premise string | hypothesis string | label int64 |
|---|---|---|
| 81.02(80.75,81.29) | 46.93(46.57,47.33) | 85.02(84.76,85.22) | 92.49(92.3592.63) | 90.90(90.6291.20) | 83.06(82.5083.42) |
| --- | --- | --- | --- | --- | --- |
| 81.33(81.04,81.71) | 47.11(46.77,47.43) | 85.40(84.98,85.67) | 92.93(92.8293.15) | 91.44(91.2091.60) | 84.00(83.5784.34) |
| 81.29(80.96,81.59) | 47.29(46.90,47.82) | 85.47(85.17,85.77) | 93.21(93.0393.37) | 91.44(91.1891.68) | 83.89(83.2484.47) |
| 81.38(81.21,81.68) | 46.91(46.22,47.38) | 85.33(85.25,85.72) | 93.08(92.9693.22) | 91.56(91.2691.90) | 84.00(83.2184.60) |
| 81.22(81.03,81.49) | 46.93(46.44,47.38) | 85.46(84.98,85.73) | 93.14(92.9093.33) | 91.58(91.3991.87) | 83.99(83.7384.31) | | | 81.19(80.94,81.42) | 46.74(46.19,47.12) | 85.41(85.04,85.83) | 93.11(92.9993.32) | 91.58(91.2991.81) | 83.94(83.0484.61) |
| --- | --- | --- | --- | --- | --- |
| 81.12(80.87,81.29) | 46.91(46.58,47.48) | 85.47(85.23,85.74) | 93.15(92.9993.29) | 91.58(91.3791.84) | 83.92(83.4084.54) |
| 81.13(80.64,81.33) | 46.96(46.62,47.31) | 85.46(85.17,85.64) | 93.10(92.9893.19) | 91.54(91.2891.73) | 84.09(83.5984.53) |
| 81.22(80.82,81.66) | 47.02(46.73,47.67) | 85.42(85.16,85.78) | 93.09(92.9593.25) | 91.45(91.2291.62) | 83.91(83.2484.40) |
| 81.19(80.79,81.43) | 46.98(46.63,47.59) | 85.48(85.27,85.79) | 93.06(92.8493.43) | 91.55(91.2691.84) | 83.94(83.0284.35) |
| 80.19(79.95,80.39) | 46.30(45.81,47.09) | 85.42(85.13,85.23) | 93.23(93.09,93.37) | 91.38(91.18,91.59) | 84.36(84.06,84.70) | | 1 |
| 81.02(80.75,81.29) | 46.93(46.57,47.33) | 85.02(84.76,85.22) | 92.49(92.3592.63) | 90.90(90.6291.20) | 83.06(82.5083.42) |
| --- | --- | --- | --- | --- | --- |
| 81.33(81.04,81.71) | 47.11(46.77,47.43) | 85.40(84.98,85.67) | 92.93(92.8293.15) | 91.44(91.2091.60) | 84.00(83.5784.34) |
| 81.29(80.96,81.59) | 47.29(46.90,47.82) | 85.47(85.17,85.77) | 93.21(93.0393.37) | 91.44(91.1891.68) | 83.89(83.2484.47) |
| 81.38(81.21,81.68) | 46.91(46.22,47.38) | 85.33(85.25,85.72) | 93.08(92.9693.22) | 91.56(91.2691.90) | 84.00(83.2184.60) |
| 81.22(81.03,81.49) | 46.93(46.44,47.38) | 85.46(84.98,85.73) | 93.14(92.9093.33) | 91.58(91.3991.87) | 83.99(83.7384.31) | | | 81.02(80.75,81.29) | 46.93(46.57,47.33) | 85.02(84.76,85.22) | 92.49(92.3592.63) | 90.90(90.6291.20) | 83.06(82.5083.42) |
| --- | --- | --- | --- | --- | --- |
| 81.33(81.04,81.71) | 47.11(46.77,47.43) | 85.40(84.98,85.67) | 92.93(92.8293.15) | 91.44(91.2091.60) | 84.00(83.5784.34) |
| 81.29(80.96,81.59) | 47.29(46.90,47.82) | 85.47(85.17,85.77) | 93.21(93.0393.37) | 91.44(91.1891.68) | 83.89(83.2484.47) |
| 81.38(81.21,81.68) | 46.91(46.22,47.38) | 85.33(85.25,85.72) | 93.08(92.9693.22) | 91.56(91.2691.90) | 84.00(83.2184.60) |
| 81.22(81.03,81.49) | 46.93(46.44,47.38) | 85.46(84.98,85.73) | 93.14(92.9093.33) | 91.58(91.3991.87) | 83.99(83.7384.31) |
| 81.19(80.94,81.42) | 46.74(46.19,47.12) | 85.41(85.04,85.83) | 93.11(92.9993.32) | 91.58(91.2991.81) | 83.94(83.0484.61) |
| 81.12(80.87,81.29) | 46.91(46.58,47.48) | 85.47(85.23,85.74) | 93.15(92.9993.29) | 91.58(91.3791.84) | 83.92(83.4084.54) |
| 81.13(80.64,81.33) | 46.96(46.62,47.31) | 85.46(85.17,85.64) | 93.10(92.9893.19) | 91.54(91.2891.73) | 84.09(83.5984.53) |
| 81.22(80.82,81.66) | 47.02(46.73,47.67) | 85.42(85.16,85.78) | 93.09(92.9593.25) | 91.45(91.2291.62) | 83.91(83.2484.40) |
| 81.19(80.79,81.43) | 46.98(46.63,47.59) | 85.48(85.27,85.79) | 93.06(92.8493.43) | 91.55(91.2691.84) | 83.94(83.0284.35) |
| 80.19(79.95,80.39) | 45.11(44.57,45.64) | 84.58(84.24,84.87) | 92.88(92.58,93.03) | 90.55(90.26,90.94) | 83.53(82.96,84.15) | | 0 |
| 81.02(80.75,81.29) | 46.93(46.57,47.33) | 85.02(84.76,85.22) | 92.49(92.3592.63) | 90.90(90.6291.20) | 83.06(82.5083.42) |
| --- | --- | --- | --- | --- | --- |
| 81.33(81.04,81.71) | 47.11(46.77,47.43) | 85.40(84.98,85.67) | 92.93(92.8293.15) | 91.44(91.2091.60) | 84.00(83.5784.34) |
| 81.29(80.96,81.59) | 47.29(46.90,47.82) | 85.47(85.17,85.77) | 93.21(93.0393.37) | 91.44(91.1891.68) | 83.89(83.2484.47) |
| 81.38(81.21,81.68) | 46.91(46.22,47.38) | 85.33(85.25,85.72) | 93.08(92.9693.22) | 91.56(91.2691.90) | 84.00(83.2184.60) |
| 81.22(81.03,81.49) | 46.93(46.44,47.38) | 85.46(84.98,85.73) | 93.14(92.9093.33) | 91.58(91.3991.87) | 83.99(83.7384.31) |
| 81.19(80.94,81.42) | 46.74(46.19,47.12) | 85.41(85.04,85.83) | 93.11(92.9993.32) | 91.58(91.2991.81) | 83.94(83.0484.61) |
| 81.12(80.87,81.29) | 46.91(46.58,47.48) | 85.47(85.23,85.74) | 93.15(92.9993.29) | 91.58(91.3791.84) | 83.92(83.4084.54) |
| 81.13(80.64,81.33) | 46.96(46.62,47.31) | 85.46(85.17,85.64) | 93.10(92.9893.19) | 91.54(91.2891.73) | 84.09(83.5984.53) | | | 81.22(80.82,81.66) | 47.02(46.73,47.67) | 85.42(85.16,85.78) | 93.09(92.9593.25) | 91.45(91.2291.62) | 83.91(83.2484.40) |
| --- | --- | --- | --- | --- | --- |
| 81.19(80.79,81.43) | 46.98(46.63,47.59) | 85.48(85.27,85.79) | 93.06(92.8493.43) | 91.55(91.2691.84) | 83.94(83.0284.35) |
| 80.19(79.95,80.39) | 46.30(45.81,47.09) | 85.42(85.13,85.23) | 93.23(93.09,93.37) | 91.38(91.18,91.59) | 84.36(84.06,84.70) | | 1 |
| 81.02(80.75,81.29) | 46.93(46.57,47.33) | 85.02(84.76,85.22) | 92.49(92.3592.63) | 90.90(90.6291.20) | 83.06(82.5083.42) |
| --- | --- | --- | --- | --- | --- |
| 81.33(81.04,81.71) | 47.11(46.77,47.43) | 85.40(84.98,85.67) | 92.93(92.8293.15) | 91.44(91.2091.60) | 84.00(83.5784.34) |
| 81.29(80.96,81.59) | 47.29(46.90,47.82) | 85.47(85.17,85.77) | 93.21(93.0393.37) | 91.44(91.1891.68) | 83.89(83.2484.47) |
| 81.38(81.21,81.68) | 46.91(46.22,47.38) | 85.33(85.25,85.72) | 93.08(92.9693.22) | 91.56(91.2691.90) | 84.00(83.2184.60) |
| 81.22(81.03,81.49) | 46.93(46.44,47.38) | 85.46(84.98,85.73) | 93.14(92.9093.33) | 91.58(91.3991.87) | 83.99(83.7384.31) |
| 81.19(80.94,81.42) | 46.74(46.19,47.12) | 85.41(85.04,85.83) | 93.11(92.9993.32) | 91.58(91.2991.81) | 83.94(83.0484.61) |
| 81.12(80.87,81.29) | 46.91(46.58,47.48) | 85.47(85.23,85.74) | 93.15(92.9993.29) | 91.58(91.3791.84) | 83.92(83.4084.54) |
| 81.13(80.64,81.33) | 46.96(46.62,47.31) | 85.46(85.17,85.64) | 93.10(92.9893.19) | 91.54(91.2891.73) | 84.09(83.5984.53) | | | 81.13(80.64,81.33) | 46.96(46.62,47.31) | 85.46(85.17,85.64) | 93.10(92.9893.19) | 91.54(91.2891.73) | 84.09(83.5984.53) |
| --- | --- | --- | --- | --- | --- |
| 81.22(80.82,81.66) | 47.02(46.73,47.67) | 85.42(85.16,85.78) | 93.09(92.9593.25) | 91.45(91.2291.62) | 83.91(83.2484.40) |
| 81.19(80.79,81.43) | 46.98(46.63,47.59) | 85.48(85.27,85.79) | 93.06(92.8493.43) | 91.55(91.2691.84) | 83.94(83.0284.35) |
| 80.19(79.95,80.39) | 45.11(44.57,45.64) | 84.58(84.24,84.87) | 92.88(92.58,93.03) | 90.55(90.26,90.94) | 83.53(82.96,84.15) | | 0 |
| T1 | T2 | T3 | T4 | T5 |
| --- | --- | --- | --- | --- |
| romney | obama | obama | obama | romney |
| obama | romney | romney | romney | obama |
| mitt | debate | mitt | not | mitt | | | debate | mitt | barack | like | class |
| --- | --- | --- | --- | --- |
| poll | tonight | debate | mitt | like |
| election | gt | president | vote | middle |
| won | presidential | michelle | don | tax |
| cnn | president | not | people | not |
| amp | vote | amp | voting | cut |
| president | election | video | amp | says |
| street | first | anniversary | election | taxes |
| wins | get | would | know | president |
| y | watch | election | debate | fucked |
| de | amp | party | president | debate |
| | like | tonight | get | big | | 1 |
| T1 | T2 | T3 | T4 | T5 |
| --- | --- | --- | --- | --- |
| romney | obama | obama | obama | romney |
| obama | romney | romney | romney | obama |
| mitt | debate | mitt | not | mitt | | | T1 | T2 | T3 | T4 | T5 |
| --- | --- | --- | --- | --- |
| obama | obama | romney | romney | obama |
| romney | romney | obama | obama | romney |
| debate | debate | tax | mitt | mitt |
| mitt | president | mitt | like | not |
| tonight | gt | plan | not | like |
| president | ryan | debate | debate | jobs |
| amp | paul | trillion | women | candy |
| not | poll | details | get | crowley |
| would | won | president | vote | right |
| plan | mitt | don | president | said |
| back | amp | like | election | president |
| one | election | cut | tonight | debate |
| point | tonight | taxes | don | amp |
| last | voters | amp | amp | libya |
| win | vote | know | get | | | 0 |
| T1 | T2 | T3 | T4 | T5 |
| --- | --- | --- | --- | --- |
| romney | obama | obama | obama | romney |
| obama | romney | romney | romney | obama |
| mitt | debate | mitt | not | mitt |
| debate | mitt | barack | like | class |
| poll | tonight | debate | mitt | like |
| election | gt | president | vote | middle |
| won | presidential | michelle | don | tax |
| cnn | president | not | people | not | | | amp | vote | amp | voting | cut |
| --- | --- | --- | --- | --- |
| president | election | video | amp | says |
| street | first | anniversary | election | taxes |
| wins | get | would | know | president |
| y | watch | election | debate | fucked |
| de | amp | party | president | debate |
| | like | tonight | get | big | | 1 |
| T1 | T2 | T3 | T4 | T5 |
| --- | --- | --- | --- | --- |
| romney | obama | obama | obama | romney |
| obama | romney | romney | romney | obama |
| mitt | debate | mitt | not | mitt |
| debate | mitt | barack | like | class |
| poll | tonight | debate | mitt | like |
| election | gt | president | vote | middle |
| won | presidential | michelle | don | tax |
| cnn | president | not | people | not | | | one | election | cut | tonight | debate |
| --- | --- | --- | --- | --- |
| point | tonight | taxes | don | amp |
| last | voters | amp | amp | libya |
| win | vote | know | get | | | 0 |
| Samples<br>TrainTest | |
| --- | --- |
| 30 | 168 | | | 30 | 160 |
| --- | --- |
| 30 | 162 |
| 30 | 158 |
| 30 | 156 |
| 30 | 152 |
| 30 | 166 |
| 30 | 161 |
| 30 | 163 |
| 30 | 161 |
| 30 | 151 |
| 30 | 162 |
| 30 | 154 |
| 30 | 151 |
| 30 | 157 |
| –<br>– | –<br>– | | 1 |
| Samples<br>TrainTest | |
| --- | --- |
| 30 | 168 | | | Samples<br>TrainTest | |
| --- | --- |
| 30 | 168 |
| 30 | 160 |
| 30 | 162 |
| 30 | 158 |
| 30 | 156 |
| 30 | 152 |
| 30 | 166 |
| 30 | 161 |
| 30 | 163 |
| 30 | 161 |
| 30 | 151 |
| 30 | 162 |
| 30 | 154 |
| 30 | 151 |
| 30 | 157 |
| –<br>– | –<br>– | | 0 |
| Samples<br>TrainTest | |
| --- | --- |
| 30 | 168 |
| 30 | 160 | | | 30 | 162 |
| --- | --- |
| 30 | 158 |
| 30 | 156 |
| 30 | 152 |
| 30 | 166 |
| 30 | 161 |
| 30 | 163 |
| 30 | 161 |
| 30 | 151 |
| 30 | 162 |
| 30 | 154 |
| 30 | 151 |
| 30 | 157 |
| –<br>– | –<br>– | | 1 |
| Samples<br>TrainTest | |
| --- | --- |
| 30 | 168 |
| 30 | 160 | | | 30 | 157 |
| --- | --- |
| –<br>– | –<br>– | | 0 |
| Penalties | DSC | Sensitivity | Specificity | Fscore2 | APRscore |
| --- | --- | --- | --- | --- | --- |
| α=0.5,β=0.5 | 53.42 | 49.85 | 99.93 | 51.77 | 52.57 |
| α=0.4,β=0.6 | 54.57 | 55.85 | 99.91 | 55.47 | 54.34 | | | α=0.3,β=0.7 | 56.42 | 56.85 | 99.93 | 57.32 | 56.04 |
| --- | --- | --- | --- | --- | --- |
| α=0.2,β=0.8 | 48.57 | 61.00 | 99.89 | 54.53 | 53.31 |
| α=0.1,β=0.9 | 46.42 | 65.57 | 99.87 | 56.11 | 51.65 | | 1 |
| Penalties | DSC | Sensitivity | Specificity | Fscore2 | APRscore |
| --- | --- | --- | --- | --- | --- |
| α=0.5,β=0.5 | 53.42 | 49.85 | 99.93 | 51.77 | 52.57 |
| α=0.4,β=0.6 | 54.57 | 55.85 | 99.91 | 55.47 | 54.34 | | | β | 5@NDCG | 10@NDCG | 20@NDCG | 40@NDCG |
| --- | --- | --- | --- | --- |
| 0.5 | 0.3885 | 0.2888 | 0.2139 | 0.1478 |
| 1.5 | 0.3392 | 0.2745 | 0.2035 | 0.1370 |
| 2.5 | 0.3392 | 0.2863 | 0.2036 | 0.1379 |
| 3.5 | 0.3392 | 0.2752 | 0.1988 | 0.1362 | | 0 |
| Penalties | DSC | Sensitivity | Specificity | Fscore2 | APRscore |
| --- | --- | --- | --- | --- | --- |
| α=0.5,β=0.5 | 53.42 | 49.85 | 99.93 | 51.77 | 52.57 | | | α=0.4,β=0.6 | 54.57 | 55.85 | 99.91 | 55.47 | 54.34 |
| --- | --- | --- | --- | --- | --- |
| α=0.3,β=0.7 | 56.42 | 56.85 | 99.93 | 57.32 | 56.04 |
| α=0.2,β=0.8 | 48.57 | 61.00 | 99.89 | 54.53 | 53.31 |
| α=0.1,β=0.9 | 46.42 | 65.57 | 99.87 | 56.11 | 51.65 | | 1 |
| Penalties | DSC | Sensitivity | Specificity | Fscore2 | APRscore |
| --- | --- | --- | --- | --- | --- |
| α=0.5,β=0.5 | 53.42 | 49.85 | 99.93 | 51.77 | 52.57 | | | 1.5 | 0.3392 | 0.2745 | 0.2035 | 0.1370 |
| --- | --- | --- | --- | --- |
| 2.5 | 0.3392 | 0.2863 | 0.2036 | 0.1379 |
| 3.5 | 0.3392 | 0.2752 | 0.1988 | 0.1362 | | 0 |
| n | T(n) |
| --- | --- |
| 2 | 1 | | | 3 | 1 |
| --- | --- |
| 4 | 4 |
| 5 | 56 |
| 6 | 9048 |
| 7 | 16942080 |
| 8 | 535281401585 |
| 9 | 377597570964258 |
| 10 | 7580721483160132811489280 |
| 11 | 5.36×10 |
| 12 | 1.62×10 |
| 13 | 2.51×10 |
| 14 | 2.33×10 |
| 15 | 1.50×10 | | 1 |
| n | T(n) |
| --- | --- |
| 2 | 1 | | | n | 5 | 6 | 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 16 | 17 | 18 | 19 | 20 | 21 | 22 | 23 | 24 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| t(n)C | 1 | 0 | 0 | 2 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 2 | 1 | 2 | 1 | 2 | 2 | 2 |
| n | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 |
| t(n)C | 2 | 3 | 3 | 4 | 2 | 4 | 4 | 5 | 4 | 5 | 6 | 9 | 6 | 8 | 8 | 12 | 11 | 12 | 12 | 18 |
| n | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 |
| t(n)C | 18 | 21 | 18 | 26 | 28 | 33 | 32 | 40 | 44 | 57 | 53 | 65 | 70 | 89 | 93 | 106 | 115 | 147 | 158 | 184 | | 0 |
| n | T(n) |
| --- | --- |
| 2 | 1 |
| 3 | 1 |
| 4 | 4 |
| 5 | 56 |
| 6 | 9048 |
| 7 | 16942080 |
| 8 | 535281401585 |
| 9 | 377597570964258 |
| 10 | 7580721483160132811489280 |
| 11 | 5.36×10 |
| 12 | 1.62×10 | | | 13 | 2.51×10 |
| --- | --- |
| 14 | 2.33×10 |
| 15 | 1.50×10 | | 1 |
| n | T(n) |
| --- | --- |
| 2 | 1 |
| 3 | 1 |
| 4 | 4 |
| 5 | 56 |
| 6 | 9048 |
| 7 | 16942080 |
| 8 | 535281401585 |
| 9 | 377597570964258 |
| 10 | 7580721483160132811489280 |
| 11 | 5.36×10 |
| 12 | 1.62×10 | | | n | 25 | 26 | 27 | 28 | 29 | 30 | 31 | 32 | 33 | 34 | 35 | 36 | 37 | 38 | 39 | 40 | 41 | 42 | 43 | 44 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| t(n)C | 2 | 3 | 3 | 4 | 2 | 4 | 4 | 5 | 4 | 5 | 6 | 9 | 6 | 8 | 8 | 12 | 11 | 12 | 12 | 18 |
| n | 45 | 46 | 47 | 48 | 49 | 50 | 51 | 52 | 53 | 54 | 55 | 56 | 57 | 58 | 59 | 60 | 61 | 62 | 63 | 64 |
| t(n)C | 18 | 21 | 18 | 26 | 28 | 33 | 32 | 40 | 44 | 57 | 53 | 65 | 70 | 89 | 93 | 106 | 115 | 147 | 158 | 184 | | 0 |
| Clusters | 1-rule | 2-rule |
| --- | --- | --- |
| 1 | 29.4 | 34.3 |
| 2 | 31.4 | 35.5 | | | 3 | 31.8 | 36.2 |
| --- | --- | --- |
| 4 | 31.7 | 37.0 |
| 5 | 32.3 | 37.2 |
| 6 | 31.9 | 37.3 |
| 10 | 32.8 | 37.5 |
| 20 | 35.1 | 38.3 |
| 40 | 35.8 | 38.9 | | 1 |
| Clusters | 1-rule | 2-rule |
| --- | --- | --- |
| 1 | 29.4 | 34.3 |
| 2 | 31.4 | 35.5 | | | Clusters | Unigram | Bigram | Trigram |
| --- | --- | --- | --- |
| 1 | 12.4 | 34.3 | 51.6 |
| 2 | 13.8 | 37.9 | 51.0 |
| 3 | 15.3 | 39.5 | 50.8 |
| 4 | 16.1 | 41.2 | 50.4 |
| 5 | 16.8 | 41.2 | 51.0 |
| 6 | 17.2 | 41.8 | 50.7 |
| 10 | 17.8 | 43.1 | 51.2 |
| 20 | 19.9 | 43.9 | 50.3 |
| 40 | 22.3 | 45.0 | |
| 100 | 24.4 | 46.4 | | | 0 |
| Clusters | 1-rule | 2-rule |
| --- | --- | --- |
| 1 | 29.4 | 34.3 |
| 2 | 31.4 | 35.5 | | | 3 | 31.8 | 36.2 |
| --- | --- | --- |
| 4 | 31.7 | 37.0 |
| 5 | 32.3 | 37.2 |
| 6 | 31.9 | 37.3 |
| 10 | 32.8 | 37.5 |
| 20 | 35.1 | 38.3 |
| 40 | 35.8 | 38.9 | | 1 |
| Clusters | 1-rule | 2-rule |
| --- | --- | --- |
| 1 | 29.4 | 34.3 |
| 2 | 31.4 | 35.5 | | | 3 | 15.3 | 39.5 | 50.8 |
| --- | --- | --- | --- |
| 4 | 16.1 | 41.2 | 50.4 |
| 5 | 16.8 | 41.2 | 51.0 |
| 6 | 17.2 | 41.8 | 50.7 |
| 10 | 17.8 | 43.1 | 51.2 |
| 20 | 19.9 | 43.9 | 50.3 |
| 40 | 22.3 | 45.0 | |
| 100 | 24.4 | 46.4 | | | 0 |
| | Couprie | Wang | B-DN | S-DN | C-DN | E-DN | Ours |
| --- | --- | --- | --- | --- | --- | --- | --- |
| bed | 38.1 | 47.6 | 27.4 | 19.6 | 19.2 | 25.3 | 31.6 |
| objects | 8.7 | 12.4 | 40.7 | 43.8 | 40.1 | 36.9 | 61.5 |
| chair | 34.1 | 23.5 | 43.5 | 39.2 | 42.8 | 39.3 | 43.6 | | | furniture | 42.4 | 16.7 | 37.2 | 36.3 | 35.7 | 35.2 | 49.8 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| ceiling | 62.6 | 68.1 | 52.2 | 56.2 | 55.9 | 55.1 | 58.7 |
| floor | 87.3 | 84.1 | 82.9 | 86.5 | 84.7 | 90.5 | 89.0 |
| decorate | 40.4 | 26.4 | 55.8 | 56.9 | 54.6 | 60.4 | 68.9 |
| sofa | 24.6 | 39.1 | 36.7 | 31.3 | 28.3 | 35.7 | 30.8 |
| table | 10.2 | 35.4 | 36.4 | 50.3 | 50.5 | 42.7 | 49.3 |
| wall | 86.1 | 65.9 | 41.4 | 32.2 | 33.3 | 34.3 | 44.9 |
| window | 15.9 | 52.2 | 81.7 | 87.4 | 88.9 | 78.1 | 83.9 |
| books | 13.7 | 45.0 | 28.8 | 23.1 | 22.5 | 29.9 | 39.9 |
| TV | 6.0 | 32.4 | 53.7 | 29.4 | 29.7 | 35.27 | 32.8 |
| AVE | 36.2 | 42.2 | 47.6 | 45.6 | 45.1 | 46.1 | 52.7 | | 1 |
| | Couprie | Wang | B-DN | S-DN | C-DN | E-DN | Ours |
| --- | --- | --- | --- | --- | --- | --- | --- |
| bed | 38.1 | 47.6 | 27.4 | 19.6 | 19.2 | 25.3 | 31.6 |
| objects | 8.7 | 12.4 | 40.7 | 43.8 | 40.1 | 36.9 | 61.5 |
| chair | 34.1 | 23.5 | 43.5 | 39.2 | 42.8 | 39.3 | 43.6 | | | category | ours | | | |
| --- | --- | --- | --- | --- |
| bathtub | 0.8348 | 0.7017 | 0.7190 | 0.1644 |
| bed | 0.9202 | 0.7775 | 0.3963 | 0.3239 |
| chair | 0.9920 | 0.9700 | 0.9892 | 0.8482 |
| desk | 0.8203 | 0.7936 | 0.8145 | 0.1068 |
| dresser | 0.7678 | 0.6314 | 0.7010 | 0.2166 |
| monitor | 0.9473 | 0.2493 | 0.8559 | 0.2767 |
| nightstand | 0.7195 | 0.6853 | 0.6592 | 0.4969 |
| sofa | 0.9480 | 0.9276 | 0.3017 | 0.4888 |
| table | 0.8910 | 0.8377 | 0.8751 | 0.7902 |
| toilet | 0.9701 | 0.8569 | 0.6943 | 0.8832 |
| Avg. | 0.8811 | 0.7431 | 0.7006 | 0.4596 | | 0 |
| | Couprie | Wang | B-DN | S-DN | C-DN | E-DN | Ours |
| --- | --- | --- | --- | --- | --- | --- | --- |
| bed | 38.1 | 47.6 | 27.4 | 19.6 | 19.2 | 25.3 | 31.6 |
| objects | 8.7 | 12.4 | 40.7 | 43.8 | 40.1 | 36.9 | 61.5 |
| chair | 34.1 | 23.5 | 43.5 | 39.2 | 42.8 | 39.3 | 43.6 |
| furniture | 42.4 | 16.7 | 37.2 | 36.3 | 35.7 | 35.2 | 49.8 |
| ceiling | 62.6 | 68.1 | 52.2 | 56.2 | 55.9 | 55.1 | 58.7 |
| floor | 87.3 | 84.1 | 82.9 | 86.5 | 84.7 | 90.5 | 89.0 |
| decorate | 40.4 | 26.4 | 55.8 | 56.9 | 54.6 | 60.4 | 68.9 |
| sofa | 24.6 | 39.1 | 36.7 | 31.3 | 28.3 | 35.7 | 30.8 |
| table | 10.2 | 35.4 | 36.4 | 50.3 | 50.5 | 42.7 | 49.3 |
| wall | 86.1 | 65.9 | 41.4 | 32.2 | 33.3 | 34.3 | 44.9 | | | window | 15.9 | 52.2 | 81.7 | 87.4 | 88.9 | 78.1 | 83.9 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| books | 13.7 | 45.0 | 28.8 | 23.1 | 22.5 | 29.9 | 39.9 |
| TV | 6.0 | 32.4 | 53.7 | 29.4 | 29.7 | 35.27 | 32.8 |
| AVE | 36.2 | 42.2 | 47.6 | 45.6 | 45.1 | 46.1 | 52.7 | | 1 |
| | Couprie | Wang | B-DN | S-DN | C-DN | E-DN | Ours |
| --- | --- | --- | --- | --- | --- | --- | --- |
| bed | 38.1 | 47.6 | 27.4 | 19.6 | 19.2 | 25.3 | 31.6 |
| objects | 8.7 | 12.4 | 40.7 | 43.8 | 40.1 | 36.9 | 61.5 |
| chair | 34.1 | 23.5 | 43.5 | 39.2 | 42.8 | 39.3 | 43.6 |
| furniture | 42.4 | 16.7 | 37.2 | 36.3 | 35.7 | 35.2 | 49.8 |
| ceiling | 62.6 | 68.1 | 52.2 | 56.2 | 55.9 | 55.1 | 58.7 |
| floor | 87.3 | 84.1 | 82.9 | 86.5 | 84.7 | 90.5 | 89.0 |
| decorate | 40.4 | 26.4 | 55.8 | 56.9 | 54.6 | 60.4 | 68.9 |
| sofa | 24.6 | 39.1 | 36.7 | 31.3 | 28.3 | 35.7 | 30.8 |
| table | 10.2 | 35.4 | 36.4 | 50.3 | 50.5 | 42.7 | 49.3 |
| wall | 86.1 | 65.9 | 41.4 | 32.2 | 33.3 | 34.3 | 44.9 | | | toilet | 0.9701 | 0.8569 | 0.6943 | 0.8832 |
| --- | --- | --- | --- | --- |
| Avg. | 0.8811 | 0.7431 | 0.7006 | 0.4596 | | 0 |
| SystemConfiguration | |
| --- | --- |
| NumberofCores<br>CoreModel | N=64<br>Out-of-order,128-entryROB | | | MemorySubsystem | |
| --- | --- |
| CachelineSize<br>L1ICache<br>L1DCache<br>SharedL2CacheperCore<br>DRAMBandwidth<br>DRAMLatency | 64bytes<br>16KB,4-way<br>32KB,4-way<br>256KB,8-way<br>8MCs,10GB/sperMC<br>100ns |
| 2-DMeshwithXYRouting | |
| HopLatency<br>FlitWidth | 2cycles(1-router,1-link)<br>128bits | | 1 |
| SystemConfiguration | |
| --- | --- |
| NumberofCores<br>CoreModel | N=64<br>Out-of-order,128-entryROB | | | ReorderBuffer | 2.7GHz,256-entry,<br>maxfetch/retirepercycle:4/2,<br>5pipeline(latencyofnon-meminstr) |
| --- | --- |
| L1Cache | Private,32KB,4-way,64Bcacheline,<br>9CPUcycleshit(4+5) |
| L2Cache | Private,256KB,8-way,64Bcacheline,<br>15CPUcycleshit(10+5) |
| L3Cache | Shared,16-way,64Bcacheline,<br>1MB/core,45CPUcycleshit(40+5) |
| Memory<br>Controller | 2bufferschedulers/MC,<br>Read/WriteQueue:64/64 |
| LinkBus | 2.7GHz,point-to-point,<br>read/writebuswidth:16/16 |
| Buffer<br>Scheduler | FRFCFS,closedpage<br>Channel-interleavemapping |
| DRAMParameters | |
| Memory | 264-bitChannels,2Ranks/Channel,<br>8devices/Rank,8sub-ranks/rank,<br>x8-widthsub-rank,1device/sub-rank |
| DRAMDevice | DDR3-1333MHz,x8,8banks,<br>32768Rows/bank,1024Columns/Row<br>8KBRowBufferperBank,BL=8,<br>Timeandpowerparametersfrom<br>Micron2GbSDRAM | | 0 |
| SystemConfiguration | |
| --- | --- |
| NumberofCores<br>CoreModel | N=64<br>Out-of-order,128-entryROB | | | MemorySubsystem | |
| --- | --- |
| CachelineSize<br>L1ICache<br>L1DCache<br>SharedL2CacheperCore<br>DRAMBandwidth<br>DRAMLatency | 64bytes<br>16KB,4-way<br>32KB,4-way<br>256KB,8-way<br>8MCs,10GB/sperMC<br>100ns |
| 2-DMeshwithXYRouting | |
| HopLatency<br>FlitWidth | 2cycles(1-router,1-link)<br>128bits | | 1 |
| SystemConfiguration | |
| --- | --- |
| NumberofCores<br>CoreModel | N=64<br>Out-of-order,128-entryROB | | | Buffer<br>Scheduler | FRFCFS,closedpage<br>Channel-interleavemapping |
| --- | --- |
| DRAMParameters | |
| Memory | 264-bitChannels,2Ranks/Channel,<br>8devices/Rank,8sub-ranks/rank,<br>x8-widthsub-rank,1device/sub-rank |
| DRAMDevice | DDR3-1333MHz,x8,8banks,<br>32768Rows/bank,1024Columns/Row<br>8KBRowBufferperBank,BL=8,<br>Timeandpowerparametersfrom<br>Micron2GbSDRAM | | 0 |
| Random<br>T(G,W)k<br>avgstd | TSC-DSATUR<br>T(G,W)Timek<br>avgstdavg | PSO<br>T(G,W)Timek<br>avgstdavg | |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 6.90.7<br>14.90.7<br>21.61.0<br>27.70.5<br>32.80.5 | 4.10.52.6ms<br>10.90.83.2ms<br>17.81.35.5ms<br>23.40.67.6ms<br>28.80.59.0ms | 5.20.53.6s<br>12.50.55.1s<br>18.30.86.2s<br>23.90.67.6s<br>28.60.18.6s | | | 0.1<br>0.3<br>700.5<br>0.7<br>0.9 | 7.70.5<br>17.20.6<br>25.10.7<br>32.20.6<br>38.30.6 | 4.80.62.9ms<br>13.10.94.5ms<br>20.61.48.0ms<br>27.40.910.4ms<br>33.50.812.1ms | 6.00.54.5s<br>14.60.66.5s<br>21.80.68.2s<br>28.20.49.9s<br>33.30.211.4s |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>800.5<br>0.7<br>0.9 | 8.50.6<br>19.20.6<br>28.80.7<br>36.20.6<br>44.10.6 | 5.70.93.6ms<br>15.30.76.7ms<br>24.11.510.8ms<br>30.60.713.4ms<br>38.00.515.7ms | 6.80.55.7s<br>16.70.58.3s<br>25.00.411.1s<br>31.70.713.0s<br>38.30.315.6s |
| Random<br>T(G,W)k<br>avgstd | TSC-DSATUR<br>T(G,W)Timek<br>avgstdavg | PSO<br>T(G,W)Timek<br>avgstdavg | |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 5.60.5<br>12.00.4<br>17.00.7<br>21.80.6<br>25.80.3 | 2.20.42.7ms<br>7.50.63.5ms<br>12.70.65.0ms<br>17.10.67.6ms<br>21.50.410.1ms | 3.50.34.2s<br>9.20.45.6s<br>13.80.76.7s<br>18.00.57.7s<br>21.30.18.7s |
| 0.1<br>0.3<br>700.5<br>0.7<br>0.9 | 6.30.3<br>13.60.5<br>20.00.5<br>25.90.4<br>30.10.4 | 3.00.43.1ms<br>8.80.94.6ms<br>15.20.77.3ms<br>19.80.810.6ms<br>24.60.413.6ms | 4.40.45.1s<br>10.90.56.9s<br>16.40.38.4s<br>21.30.510.7s<br>25.10.311.5s |
| 0.1<br>0.3<br>800.5<br>0.7<br>0.9 | 6.90.4<br>15.30.3<br>22.80.4<br>28.80.7<br>34.60.2 | 3.50.33.8ms<br>10.61.05.8ms<br>17.10.99.9ms<br>22.70.813.9ms<br>28.80.717.9ms | 5.20.36.7s<br>12.50.58.4s<br>18.80.511.4s<br>24.20.512.8s<br>28.80.215.2s | | 1 |
| Random<br>T(G,W)k<br>avgstd | TSC-DSATUR<br>T(G,W)Timek<br>avgstdavg | PSO<br>T(G,W)Timek<br>avgstdavg | |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 6.90.7<br>14.90.7<br>21.61.0<br>27.70.5<br>32.80.5 | 4.10.52.6ms<br>10.90.83.2ms<br>17.81.35.5ms<br>23.40.67.6ms<br>28.80.59.0ms | 5.20.53.6s<br>12.50.55.1s<br>18.30.86.2s<br>23.90.67.6s<br>28.60.18.6s | | | Random<br>χ(G,W)t<br>avgstd | CSC-DSATUR<br>χ(G,W)Timet<br>avgstdavg | PSO<br>χ(G,W)Timet<br>avgstdavg | |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 15.01.0<br>9.40.5<br>7.60.4<br>6.80.2<br>6.10.2 | 5.70.53.4ms<br>6.20.410.1ms<br>5.80.623.7ms<br>5.40.543.3ms<br>5.00.063.8ms | 7.40.54.9s<br>6.60.35.8s<br>5.80.36.8s<br>5.20.27.7s<br>5.00.08.5s |
| 0.1<br>0.3<br>700.5<br>0.7<br>0.9 | 14.71.1<br>9.10.4<br>7.70.2<br>6.80.3<br>6.00.1 | 6.10.34.6ms<br>6.00.615.4ms<br>6.10.334.6ms<br>5.40.565.6ms<br>5.00.099.1ms | 8.00.66.0s<br>6.70.37.2s<br>6.00.28.9s<br>5.30.210.3s<br>5.00.011.6s |
| 0.1<br>0.3<br>800.5<br>0.7<br>0.9 | 14.00.8<br>9.00.3<br>7.60.3<br>6.70.2<br>6.20.1 | 6.50.56.0ms<br>6.00.422.4ms<br>6.10.349.9ms<br>5.70.595.6ms<br>5.00.0145.4ms | 8.10.67.0s<br>6.70.28.7s<br>6.10.211.1s<br>5.30.112.6s<br>5.00.015.1s |
| Random<br>χ(G,W)t<br>avgstd | CSC-DSATUR<br>χ(G,W)Timet<br>avgstdavg | PSO<br>χ(G,W)Timet<br>avgstdavg | |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 8.40.9<br>5.10.4<br>4.10.3<br>3.60.1<br>3.00.0 | 4.20.63.5ms<br>4.00.010.0ms<br>3.50.521.1ms<br>3.00.035.6ms<br>3.00.049.6ms | 5.10.54.6s<br>4.00.35.5s<br>3.30.36.5s<br>3.00.07.3s<br>3.00.08.6s |
| 0.1<br>0.3<br>700.5<br>0.7<br>0.9 | 8.20.8<br>5.10.3<br>4.20.2<br>3.50.2<br>3.10.1 | 4.10.54.5ms<br>4.00.014.4ms<br>3.40.532.6ms<br>3.00.052.7ms<br>3.00.074.1ms | 5.20.45.9s<br>4.00.27.2s<br>3.50.38.4s<br>3.00.09.8s<br>3.00.011.1s |
| 0.1<br>0.3<br>800.5<br>0.7<br>0.9 | 7.80.7<br>5.00.3<br>4.20.2<br>3.40.2<br>3.10.1 | 4.20.45.7ms<br>4.00.020.0ms<br>3.80.445.3ms<br>3.00.076.9ms<br>3.00.0113.4ms | 5.20.46.7s<br>4.10.28.9s<br>3.30.210.7s<br>3.00.012.1s<br>3.00.014.5s | | 0 |
| Random<br>T(G,W)k<br>avgstd | TSC-DSATUR<br>T(G,W)Timek<br>avgstdavg | PSO<br>T(G,W)Timek<br>avgstdavg | |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 6.90.7<br>14.90.7<br>21.61.0<br>27.70.5<br>32.80.5 | 4.10.52.6ms<br>10.90.83.2ms<br>17.81.35.5ms<br>23.40.67.6ms<br>28.80.59.0ms | 5.20.53.6s<br>12.50.55.1s<br>18.30.86.2s<br>23.90.67.6s<br>28.60.18.6s |
| 0.1<br>0.3<br>700.5<br>0.7<br>0.9 | 7.70.5<br>17.20.6<br>25.10.7<br>32.20.6<br>38.30.6 | 4.80.62.9ms<br>13.10.94.5ms<br>20.61.48.0ms<br>27.40.910.4ms<br>33.50.812.1ms | 6.00.54.5s<br>14.60.66.5s<br>21.80.68.2s<br>28.20.49.9s<br>33.30.211.4s |
| 0.1<br>0.3<br>800.5<br>0.7<br>0.9 | 8.50.6<br>19.20.6<br>28.80.7<br>36.20.6<br>44.10.6 | 5.70.93.6ms<br>15.30.76.7ms<br>24.11.510.8ms<br>30.60.713.4ms<br>38.00.515.7ms | 6.80.55.7s<br>16.70.58.3s<br>25.00.411.1s<br>31.70.713.0s<br>38.30.315.6s |
| Random<br>T(G,W)k<br>avgstd | TSC-DSATUR<br>T(G,W)Timek<br>avgstdavg | PSO<br>T(G,W)Timek<br>avgstdavg | | | | 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 5.60.5<br>12.00.4<br>17.00.7<br>21.80.6<br>25.80.3 | 2.20.42.7ms<br>7.50.63.5ms<br>12.70.65.0ms<br>17.10.67.6ms<br>21.50.410.1ms | 3.50.34.2s<br>9.20.45.6s<br>13.80.76.7s<br>18.00.57.7s<br>21.30.18.7s |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>700.5<br>0.7<br>0.9 | 6.30.3<br>13.60.5<br>20.00.5<br>25.90.4<br>30.10.4 | 3.00.43.1ms<br>8.80.94.6ms<br>15.20.77.3ms<br>19.80.810.6ms<br>24.60.413.6ms | 4.40.45.1s<br>10.90.56.9s<br>16.40.38.4s<br>21.30.510.7s<br>25.10.311.5s |
| 0.1<br>0.3<br>800.5<br>0.7<br>0.9 | 6.90.4<br>15.30.3<br>22.80.4<br>28.80.7<br>34.60.2 | 3.50.33.8ms<br>10.61.05.8ms<br>17.10.99.9ms<br>22.70.813.9ms<br>28.80.717.9ms | 5.20.36.7s<br>12.50.58.4s<br>18.80.511.4s<br>24.20.512.8s<br>28.80.215.2s | | 1 |
| Random<br>T(G,W)k<br>avgstd | TSC-DSATUR<br>T(G,W)Timek<br>avgstdavg | PSO<br>T(G,W)Timek<br>avgstdavg | |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 6.90.7<br>14.90.7<br>21.61.0<br>27.70.5<br>32.80.5 | 4.10.52.6ms<br>10.90.83.2ms<br>17.81.35.5ms<br>23.40.67.6ms<br>28.80.59.0ms | 5.20.53.6s<br>12.50.55.1s<br>18.30.86.2s<br>23.90.67.6s<br>28.60.18.6s |
| 0.1<br>0.3<br>700.5<br>0.7<br>0.9 | 7.70.5<br>17.20.6<br>25.10.7<br>32.20.6<br>38.30.6 | 4.80.62.9ms<br>13.10.94.5ms<br>20.61.48.0ms<br>27.40.910.4ms<br>33.50.812.1ms | 6.00.54.5s<br>14.60.66.5s<br>21.80.68.2s<br>28.20.49.9s<br>33.30.211.4s |
| 0.1<br>0.3<br>800.5<br>0.7<br>0.9 | 8.50.6<br>19.20.6<br>28.80.7<br>36.20.6<br>44.10.6 | 5.70.93.6ms<br>15.30.76.7ms<br>24.11.510.8ms<br>30.60.713.4ms<br>38.00.515.7ms | 6.80.55.7s<br>16.70.58.3s<br>25.00.411.1s<br>31.70.713.0s<br>38.30.315.6s |
| Random<br>T(G,W)k<br>avgstd | TSC-DSATUR<br>T(G,W)Timek<br>avgstdavg | PSO<br>T(G,W)Timek<br>avgstdavg | | | | 0.1<br>0.3<br>600.5<br>0.7<br>0.9 | 8.40.9<br>5.10.4<br>4.10.3<br>3.60.1<br>3.00.0 | 4.20.63.5ms<br>4.00.010.0ms<br>3.50.521.1ms<br>3.00.035.6ms<br>3.00.049.6ms | 5.10.54.6s<br>4.00.35.5s<br>3.30.36.5s<br>3.00.07.3s<br>3.00.08.6s |
| --- | --- | --- | --- |
| 0.1<br>0.3<br>700.5<br>0.7<br>0.9 | 8.20.8<br>5.10.3<br>4.20.2<br>3.50.2<br>3.10.1 | 4.10.54.5ms<br>4.00.014.4ms<br>3.40.532.6ms<br>3.00.052.7ms<br>3.00.074.1ms | 5.20.45.9s<br>4.00.27.2s<br>3.50.38.4s<br>3.00.09.8s<br>3.00.011.1s |
| 0.1<br>0.3<br>800.5<br>0.7<br>0.9 | 7.80.7<br>5.00.3<br>4.20.2<br>3.40.2<br>3.10.1 | 4.20.45.7ms<br>4.00.020.0ms<br>3.80.445.3ms<br>3.00.076.9ms<br>3.00.0113.4ms | 5.20.46.7s<br>4.10.28.9s<br>3.30.210.7s<br>3.00.012.1s<br>3.00.014.5s | | 0 |
| | π=0.85 | π=0.15 |
| --- | --- | --- |
| TS-SPL(λ=0.85) | 6.2 | 6.2 |
| CPL-AdS(λ=0.85) | 501.6/354.9 | 842.8/502.3 |
| PBS-M(λ=0.85) | 31.5 | 77.5 | | | BZ-M(λ=0.85) | 4.9 | 352.5 |
| --- | --- | --- |
| NGBS-M(λ=0.85) | 1.4 | 191.2 |
| SHSSL(λ=0.85) | 6.5 | 6.5 | | 1 |
| | π=0.85 | π=0.15 |
| --- | --- | --- |
| TS-SPL(λ=0.85) | 6.2 | 6.2 |
| CPL-AdS(λ=0.85) | 501.6/354.9 | 842.8/502.3 |
| PBS-M(λ=0.85) | 31.5 | 77.5 | | | FuncA | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 46.0 | 17.1 | 8.6 |
| TS-SPL-INF | 55.2(24.3) | 39.1(8.1) | 35.0(4.1) |
| PBS-M | 55.1(24.2) | 40.3(9.3) | 35.2(4.2) |
| NGBS-M | 53.4(22.4) | 35.3(4.3) | 32.9(1.9) |
| BZ-M | 63.8(32.8) | 39.9(8.9) | 33.8(2.8) |
| SA | 32.4 | 14.8 | 5.4 |
| ASS | 80.4(49.4) | 38.7(7.7) | 33.5(2.5) |
| HSSL | 60.4(29.4) | 45.5(14.6) | 35.8(4.8) |
| SHSSL | 62.8 | 20.2 | 6.7 |
| CPL-AdS | 162.1(107.9) | 146.3(97.4) | 135.3(90.1) | | 0 |
| | π=0.85 | π=0.15 |
| --- | --- | --- |
| TS-SPL(λ=0.85) | 6.2 | 6.2 |
| CPL-AdS(λ=0.85) | 501.6/354.9 | 842.8/502.3 | | | PBS-M(λ=0.85) | 31.5 | 77.5 |
| --- | --- | --- |
| BZ-M(λ=0.85) | 4.9 | 352.5 |
| NGBS-M(λ=0.85) | 1.4 | 191.2 |
| SHSSL(λ=0.85) | 6.5 | 6.5 | | 1 |
| | π=0.85 | π=0.15 |
| --- | --- | --- |
| TS-SPL(λ=0.85) | 6.2 | 6.2 |
| CPL-AdS(λ=0.85) | 501.6/354.9 | 842.8/502.3 | | | BZ-M | 63.8(32.8) | 39.9(8.9) | 33.8(2.8) |
| --- | --- | --- | --- |
| SA | 32.4 | 14.8 | 5.4 |
| ASS | 80.4(49.4) | 38.7(7.7) | 33.5(2.5) |
| HSSL | 60.4(29.4) | 45.5(14.6) | 35.8(4.8) |
| SHSSL | 62.8 | 20.2 | 6.7 |
| CPL-AdS | 162.1(107.9) | 146.3(97.4) | 135.3(90.1) | | 0 |
| SubjectNo. | MeanError(beat/min) |
| --- | --- |
| eFUMI | EMDD | | | subjectA | 0.55±0.57 | 6.75±4.16 |
| --- | --- | --- |
| subjectB | 1.07±0.76 | 4.63±2.94 |
| subjectC | 0.75±0.64 | 4.74±3.91 |
| subjectD | 0.65±0.72 | 5.61±3.40 | | 1 |
| SubjectNo. | MeanError(beat/min) |
| --- | --- |
| eFUMI | EMDD | | | Cross-subject | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| 0.1 | 0.3 | 0.5 | 0.7 | 0.1 | 0.3 | 0.5 |
| 0.507 | 0.323 | 0.147 | 0.024 | 0.617 | 0.439 | 0.221 |
| 0.626 | 0.402 | 0.168 | 0.023 | 0.697 | 0.482 | 0.234 |
| 0.479 | 0.325 | 0.130 | 0.014 | 0.545 | 0.352 | 0.159 |
| 0.493 | 0.318 | 0.121 | 0.010 | 0.549 | 0.366 | 0.163 |
| 0.574 | 0.406 | 0.162 | 0.018 | 0.675 | 0.498 | 0.255 |
| 0.643 | 0.438 | 0.171 | 0.021 | 0.741 | 0.537 | 0.258 |
| 0.647 | 0.476 | 0.199 | 0.026 | 0.747 | 0.584 | 0.306 |
| 0.649 | 0.471 | 0.199 | 0.025 | 0.742 | 0.585 | 0.306 | | 0 |
| SubjectNo. | MeanError(beat/min) | |
| --- | --- | --- |
| eFUMI | EMDD | |
| subjectA | 0.55±0.57 | 6.75±4.16 | | | subjectB | 1.07±0.76 | 4.63±2.94 |
| --- | --- | --- |
| subjectC | 0.75±0.64 | 4.74±3.91 |
| subjectD | 0.65±0.72 | 5.61±3.40 | | 1 |
| SubjectNo. | MeanError(beat/min) | |
| --- | --- | --- |
| eFUMI | EMDD | |
| subjectA | 0.55±0.57 | 6.75±4.16 | | | 0.626 | 0.402 | 0.168 | 0.023 | 0.697 | 0.482 | 0.234 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.479 | 0.325 | 0.130 | 0.014 | 0.545 | 0.352 | 0.159 |
| 0.493 | 0.318 | 0.121 | 0.010 | 0.549 | 0.366 | 0.163 |
| 0.574 | 0.406 | 0.162 | 0.018 | 0.675 | 0.498 | 0.255 |
| 0.643 | 0.438 | 0.171 | 0.021 | 0.741 | 0.537 | 0.258 |
| 0.647 | 0.476 | 0.199 | 0.026 | 0.747 | 0.584 | 0.306 |
| 0.649 | 0.471 | 0.199 | 0.025 | 0.742 | 0.585 | 0.306 | | 0 |
| Responses | 171 |
| --- | --- |
| Seminalpapers | 166 |
| Reviewpapers | 148 |
| Totalpapers | 314 |
| SeminalinMendeley | 141 |
| ReviewinMendeley | 125 |
| TotalinMendeley | 266 |
| DOIs | 256 |
| DOIsinWoS | 110 |
| Authorstotal | 1334 |
| Uniqueauthornames | 1235 | | | Abstracts | 296 |
| --- | --- |
| Citing&citedreferences | 19,401 | | 1 |
| Responses | 171 |
| --- | --- |
| Seminalpapers | 166 |
| Reviewpapers | 148 |
| Totalpapers | 314 |
| SeminalinMendeley | 141 |
| ReviewinMendeley | 125 |
| TotalinMendeley | 266 |
| DOIs | 256 |
| DOIsinWoS | 110 |
| Authorstotal | 1334 |
| Uniqueauthornames | 1235 | | | Journal | PRAPRBPRCPRDPREPRL |
| --- | --- |
| Numberofarticlespublishedin2000 | 1,4584,9948632,0492,2553,123 |
| Totalnumberofcitationsaccruedbycohort | 17,00549,4177,95926,07214,67570,876 |
| Fractionofjournalself-citations | 0.740.800.820.910.700.23 |
| Totalnumberofinflation-adjustedcitations | 12,92744,4017,38919,77611,42359,083 |
| Meaninflation-adjustedcitationsperarticle | 8.878.898.569.655.0718.92 |
| Medianinflation-adjustedcitationsperarticle | 4.214.715.014.592.819.99 | | 0 |
| Responses | 171 |
| --- | --- |
| Seminalpapers | 166 |
| Reviewpapers | 148 |
| Totalpapers | 314 |
| SeminalinMendeley | 141 | | | ReviewinMendeley | 125 |
| --- | --- |
| TotalinMendeley | 266 |
| DOIs | 256 |
| DOIsinWoS | 110 |
| Authorstotal | 1334 |
| Uniqueauthornames | 1235 |
| Abstracts | 296 |
| Citing&citedreferences | 19,401 | | 1 |
| Responses | 171 |
| --- | --- |
| Seminalpapers | 166 |
| Reviewpapers | 148 |
| Totalpapers | 314 |
| SeminalinMendeley | 141 | | | Totalnumberofinflation-adjustedcitations | 12,92744,4017,38919,77611,42359,083 |
| --- | --- |
| Meaninflation-adjustedcitationsperarticle | 8.878.898.569.655.0718.92 |
| Medianinflation-adjustedcitationsperarticle | 4.214.715.014.592.819.99 | | 0 |
| GTZAN | 1000 | 10 |
| --- | --- | --- |
| GTZAN,Local | 1000,756 | 10,5 |
| Uspop,Magnatune | 1414,1515 | 6,10 |
| Uspop,Magnatune | 1414,1515 | 6,10 | | | Magnatune,Local | 1515,500 | 10,5 |
| --- | --- | --- |
| LatinMusicDatabase | 3169 | 10 |
| GTZAN,ISMIR04 | 1000,1458 | 10,6 |
| Local | 500 | 5 | | 1 |
| GTZAN | 1000 | 10 |
| --- | --- | --- |
| GTZAN,Local | 1000,756 | 10,5 |
| Uspop,Magnatune | 1414,1515 | 6,10 |
| Uspop,Magnatune | 1414,1515 | 6,10 | | | Singingvoice | | | |
| --- | --- | --- | --- |
| Method | GNSDR | GSIR | GSAR |
| MLRR<br>DRNN<br>ModGD<br>U-Net | 3.85<br>7.45<br>7.50<br>7.43 | 5.63<br>13.08<br>13.73<br>11.79 | 10.70<br>9.68<br>9.45<br>10.42 |
| SH-1stack<br>SH-2stack<br>SH-4stack | 10.29<br>10.45<br>10.51 | 15.51<br>15.89<br>16.01 | 12.46<br>12.49<br>12.53 |
| Accompaniments | | | |
| Method | GNSDR | GSIR | GSAR |
| MLRR<br>U-Net | 4.19<br>7.45 | 7.80<br>11.43 | 8.22<br>10.41 |
| SH-1stack<br>SH-2stack<br>SH-4stack | 9.65<br>9.64<br>9.88 | 13.90<br>13.69<br>14.24 | 12.27<br>12.39<br>12.36 | | 0 |
| GTZAN | 1000 | 10 |
| --- | --- | --- |
| GTZAN,Local | 1000,756 | 10,5 |
| Uspop,Magnatune | 1414,1515 | 6,10 |
| Uspop,Magnatune | 1414,1515 | 6,10 |
| Magnatune,Local | 1515,500 | 10,5 |
| LatinMusicDatabase | 3169 | 10 | | | GTZAN,ISMIR04 | 1000,1458 | 10,6 |
| --- | --- | --- |
| Local | 500 | 5 | | 1 |
| GTZAN | 1000 | 10 |
| --- | --- | --- |
| GTZAN,Local | 1000,756 | 10,5 |
| Uspop,Magnatune | 1414,1515 | 6,10 |
| Uspop,Magnatune | 1414,1515 | 6,10 |
| Magnatune,Local | 1515,500 | 10,5 |
| LatinMusicDatabase | 3169 | 10 | | | Method | GNSDR | GSIR | GSAR |
| --- | --- | --- | --- |
| MLRR<br>U-Net | 4.19<br>7.45 | 7.80<br>11.43 | 8.22<br>10.41 |
| SH-1stack<br>SH-2stack<br>SH-4stack | 9.65<br>9.64<br>9.88 | 13.90<br>13.69<br>14.24 | 12.27<br>12.39<br>12.36 | | 0 |
| Threshold |
| --- |
| SoundObject |
| NANA<br>NANA<br>NANA | | | NANA |
| --- |
| 0.1NA<br>0.3NA<br>0.5NA<br>0.7NA<br>0.9NA |
| NA0.1<br>NA0.3<br>NA0.5<br>NA0.7<br>NA0.9 |
| 0.50.1<br>0.50.3<br>0.50.5<br>0.50.7<br>0.50.9 | | 1 |
| Threshold |
| --- |
| SoundObject |
| NANA<br>NANA<br>NANA | | | Method | mAP | PERR | Hit@1 | gAP |
| --- | --- | --- | --- | --- |
| Baseline+rgb+z-norm+l2-norm | 36.84 | 64.38 | 78.62 | 70.31 |
| Baseline+rgb+pcawhitening+l2-norm | 36.71 | 64.33 | 78.60 | 69.98 |
| Baseline+rgb+audio+z-norm+l2-norm | 38.61 | 69.28 | 82.75 | 75.83 |
| BINN+rgb+z-norm+l2-norm | 39.12 | 69.01 | 82.27 | 75.99 |
| BINN+rgb+pcawhitening+l2-norm | 38.42 | 69.03 | 82.31 | 75.98 |
| BINN+rgb+audio+z-norm+l2-norm | 40.91 | 72.27 | 84.96 | 79.29 | | 0 |
| Threshold |
| --- |
| SoundObject |
| NANA<br>NANA<br>NANA |
| NANA | | | 0.1NA<br>0.3NA<br>0.5NA<br>0.7NA<br>0.9NA |
| --- |
| NA0.1<br>NA0.3<br>NA0.5<br>NA0.7<br>NA0.9 |
| 0.50.1<br>0.50.3<br>0.50.5<br>0.50.7<br>0.50.9 | | 1 |
| Threshold |
| --- |
| SoundObject |
| NANA<br>NANA<br>NANA |
| NANA | | | BINN+rgb+pcawhitening+l2-norm | 38.42 | 69.03 | 82.31 | 75.98 |
| --- | --- | --- | --- | --- |
| BINN+rgb+audio+z-norm+l2-norm | 40.91 | 72.27 | 84.96 | 79.29 | | 0 |
| | TrainingTime(s) | TestingTime(s) |
| --- | --- | --- |
| L2PenaltySVMSGD | 0.098s | 0.000s | | | Passive-Aggressive | 0.112s | 0.000s |
| --- | --- | --- |
| kNN | 0.003s | 0.059s |
| BernoulliNaiveBayes | 0.024s | 0.018s | | 1 |
| | TrainingTime(s) | TestingTime(s) |
| --- | --- | --- |
| L2PenaltySVMSGD | 0.098s | 0.000s | | | Settings | DHS | DSS | Amulet | Ours |
| --- | --- | --- | --- | --- |
| Traintime(h) | – | – | 107 | 22 |
| Testrate(fps)GPU | 21.4 | 2.1 | 15.4 | 30.2 |
| Testrate(fps)CPU | 0.095 | 0.054 | 0.082 | 3.51 |
| Modelsize(MB) | 358 | 237 | 126 | 67 | | 0 |
| | TrainingTime(s) | TestingTime(s) |
| --- | --- | --- |
| L2PenaltySVMSGD | 0.098s | 0.000s |
| Passive-Aggressive | 0.112s | 0.000s | | | kNN | 0.003s | 0.059s |
| --- | --- | --- |
| BernoulliNaiveBayes | 0.024s | 0.018s | | 1 |
| | TrainingTime(s) | TestingTime(s) |
| --- | --- | --- |
| L2PenaltySVMSGD | 0.098s | 0.000s |
| Passive-Aggressive | 0.112s | 0.000s | | | Testrate(fps)CPU | 0.095 | 0.054 | 0.082 | 3.51 |
| --- | --- | --- | --- | --- |
| Modelsize(MB) | 358 | 237 | 126 | 67 | | 0 |
| 4-FaceCount | FaceSequence | DegreeSequence | Count |
| --- | --- | --- | --- |
| 4 | 4×4,23×5,1×7 | 36×3,6×4,1×6 | 1 |
| 37×3,4×4,1×5,1×6 | 1 | | |
| 5 | 5×4,22×5,1×8 | 34×3,9×4 | 8 |
| 35×3,7×4,1×5 | 20 | | |
| 36×3,5×4,2×5 | 19 | | |
| 37×3,3×4,3×5 | 1 | | |
| 37×3,4×4,1×5,1×6 | 1 | | |
| 5×4,24×5 | 32×3,11×4 | 52 | |
| 33×3,9×4,1×5 | 148 | | |
| 34×3,7×4,2×5 | 175 | | |
| 34×3,8×4,1×6 | 2 | | |
| 35×3,5×4,3×5 | 56 | | |
| 35×3,6×4,1×5,1×6 | 6 | | | | | 36×3,3×4,4×5 | 1 | | |
| --- | --- | --- | --- |
| 36×3,4×4,2×5,1×6 | 4 | | |
| 37×3,2×4,3×5,1×6 | 1 | | |
| 37×3,3×4,1×5,2×6 | 1 | | |
| All | All | All | 497 | | 1 |
| 4-FaceCount | FaceSequence | DegreeSequence | Count |
| --- | --- | --- | --- |
| 4 | 4×4,23×5,1×7 | 36×3,6×4,1×6 | 1 |
| 37×3,4×4,1×5,1×6 | 1 | | |
| 5 | 5×4,22×5,1×8 | 34×3,9×4 | 8 |
| 35×3,7×4,1×5 | 20 | | |
| 36×3,5×4,2×5 | 19 | | |
| 37×3,3×4,3×5 | 1 | | |
| 37×3,4×4,1×5,1×6 | 1 | | |
| 5×4,24×5 | 32×3,11×4 | 52 | |
| 33×3,9×4,1×5 | 148 | | |
| 34×3,7×4,2×5 | 175 | | |
| 34×3,8×4,1×6 | 2 | | |
| 35×3,5×4,3×5 | 56 | | |
| 35×3,6×4,1×5,1×6 | 6 | | | | | 0 | - | - | - | - | - | - | - | - | - |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 |
| 3 | 1 | 1 | 3 | 3 | 3 | 3 | 3 | 3 | 3 |
| 4 | 1 | 2 | 3 | 4 | 4 | 4 | 4 | 8 | 8 |
| 4,5 | 1 | 2 | 3 | 4 | 5 | 4 | 5 | 8 | 9 |
| 4,6 | 1 | 2 | 3 | 4,6 | 4,6 | 4,6 | 4,6 | 8 | 8 |
| 4,5,6,7 | 1 | 2 | 3 | 4,6 | 5,7 | 4,6 | 5,7 | 8 | 9 | | 0 |
| 4-FaceCount | FaceSequence | DegreeSequence | Count |
| --- | --- | --- | --- |
| 4 | 4×4,23×5,1×7 | 36×3,6×4,1×6 | 1 |
| 37×3,4×4,1×5,1×6 | 1 | | |
| 5 | 5×4,22×5,1×8 | 34×3,9×4 | 8 |
| 35×3,7×4,1×5 | 20 | | |
| 36×3,5×4,2×5 | 19 | | |
| 37×3,3×4,3×5 | 1 | | | | | 37×3,4×4,1×5,1×6 | 1 | | |
| --- | --- | --- | --- |
| 5×4,24×5 | 32×3,11×4 | 52 | |
| 33×3,9×4,1×5 | 148 | | |
| 34×3,7×4,2×5 | 175 | | |
| 34×3,8×4,1×6 | 2 | | |
| 35×3,5×4,3×5 | 56 | | |
| 35×3,6×4,1×5,1×6 | 6 | | |
| 36×3,3×4,4×5 | 1 | | |
| 36×3,4×4,2×5,1×6 | 4 | | |
| 37×3,2×4,3×5,1×6 | 1 | | |
| 37×3,3×4,1×5,2×6 | 1 | | |
| All | All | All | 497 | | 1 |
| 4-FaceCount | FaceSequence | DegreeSequence | Count |
| --- | --- | --- | --- |
| 4 | 4×4,23×5,1×7 | 36×3,6×4,1×6 | 1 |
| 37×3,4×4,1×5,1×6 | 1 | | |
| 5 | 5×4,22×5,1×8 | 34×3,9×4 | 8 |
| 35×3,7×4,1×5 | 20 | | |
| 36×3,5×4,2×5 | 19 | | |
| 37×3,3×4,3×5 | 1 | | | | | 4,5 | 1 | 2 | 3 | 4 | 5 | 4 | 5 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 4,6 | 1 | 2 | 3 | 4,6 | 4,6 | 4,6 | 4,6 | 8 | 8 |
| 4,5,6,7 | 1 | 2 | 3 | 4,6 | 5,7 | 4,6 | 5,7 | 8 | 9 | | 0 |
| Key<br>Age | Differential<br>Equations | Celis<br>Theorem | Sims<br>n=8192 | Sims<br>n=65536 |
| --- | --- | --- | --- | --- |
| 1 | 0.083458328 | 0.083458403 | 0.083847726±0.004951031 | 0.083431054±0.001784843 |
| 2 | 0.188976794 | 0.188976856 | 0.189757389±0.008688261 | 0.188963523±0.003113784 |
| 3 | 0.323793458 | 0.323793385 | 0.324344385±0.008153945 | 0.323768419±0.002991134 |
| 4 | 0.303363752 | 0.303363594 | 0.302252763±0.008952148 | 0.303332755±0.003156650 | | | 5 | 0.095303269 | 0.095303242 | 0.094714212±0.009595910 | 0.095374789±0.003633155 |
| --- | --- | --- | --- | --- |
| 6 | 0.005092100 | 0.005092104 | 0.005069262±0.001446734 | 0.005116963±0.000521156 |
| 7 | 0.000012417 | 0.000012417 | 0.000014264±0.000041576 | 0.000012496±0.000014498 | | 1 |
| Key<br>Age | Differential<br>Equations | Celis<br>Theorem | Sims<br>n=8192 | Sims<br>n=65536 |
| --- | --- | --- | --- | --- |
| 1 | 0.083458328 | 0.083458403 | 0.083847726±0.004951031 | 0.083431054±0.001784843 |
| 2 | 0.188976794 | 0.188976856 | 0.189757389±0.008688261 | 0.188963523±0.003113784 |
| 3 | 0.323793458 | 0.323793385 | 0.324344385±0.008153945 | 0.323768419±0.002991134 |
| 4 | 0.303363752 | 0.303363594 | 0.302252763±0.008952148 | 0.303332755±0.003156650 | | | Key<br>Age | Differential<br>Equations | Celis<br>Theorem | Sims<br>n=8192 | Sims<br>n=65536 |
| --- | --- | --- | --- | --- |
| 1 | 0.083458328 | 0.083458403 | 0.083621434±0.004965813 | 0.083429753±0.001831579 |
| 2 | 0.188976794 | 0.188976856 | 0.189157158±0.008679919 | 0.189075507±0.003140080 |
| 3 | 0.323793458 | 0.323793385 | 0.323707145±0.008193784 | 0.323798214±0.003014369 |
| 4 | 0.303363752 | 0.303363594 | 0.302934079±0.008740126 | 0.303259705±0.003202237 |
| 5 | 0.095303269 | 0.095303242 | 0.095385891±0.009795472 | 0.095321415±0.003651414 |
| 6 | 0.005092100 | 0.005092104 | 0.005182087±0.001441913 | 0.005103134±0.000523627 |
| 7 | 0.000012417 | 0.000012417 | 0.000012208±0.000039393 | 0.000012271±0.000014530 | | 0 |
| Key<br>Age | Differential<br>Equations | Celis<br>Theorem | Sims<br>n=8192 | Sims<br>n=65536 |
| --- | --- | --- | --- | --- |
| 1 | 0.083458328 | 0.083458403 | 0.083847726±0.004951031 | 0.083431054±0.001784843 |
| 2 | 0.188976794 | 0.188976856 | 0.189757389±0.008688261 | 0.188963523±0.003113784 |
| 3 | 0.323793458 | 0.323793385 | 0.324344385±0.008153945 | 0.323768419±0.002991134 |
| 4 | 0.303363752 | 0.303363594 | 0.302252763±0.008952148 | 0.303332755±0.003156650 | | | 5 | 0.095303269 | 0.095303242 | 0.094714212±0.009595910 | 0.095374789±0.003633155 |
| --- | --- | --- | --- | --- |
| 6 | 0.005092100 | 0.005092104 | 0.005069262±0.001446734 | 0.005116963±0.000521156 |
| 7 | 0.000012417 | 0.000012417 | 0.000014264±0.000041576 | 0.000012496±0.000014498 | | 1 |
| Key<br>Age | Differential<br>Equations | Celis<br>Theorem | Sims<br>n=8192 | Sims<br>n=65536 |
| --- | --- | --- | --- | --- |
| 1 | 0.083458328 | 0.083458403 | 0.083847726±0.004951031 | 0.083431054±0.001784843 |
| 2 | 0.188976794 | 0.188976856 | 0.189757389±0.008688261 | 0.188963523±0.003113784 |
| 3 | 0.323793458 | 0.323793385 | 0.324344385±0.008153945 | 0.323768419±0.002991134 |
| 4 | 0.303363752 | 0.303363594 | 0.302252763±0.008952148 | 0.303332755±0.003156650 | | | 6 | 0.005092100 | 0.005092104 | 0.005182087±0.001441913 | 0.005103134±0.000523627 |
| --- | --- | --- | --- | --- |
| 7 | 0.000012417 | 0.000012417 | 0.000012208±0.000039393 | 0.000012271±0.000014530 | | 0 |
| FullupdatewithoutGeStore | 833minutes |
| --- | --- |
| FullupdatewithGeStore | 965minutes |
| FullupdatewithGeStore,cachedDB | 859minutes | | | 1-monthincrementalupdate | 61minutes |
| --- | --- |
| 4-monthincrementalupdate | 99minutes | | 1 |
| FullupdatewithoutGeStore | 833minutes |
| --- | --- |
| FullupdatewithGeStore | 965minutes |
| FullupdatewithGeStore,cachedDB | 859minutes | | | Add201409UniProtKB | 182minutes |
| --- | --- |
| Updateto201410UniProtKB | 144minutes |
| RetrieveUniProtKB | 36minutes |
| RetrievecachedUniProtKB | 12minutes |
| RetrieveincrementalUniProtKB | 5minutes |
| RetrievecachedincrementalUniProtKB | 26seconds | | 0 |
| FullupdatewithoutGeStore | 833minutes |
| --- | --- |
| FullupdatewithGeStore | 965minutes | | | FullupdatewithGeStore,cachedDB | 859minutes |
| --- | --- |
| 1-monthincrementalupdate | 61minutes |
| 4-monthincrementalupdate | 99minutes | | 1 |
| FullupdatewithoutGeStore | 833minutes |
| --- | --- |
| FullupdatewithGeStore | 965minutes | | | RetrievecachedUniProtKB | 12minutes |
| --- | --- |
| RetrieveincrementalUniProtKB | 5minutes |
| RetrievecachedincrementalUniProtKB | 26seconds | | 0 |
| Method | Rank1 | Rank5 | Rank10 | Rank20 |
| --- | --- | --- | --- | --- |
| SDALF | 9.9 | 22.6 | 30.3 | 41.0 | | | eSDC | 19.7 | 32.7 | 40.3 | 50.6 |
| --- | --- | --- | --- | --- |
| LMNN | 13.5 | 31.3 | 42.3 | 54.1 |
| ITML | 16.0 | 35.2 | 45.6 | 59.8 |
| SalMatch | 28.5 | 45.9 | 55.7 | 68.0 |
| Midlevel | 34.3 | 55.1 | 65.0 | 74.9 |
| Ours | 29.2 | 54.7 | 66.3 | 77.6 |
| MetricEnsembles | 53.4 | 76.7 | 84.4 | 90.1 |
| Ours+kLFDA | 39.5 | 62.1 | 74.3 | 82.9 | | 1 |
| Method | Rank1 | Rank5 | Rank10 | Rank20 |
| --- | --- | --- | --- | --- |
| SDALF | 9.9 | 22.6 | 30.3 | 41.0 | | | Methodno. | Rank/Score | F-Measure | pseudoF-Measure | PSNR | DRD |
| --- | --- | --- | --- | --- | --- |
| 1 | 1/51.3792 | 88.55 | 92.25 | 18.28 | 5.57 |
| 2 | 3/50.2433 | 86.79 | 86.29 | 17.64 | 6.08 |
| 3 | 2/50.7329 | 87.30 | 89.50 | 17.95 | 5.87 |
| Otsu | - | 77.75 | 79.98 | 15.42 | 31.11 |
| GridbasedSauvola | - | 85.29 | 87.75 | 17.73 | 9.99 |
| ESBK | - | 84.03 | 86.43 | 17.60 | 14.79 |
| Su’smethod | - | 88.21 | 88.82 | 18.27 | 5.44 |
| PC | - | 90.19 | 91.35 | 19.89 | 5.23 |
| Howe | - | 89.58 | 91.88 | 18.53 | 4.11 | | 0 |
| Method | Rank1 | Rank5 | Rank10 | Rank20 |
| --- | --- | --- | --- | --- |
| SDALF | 9.9 | 22.6 | 30.3 | 41.0 |
| eSDC | 19.7 | 32.7 | 40.3 | 50.6 |
| LMNN | 13.5 | 31.3 | 42.3 | 54.1 |
| ITML | 16.0 | 35.2 | 45.6 | 59.8 |
| SalMatch | 28.5 | 45.9 | 55.7 | 68.0 |
| Midlevel | 34.3 | 55.1 | 65.0 | 74.9 |
| Ours | 29.2 | 54.7 | 66.3 | 77.6 | | | MetricEnsembles | 53.4 | 76.7 | 84.4 | 90.1 |
| --- | --- | --- | --- | --- |
| Ours+kLFDA | 39.5 | 62.1 | 74.3 | 82.9 | | 1 |
| Method | Rank1 | Rank5 | Rank10 | Rank20 |
| --- | --- | --- | --- | --- |
| SDALF | 9.9 | 22.6 | 30.3 | 41.0 |
| eSDC | 19.7 | 32.7 | 40.3 | 50.6 |
| LMNN | 13.5 | 31.3 | 42.3 | 54.1 |
| ITML | 16.0 | 35.2 | 45.6 | 59.8 |
| SalMatch | 28.5 | 45.9 | 55.7 | 68.0 |
| Midlevel | 34.3 | 55.1 | 65.0 | 74.9 |
| Ours | 29.2 | 54.7 | 66.3 | 77.6 | | | GridbasedSauvola | - | 85.29 | 87.75 | 17.73 | 9.99 |
| --- | --- | --- | --- | --- | --- |
| ESBK | - | 84.03 | 86.43 | 17.60 | 14.79 |
| Su’smethod | - | 88.21 | 88.82 | 18.27 | 5.44 |
| PC | - | 90.19 | 91.35 | 19.89 | 5.23 |
| Howe | - | 89.58 | 91.88 | 18.53 | 4.11 | | 0 |
| Architecture | Type | Accuracy |
| --- | --- | --- |
| Cifar[21] | Character | 98.60 |
| Cifar[21] | vattu | 95.46 |
| Lenet[22] | Character | 98.62 |
| Lenet[22] | vattu | 95.59 | | | Ours | Character | 98.74 |
| --- | --- | --- |
| Ours | vattu | 96.10 | | 1 |
| Architecture | Type | Accuracy |
| --- | --- | --- |
| Cifar[21] | Character | 98.60 |
| Cifar[21] | vattu | 95.46 |
| Lenet[22] | Character | 98.62 |
| Lenet[22] | vattu | 95.59 | | | Architecture | #classes | STL-10 | CIFAR-10(400) | CIFAR-10 | Caltech-101 |
| --- | --- | --- | --- | --- | --- |
| 32c5-32c5-64f | 8000 | 63.8±0.4 | 66.1±0.4 | 71.3 | 78.2±0.6 |
| 64c5-64c5-128f | 8000 | 67.1±0.3 | 69.7±0.3 | 75.7 | 79.8±0.5 |
| 64c7-64c5-128f | 8000 | 66.3±0.4 | 69.5±0.3 | 75.0 | 79.4±0.7 |
| 64c5-64c5-64c5-128f | 8000 | 68.5±0.3 | 70.9±0.3 | 77.0 | 82.2±0.7 |
| 64c5-64c5-64c5-64c5-128f | 8000 | 64.7±0.5 | 67.5±0.3 | 75.2 | 75.7±0.4 |
| 128c5-64c5-128f | 8000 | 67.2±0.4 | 69.9±0.2 | 76.1 | 80.1±0.5 |
| 64c5-256c5-128f | 8000 | 69.2±0.3 | 71.7±0.3 | 77.9 | 81.6±0.5 |
| 64c5-64c5-512f | 8000 | 69.0±0.4 | 71.7±0.2 | 79.3 | 82.9±0.4 |
| 128c5-256c5-512f | 8000 | 71.2±0.3 | 73.9±0.3 | 81.5 | 84.3±0.6 |
| 128c5-256c5-512f | 16000 | 71.9±0.3 | 74.3±0.3 | 81.4 | 84.6±0.6 |
| 64c5-128c5-256c5-512f | 16000 | 72.8±0.4 | 75.3±0.3 | 82.0 | 85.5±0.4 |
| 92c5-256c5-512c5-1024f | 16000 | 73.9±0.4 | 76.0±0.2 | 83.6 | 86.9±0.6 | | 0 |
| Architecture | Type | Accuracy |
| --- | --- | --- |
| Cifar[21] | Character | 98.60 | | | Cifar[21] | vattu | 95.46 |
| --- | --- | --- |
| Lenet[22] | Character | 98.62 |
| Lenet[22] | vattu | 95.59 |
| Ours | Character | 98.74 |
| Ours | vattu | 96.10 | | 1 |
| Architecture | Type | Accuracy |
| --- | --- | --- |
| Cifar[21] | Character | 98.60 | | | 128c5-64c5-128f | 8000 | 67.2±0.4 | 69.9±0.2 | 76.1 | 80.1±0.5 |
| --- | --- | --- | --- | --- | --- |
| 64c5-256c5-128f | 8000 | 69.2±0.3 | 71.7±0.3 | 77.9 | 81.6±0.5 |
| 64c5-64c5-512f | 8000 | 69.0±0.4 | 71.7±0.2 | 79.3 | 82.9±0.4 |
| 128c5-256c5-512f | 8000 | 71.2±0.3 | 73.9±0.3 | 81.5 | 84.3±0.6 |
| 128c5-256c5-512f | 16000 | 71.9±0.3 | 74.3±0.3 | 81.4 | 84.6±0.6 |
| 64c5-128c5-256c5-512f | 16000 | 72.8±0.4 | 75.3±0.3 | 82.0 | 85.5±0.4 |
| 92c5-256c5-512c5-1024f | 16000 | 73.9±0.4 | 76.0±0.2 | 83.6 | 86.9±0.6 | | 0 |
| Parameter | RangeofParameter |
| --- | --- |
| InlineRange | [100−750] | | | CrosslineRange | [300−1250] |
| --- | --- |
| ZRange | [0−1848] |
| Size(km) | [24∗16] | | 1 |
| Parameter | RangeofParameter |
| --- | --- |
| InlineRange | [100−750] | | | Parameter | Value |
| --- | --- |
| k(BM25parameter) | 2.8 |
| b(LeftBound)1 | 2.9 |
| b(RightBound)2 | 3.7 |
| B(Growthparameter)1 | 1 |
| B(Growthparameter)2 | 1 |
| c(Troughcurvature) | 0.5 | | 0 |
| Parameter | RangeofParameter |
| --- | --- |
| InlineRange | [100−750] | | | CrosslineRange | [300−1250] |
| --- | --- |
| ZRange | [0−1848] |
| Size(km) | [24∗16] | | 1 |
| Parameter | RangeofParameter |
| --- | --- |
| InlineRange | [100−750] | | | B(Growthparameter)1 | 1 |
| --- | --- |
| B(Growthparameter)2 | 1 |
| c(Troughcurvature) | 0.5 | | 0 |
| | densesampling | keypointsampling |
| --- | --- | --- |
| SURF | 84.8485 | 76.431 |
| RGB+SURF | 86.1953 | 79.1245 | | | HSV+SURF | 84.1751 | 85.1064 |
| --- | --- | --- |
| LAB+SURF | 92.2559 | 84.8484 |
| YUV+SURF | 85.1852 | 80.4713 | | 1 |
| | densesampling | keypointsampling |
| --- | --- | --- |
| SURF | 84.8485 | 76.431 |
| RGB+SURF | 86.1953 | 79.1245 | | | Datasets | RGB-hist | HOG | RIFT | SIFT | SURF | Proposed |
| --- | --- | --- | --- | --- | --- | --- |
| VideoPose2 | 1.0173 | 1.1166 | 1.1147 | 0.2277 | 1.5360 | 0.1901 |
| PosesintheWild | 1.0527 | 1.1011 | 1.1848 | 0.2365 | 1.5469 | 0.1993 |
| ICDPose | 1.8711 | 1.6978 | 1.8157 | 0.5040 | 2.7237 | 0.4396 |
| OutdoorPose | 1.7909 | 1.6121 | 1.7402 | 0.4144 | 2.5802 | 0.3527 | | 0 |
| | densesampling | keypointsampling |
| --- | --- | --- |
| SURF | 84.8485 | 76.431 |
| RGB+SURF | 86.1953 | 79.1245 | | | HSV+SURF | 84.1751 | 85.1064 |
| --- | --- | --- |
| LAB+SURF | 92.2559 | 84.8484 |
| YUV+SURF | 85.1852 | 80.4713 | | 1 |
| | densesampling | keypointsampling |
| --- | --- | --- |
| SURF | 84.8485 | 76.431 |
| RGB+SURF | 86.1953 | 79.1245 | | | ICDPose | 1.8711 | 1.6978 | 1.8157 | 0.5040 | 2.7237 | 0.4396 |
| --- | --- | --- | --- | --- | --- | --- |
| OutdoorPose | 1.7909 | 1.6121 | 1.7402 | 0.4144 | 2.5802 | 0.3527 | | 0 |
| #ofcalls |
| --- |
| 2 |
| 1 |
| 2 |
| 2 | | | 1 |
| --- |
| | | 1 |
| #ofcalls |
| --- |
| 2 |
| 1 |
| 2 |
| 2 | | | No. |
| --- |
| 1 |
| 2 |
| 3 |
| 4 |
| 5 | | 0 |
| #ofcalls |
| --- |
| 2 |
| 1 |
| 2 | | | 2 |
| --- |
| 1 |
| | | 1 |
| #ofcalls |
| --- |
| 2 |
| 1 |
| 2 | | | 3 |
| --- |
| 4 |
| 5 | | 0 |
| RunningTime |
| --- |
| 12.86s |
| 18.22s | | | 4.20s |
| --- |
| 2.55s | | 1 |
| RunningTime |
| --- |
| 12.86s |
| 18.22s | | | Timings |
| --- |
| 412.579 |
| 159.950 |
| 62.638 |
| 4.572 |
| 3.175 |
| 1.113 | | 0 |
| RunningTime |
| --- |
| 12.86s | | | 18.22s |
| --- |
| 4.20s |
| 2.55s | | 1 |
| RunningTime |
| --- |
| 12.86s | | | 4.572 |
| --- |
| 3.175 |
| 1.113 | | 0 |
| PLANTED | l<ld | l<l<lds | l<l<lsl | l<ll |
| --- | --- | --- | --- | --- |
| BP,randominit. | converges | converges | converges | converges |
| BPfixedpoint | uniform | uniform | uniform | planted | | | BP,plantedinit. | converges | converges | converges | converges |
| --- | --- | --- | --- | --- |
| BPfixedpoint | uniform | planted | planted | planted |
| #ofsolutions | exponential | exponential | one/two | one/two |
| findingsolution | easy | hard | hard | easy |
| reconstruction | notpossible | possible | possible | possible |
| robustrecons. | notpossible | notpossible | notpossible | possible | | 1 |
| PLANTED | l<ld | l<l<lds | l<l<lsl | l<ll |
| --- | --- | --- | --- | --- |
| BP,randominit. | converges | converges | converges | converges |
| BPfixedpoint | uniform | uniform | uniform | planted | | | Graphclass | Lowerbound | Complexity | Approximability | References |
| --- | --- | --- | --- | --- |
| Allgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Chordal | Θ(log(n)) | NP-c | log-APX-hard | |
| Splitgraphs | Θ(log(n)) | NP-c | log-APX-hard | |
| Bipartite | Θ(log(n)) | NP-c | log-APX-hard | |
| Co-bipartite | Θ(log(n)) | NP-c | log-APX-hard | |
| Claw-free | Θ(log(n)) | NP-c | log-APX-hard | |
| Interval | Θ(n) | NP-c | open | |
| Unitinterval | Θ(n) | open | PTAS | |
| Permutation | Θ(n) | NP-c | open | |
| Linegraphs | Θ(n) | NP-c | APX(4) | |
| Planar | Θ(n) | NP-c | APX(7) | | | 0 |
| PLANTED | l<ld | l<l<lds | l<l<lsl | l<ll |
| --- | --- | --- | --- | --- |
| BP,randominit. | converges | converges | converges | converges |
| BPfixedpoint | uniform | uniform | uniform | planted |
| BP,plantedinit. | converges | converges | converges | converges |
| BPfixedpoint | uniform | planted | planted | planted |
| #ofsolutions | exponential | exponential | one/two | one/two |
| findingsolution | easy | hard | hard | easy | | | reconstruction | notpossible | possible | possible | possible |
| --- | --- | --- | --- | --- |
| robustrecons. | notpossible | notpossible | notpossible | possible | | 1 |
| PLANTED | l<ld | l<l<lds | l<l<lsl | l<ll |
| --- | --- | --- | --- | --- |
| BP,randominit. | converges | converges | converges | converges |
| BPfixedpoint | uniform | uniform | uniform | planted |
| BP,plantedinit. | converges | converges | converges | converges |
| BPfixedpoint | uniform | planted | planted | planted |
| #ofsolutions | exponential | exponential | one/two | one/two |
| findingsolution | easy | hard | hard | easy | | | Permutation | Θ(n) | NP-c | open | |
| --- | --- | --- | --- | --- |
| Linegraphs | Θ(n) | NP-c | APX(4) | |
| Planar | Θ(n) | NP-c | APX(7) | | | 0 |
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