}$&C1&C3&C2\\\hline[NEWLINE]%$t_{6n+3}$&&&C3\\\hline[NEWLINE]%$t_{6n+4}$&C2&C3&C1\\\hline[NEWLINE]%$t_{6n+5}$&&&C2\\\hline[NEWLINE]\e... | |
\begin{tabular}{|c|p{0.8cm}|c|c|}[NEWLINE]\hline[NEWLINE]Timeinstance&\multicolumn{2}{|c|}{Connectedto$V_{DD}$}&ConnectedtoAES\\\hline[NEWLINE]$t_{6n}$&\centering{C1}&C2&C3\\\hline[NEWLINE]$t_{6n+1}$&&&C1\\\hline[NEWLINE]$t_{6n+2}$&\centering{C1}&C3&C2\\\hline[NEWLINE]$t_{6n+3}$&&&C3\\\hline[NEWLINE]$t_{6n+4}$&\centeri... | |
\begin{tabular}{|c|c|}[NEWLINE]\hline[NEWLINE]{Periodicity}&{MTD}\\\hline[NEWLINE]{$2^{3}-1$}&{700}\\\hline[NEWLINE]{$2^{16}-1$}&{66000}\\\hline[NEWLINE]{$2^{32}-1$}&{92000}\\\hline[NEWLINE]\end{tabular} | |
\begin{tabular}{llll}[NEWLINE]\toprule[NEWLINE]Model&Accuracy\\\hline[NEWLINE]I-I-PW(baseline)&$0.891$\\[NEWLINE]I-I-PS(baseline)&$0.913$\\[NEWLINE]I-F-FP(proposed)&$0.892$\\[NEWLINE]Originalwork~\cite{netzer2011reading}&$0.897$\\[NEWLINE]\bottomrule[NEWLINE]\end{tabular} | |
\begin{tabular}{lccc}[NEWLINE]%\toprule[NEWLINE]%Dataset&LunarLander-v2&STL-10&SVHN\\\hline[NEWLINE]%Imageencoder&$401\pm36$s&$153\pm9$s&$180\pm11$s\\[NEWLINE]%Featureencoder&$441\pm29$s&$105\pm4$s&$122\pm11$s\\[NEWLINE]%\bottomrule[NEWLINE]%\end{tabular} | |
\begin{tabular}{llll}[NEWLINE]\toprule[NEWLINE]Model&LunarLander&STL-10&SVHN\\\hline[NEWLINE]I-I-PW(baseline)&$13.76\pm5.08$&$0.38\pm0.00$&$0.82\pm0.00$\\[NEWLINE]I-I-PS(baseline)&$1.96\pm0.18$&$0.59\pm0.00$&$0.87\pm0.00$\\[NEWLINE]I-F-FP(proposed)&$1.92\pm0.22$&$0.67\pm0.01$&$0.86\pm0.00$\\[NEWLINE]SimpleCNN&$8.10\pm0... | |
\begin{tabular}{lcccc}[NEWLINE]\toprule[1.2pt][NEWLINE]\multicolumn{1}{l}{Model}&Embedding&Metric&5-way&10-way\\\hline\hline[NEWLINE]ProtoNet~\cite{proto}&global&Euclidean&60.37&44.34\\[NEWLINE]MatchingNet~\cite{matchnet}&global&\emph{cosine}&63.08&47.09\\[NEWLINE]FC~\cite{closer}&global&\emph{dot}&59.41&44.08\\[NEWLIN... | |
\begin{tabular}{llcc}[NEWLINE]\toprule[1pt][NEWLINE]\multicolumn{1}{c}{Method}&Operation&5-way&10-way\\\hline\hline[NEWLINE]DC&Average&55.16&40.88\\[NEWLINE]DC&\textbf{CR}&55.41&41.60\\[NEWLINE]\Xhline{1pt}[NEWLINE]EMD&Equal&56.95&42.89\\\hline[NEWLINE]EMD&K-means($K=25$)&56.95&42.89\\[NEWLINE]EMD&K-means($K=10$)&56.25... | |
\begin{tabular}{lcc}[NEWLINE]\toprule[1.2pt][NEWLINE]\multicolumn{1}{l}{Model}&1-shot&5-shot\\\hline\hline[NEWLINE]ProtoNet~\cite{proto}&50.01\small{$\pm$$0.82$}&72.02\small{$\pm$$0.67$}\\[NEWLINE]MatchingNet~\cite{matchnet}&51.65\small{$\pm$$0.84$}&69.14\small{$\pm$$0.72$}\\[NEWLINE]\emph{cosine}classifier~\cite{close... | |
\begin{tabular}{llccc}[NEWLINE]\toprule[1pt][NEWLINE]Method&\multicolumn{1}{c}{Method}&\textbf{P@1}~$\uparrow$&\textbf{RP}~$\uparrow$&\textbf{MAP@R}~$\uparrow$\\\hline\hline[NEWLINE][NEWLINE][NEWLINE][NEWLINE][NEWLINE]\multirow{4}{*}{N.Softmax~\cite{zhai2018classification}}&Raw&61.83~~~~~~~~&33.18~~~~~~~~&22.18~~~~~~~~... | |
\begin{tabular}{lccc}[NEWLINE]\toprule[1pt][NEWLINE]\multicolumn{1}{c}{Method}&Embedding&5-way&10-way\\\hline\hline[NEWLINE]\multirow{4}{*}{DeepEMD-FCN}&$5\times5$&65.91&49.66\\\cline{2-4}[NEWLINE]&$\mathbf{P_{feat}}(5,3)$&66.27&49.85\\[NEWLINE]&$\mathbf{P_{feat}}(5,2)$&66.42&50.02\\[NEWLINE]&$\mathbf{P_{feat}}(5,2,1)$... | |
\begin{tabular}{lcccc}[NEWLINE]\toprule[1.2pt][NEWLINE]Model&Rotation&Self-Supervision&5-way&10-way\\\hline\hline[NEWLINE][NEWLINE]\multirow{4}{*}{DeepEMD-FCN}&&&65.91&49.66\\[NEWLINE]&\checkmark&&65.45&49.70\\[NEWLINE]&&\checkmark&\textbf{66.64}&\textbf{50.99}\\\hline[NEWLINE]\multirow{4}{*}{DeepEMD-Grid}&&&67.31&52.2... | |
\begin{tabular}{cccc}[NEWLINE]\toprule[1.2pt][NEWLINE]Solver&SpatialSize&Dimension&Time\\\hline\hline[NEWLINE][NEWLINE]\multirow{12}{*}{QPTH~\cite{amos2017optnet}}&$3\times3$&256&0.294s\\[NEWLINE]&$3\times3$&512&0.294s\\[NEWLINE]&$3\times3$&1024&0.295s\\[NEWLINE]&$3\times3$&2048&0.295s\\\cline{2-4}[NEWLINE]&$4\times4$&... |
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