accs_n_stds.tex.bak 6.0 KB

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  1. \documentclass{article}
  2. \usepackage{pdflscape}
  3. \usepackage{graphicx}
  4. \usepackage{lscape}
  5. \usepackage{multirow}
  6. \usepackage[a4paper, total={8in, 10in}]{geometry}
  7. \usepackage[table,xcdraw]{xcolor}
  8. \begin{document}
  9. \begin{landscape}
  10. \begin{table}[]
  11. \centering
  12. \setlength{\tabcolsep}{0.3em} % for the horizontal padding
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  14. \resizebox{\linewidth}{!}{%
  15. \begin{tabular}{ccc
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  24. \multicolumn{2}{c}{}&\multicolumn{2}{c}{Joint}&\multicolumn{2}{c}{Class Error}&\multicolumn{2}{c}{Class Frequency}&\multicolumn{2}{c}{Random}&\multicolumn{2}{c}{Max. Interfered Retrival}&\multicolumn{2}{c}{Fill Exp - Oversample}&\multicolumn{2}{c}{Fill Exp - Random}&\multicolumn{2}{c}{Cls Error/Freq Avg}\\
  25. \multicolumn{2}{c}{data stream: chronological}&&&&&&&&&&&&&&&&\\
  26. \multicolumn{2}{c}{dataratio}&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0\\ [.1cm]
  27. \multicolumn{4}{c}{joint epochs: (r+1)*epochs in rehearsal (equiv. nr. updates)} &&&&&&&&&&&&&&\\ [.1cm] \hline
  28. metric & epochs &&&&&&&&&&&&&&&&\\ [.2cm]
  29. \multirow{2}{*}{Top\_1Acc\_Stream}&3&$90.92\pm1.59$&$90.31\pm0.62$&$85.05\pm0.9$&$74.48\pm1.29$&$73.68\pm3.4$&$55.85\pm3.06$&$88.92\pm0.3$&$79.94\pm2.2$&$84.63\pm0.26$&$68.28\pm1.9$&$80.57\pm4.86$&-&$86.75\pm1.23$&-&$85.61\pm1.2$&-\\
  30. &5&$92.13\pm0.6$&$91.11\pm0.64$&$85.11\pm2.79$&$75.05\pm5.06$&$74.44\pm4.62$&$57.34\pm4.84$&$89.13\pm0.53$&$81.98\pm0.84$&$85.04\pm0.62$&$72.83\pm1.07$&$81.09\pm3.83$&-&$86.13\pm1.16$&-&$85.41\pm0.75$&-\\[.3cm]
  31. \multirow{2}{*}{ClassTop\_1AvgAcc\_Stream}&3&$65.32\pm1.78$&$60.36\pm3.85$&$66.18\pm1.37$&$60.49\pm2.5$&$69.74\pm1.52$&$58.46\pm2.2$&$58.32\pm3.09$&$39.9\pm3.22$&$48.76\pm1.68$&$30.64\pm1.03$&$65.94\pm1.62$&-&$68.34\pm0.95$&-&$67.67\pm1.22$&-\\
  32. &5&$65.59\pm3.2$&$63.47\pm3.69$&$67.55\pm1.68$&$63.17\pm2.57$&$67.71\pm1.59$&$60.65\pm2.66$&$56.63\pm2.44$&$42.5\pm1.84$&$50.69\pm0.72$&$33.79\pm1.35$&$68.27\pm2.04$&-&$67.09\pm1.19$&-&$68.26\pm0.98$&-\\[.3cm]
  33. \multirow{2}{*}{SeqTop\_1Acc\_Stream}&3&$90.02\pm2.28$&$90.04\pm1.26$&$86.22\pm0.95$&$75.52\pm1.79$&$74.89\pm3.69$&$56.97\pm2.46$&$88.25\pm0.95$&$77.42\pm2.24$&$82.82\pm0.78$&$64.76\pm2.16$&$81.02\pm5.06$&-&$87.82\pm1.66$&-&$87.01\pm0.92$&-\\
  34. &5&$91.52\pm1.04$&$90.6\pm0.96$&$86.18\pm3.19$&$75.72\pm4.5$&$75.92\pm4.65$&$58.18\pm4.91$&$88.31\pm1.11$&$80.09\pm1.29$&$83.66\pm1.19$&$70.2\pm0.96$&$81.85\pm4.46$&-&$87.28\pm0.89$&-&$86.66\pm0.89$&-\\[.3cm]
  35. \multirow{2}{*}{SeqClassTop\_1AvgAcc\_Stream}&3&$64.14\pm2.89$&$61.04\pm4.41$&$67.01\pm1.96$&$61.33\pm2.11$&$70.59\pm2.36$&$61.49\pm3.87$&$57.99\pm3.8$&$39.22\pm4.47$&$48.02\pm1.58$&$29.63\pm1.34$&$65.99\pm2.01$&-&$69.44\pm1.09$&-&$67.9\pm2.07$&-\\
  36. &5&$64.55\pm3.16$&$62.56\pm4.55$&$66.91\pm2.45$&$63.35\pm2.94$&$70.34\pm1.6$&$62.85\pm1.43$&$56.65\pm2.65$&$42.3\pm2.86$&$49.77\pm2.85$&$33.27\pm1.34$&$68.57\pm3.27$&-&$67.78\pm1.86$&-&$69.35\pm2.01$&-\\[.3cm]
  37. \end{tabular}%
  38. }}
  39. \end{table}
  40. \begin{table}[]
  41. \centering
  42. \setlength{\tabcolsep}{0.3em} % for the horizontal padding
  43. {\renewcommand{\arraystretch}{1.3}%
  44. \resizebox{\linewidth}{!}{%
  45. \begin{tabular}{ccc
  46. >{\columncolor[HTML]{FFFFC7}}c c
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  53. >{\columncolor[HTML]{FFFFC7}}c c}
  54. \multicolumn{2}{c}{}&\multicolumn{2}{c}{Joint}&\multicolumn{2}{c}{Class Error}&\multicolumn{2}{c}{Class Frequency}&\multicolumn{2}{c}{Random}&\multicolumn{2}{c}{Max. Interfered Retrival}&\multicolumn{2}{c}{Fill Exp - Oversample}&\multicolumn{2}{c}{Fill Exp - Random}&\multicolumn{2}{c}{Cls Error/Freq Avg}\\
  55. \multicolumn{2}{c}{data stream: shuffled}&&&&&&&&&&&&&&&&\\
  56. \multicolumn{2}{c}{dataratio}&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0&r=8.0&r=2.0\\ [.1cm]
  57. \multicolumn{4}{c}{joint epochs: (r+1)*epochs in rehearsal (equiv. nr. updates)} &&&&&&&&&&&&&&\\ [.1cm] \hline
  58. metric & epochs &&&&&&&&&&&&&&&&\\ [.2cm]
  59. \multirow{2}{*}{Top\_1Acc\_Stream}&3&$90.92\pm1.59$&$90.31\pm0.62$&$88.87\pm0.65$&$85.25\pm1.16$&$87.57\pm1.16$&$83.43\pm1.13$&$90.9\pm0.19$&$86.96\pm1.29$&$85.77\pm0.94$&$77.17\pm0.47$&$87.69\pm1.4$&-&$89.55\pm0.72$&-&$89.04\pm0.79$&-\\
  60. &5&$92.13\pm0.6$&$91.11\pm0.64$&$88.84\pm0.81$&$86.42\pm0.47$&$86.84\pm0.83$&$85.09\pm0.66$&$91.13\pm0.57$&$87.63\pm0.7$&$87.24\pm1.14$&$80.16\pm1.07$&$88.13\pm0.56$&-&$89.92\pm0.43$&-&$88.93\pm0.75$&-\\[.3cm]
  61. \multirow{2}{*}{ClassTop\_1AvgAcc\_Stream}&3&$65.32\pm1.78$&$60.36\pm3.85$&$67.81\pm1.65$&$64.3\pm1.8$&$72.17\pm2.49$&$64.27\pm1.99$&$61.45\pm1.31$&$52.02\pm3.89$&$51.4\pm2.62$&$38.76\pm1.16$&$68.91\pm1.33$&-&$69.98\pm2.44$&-&$69.03\pm2.69$&-\\
  62. &5&$65.59\pm3.2$&$63.47\pm3.69$&$68.63\pm1.62$&$68.2\pm1.13$&$70.12\pm0.92$&$66.84\pm2.22$&$60.57\pm1.75$&$50.82\pm2.39$&$54.3\pm0.82$&$41.96\pm1.42$&$68.53\pm1.24$&-&$68.98\pm1.44$&-&$69.23\pm1.02$&-\\[.3cm]
  63. \multirow{2}{*}{SeqTop\_1Acc\_Stream}&3&$90.02\pm2.28$&$90.04\pm1.26$&$89.83\pm0.88$&$85.53\pm1.44$&$88.93\pm0.91$&$84.52\pm1.43$&$90.26\pm0.53$&$86.72\pm1.33$&$84.49\pm1.28$&$75.08\pm0.71$&$89.08\pm1.38$&-&$90.52\pm0.61$&-&$90.02\pm0.59$&-\\
  64. &5&$91.52\pm1.04$&$90.6\pm0.96$&$89.99\pm0.89$&$87.36\pm0.48$&$87.68\pm0.72$&$86.18\pm1.59$&$90.2\pm1.13$&$85.65\pm1.48$&$86.04\pm1.23$&$78.31\pm1.56$&$88.77\pm0.94$&-&$90.16\pm0.96$&-&$89.71\pm0.24$&-\\[.3cm]
  65. \multirow{2}{*}{SeqClassTop\_1AvgAcc\_Stream}&3&$64.14\pm2.89$&$61.04\pm4.41$&$68.36\pm1.73$&$64.58\pm2.44$&$74.17\pm2.64$&$66.42\pm1.45$&$61.17\pm1.82$&$52.69\pm4.28$&$50.4\pm2.63$&$38.24\pm1.5$&$70.28\pm1.8$&-&$71.6\pm3.36$&-&$70.59\pm3.23$&-\\
  66. &5&$64.55\pm3.16$&$62.56\pm4.55$&$69.99\pm1.94$&$69.67\pm1.26$&$71.07\pm0.71$&$68.12\pm3.88$&$59.93\pm3.42$&$49.81\pm2.27$&$53.47\pm0.73$&$41.16\pm2.69$&$68.46\pm1.76$&-&$69.35\pm2.99$&-&$70.01\pm1.74$&-\\[.3cm]
  67. \end{tabular}%
  68. }}
  69. \end{table}
  70. \end{landscape}
  71. \end{document}