premise string | hypothesis string | label int64 |
|---|---|---|
| | lr=.002,gc=1 | lr=.002 | lr=.0002,gc=1 | lr=.0002 |
| --- | --- | --- | --- | --- |
| tanh,β=0 | 1.71 | 1.55 | 2.15 | 2.15 | | | tanh,β=500 | 1.57 | 2.70 | 1.79 | 1.80 |
| --- | --- | --- | --- | --- |
| ReLU,β=0 | 1.78 | 1.69 | 1.93 | 1.93 |
| ReLU,β=500 | 1.74 | 1.73 | 1.65 | 2.04 |
| TRec,β=0 | 1.62 | 1.63 | 1.95 | 1.88 |
| TRec,β=500 | 1.48 | 1.49 | 1.56 | 1.56 | | 1 |
| | lr=.002,gc=1 | lr=.002 | lr=.0002,gc=1 | lr=.0002 |
| --- | --- | --- | --- | --- |
| tanh,β=0 | 1.71 | 1.55 | 2.15 | 2.15 | | | 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 |
| | lr=.002,gc=1 | lr=.002 | lr=.0002,gc=1 | lr=.0002 |
| --- | --- | --- | --- | --- |
| tanh,β=0 | 1.71 | 1.55 | 2.15 | 2.15 |
| tanh,β=500 | 1.57 | 2.70 | 1.79 | 1.80 | | | ReLU,β=0 | 1.78 | 1.69 | 1.93 | 1.93 |
| --- | --- | --- | --- | --- |
| ReLU,β=500 | 1.74 | 1.73 | 1.65 | 2.04 |
| TRec,β=0 | 1.62 | 1.63 | 1.95 | 1.88 |
| TRec,β=500 | 1.48 | 1.49 | 1.56 | 1.56 | | 1 |
| | lr=.002,gc=1 | lr=.002 | lr=.0002,gc=1 | lr=.0002 |
| --- | --- | --- | --- | --- |
| tanh,β=0 | 1.71 | 1.55 | 2.15 | 2.15 |
| tanh,β=500 | 1.57 | 2.70 | 1.79 | 1.80 | | | 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 |
| lang | uniquetokens | tokens |
| --- | --- | --- |
| en | 4.238 | 902.044 |
| de | 4.233 | 312.380 |
| fr | 1.749 | 247.492 | | | ru | 1.766 | 202.163 |
| --- | --- | --- |
| it | 1.411 | 178.378 |
| nl | 2.021 | 105.224 |
| pt | 0.873 | 96.712 |
| sv | 1.730 | 82.376 |
| es | 0.829 | 76.587 |
| ar | 1.653 | 46.481 |
| fa | 0.925 | 32.557 | | 1 |
| lang | uniquetokens | tokens |
| --- | --- | --- |
| en | 4.238 | 902.044 |
| de | 4.233 | 312.380 |
| fr | 1.749 | 247.492 | | | Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| USA | -17.2 | 2.4 | 0.07 | 5.2 | -0.09 | -0.55 |
| MEX | -16.9 | 1.8 | -1.7 | 4.8 | -0.31 | -0.10 |
| CAN | -8.4 | 0.84 | 0.02 | 3.4 | 2.6 | 9.6 |
| JPN | -7.3 | 3.3 | -1.5 | 2.8 | 2.3 | 5.3 |
| GBR | -2.4 | 1.1 | -0.43 | 0.74 | 0.48 | -0.56 |
| ESP | -2.2 | 1.0 | -0.05 | 0.80 | 1.4 | 2.4 |
| PAN | -1.9 | 1.1 | -0.12 | 0.92 | 1.5 | 2.2 |
| CRI | -1.6 | 1.5 | -0.15 | 1.1 | 3.0 | 9.6 |
| FRA | -1.2 | 0.93 | -0.02 | 0.67 | 1.6 | 3.6 |
| DEU | -1.0 | 1.3 | 0.21 | 0.75 | 2.0 | 3.4 |
| COL | -0.77 | 1.3 | -0.02 | 0.43 | 1.0 | 0.72 |
| ITA | -0.71 | 1.5 | 0.17 | 0.55 | 1.0 | 0.54 |
| CHN | -0.68 | 1.6 | -0.02 | 0.25 | 0.88 | 0.55 |
| CHL | -0.65 | 1.7 | 0.30 | 0.84 | 2.6 | 7.1 |
| SLV | -0.61 | 1.2 | -0.01 | 0.54 | 1.3 | 1.1 |
| NZL | -0.58 | 1.4 | 0.02 | 0.48 | 2.2 | 5.4 |
| BRA | -0.52 | 1.4 | -0.03 | 0.60 | 3.2 | 11.6 |
| ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 |
| BEL | -0.24 | 1.8 | 0.14 | 0.47 | 2.1 | 3.6 |
| ISR | -0.24 | 1.8 | 0.08 | 0.34 | 0.81 | 0.04 |
| Average | -3.0 | 1.6 | -0.11 | 1.3 | 1.7 | 4.0 | | 0 |
| lang | uniquetokens | tokens |
| --- | --- | --- |
| en | 4.238 | 902.044 |
| de | 4.233 | 312.380 |
| fr | 1.749 | 247.492 |
| ru | 1.766 | 202.163 |
| it | 1.411 | 178.378 |
| nl | 2.021 | 105.224 |
| pt | 0.873 | 96.712 |
| sv | 1.730 | 82.376 | | | es | 0.829 | 76.587 |
| --- | --- | --- |
| ar | 1.653 | 46.481 |
| fa | 0.925 | 32.557 | | 1 |
| lang | uniquetokens | tokens |
| --- | --- | --- |
| en | 4.238 | 902.044 |
| de | 4.233 | 312.380 |
| fr | 1.749 | 247.492 |
| ru | 1.766 | 202.163 |
| it | 1.411 | 178.378 |
| nl | 2.021 | 105.224 |
| pt | 0.873 | 96.712 |
| sv | 1.730 | 82.376 | | | NZL | -0.58 | 1.4 | 0.02 | 0.48 | 2.2 | 5.4 |
| --- | --- | --- | --- | --- | --- | --- |
| BRA | -0.52 | 1.4 | -0.03 | 0.60 | 3.2 | 11.6 |
| ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 |
| BEL | -0.24 | 1.8 | 0.14 | 0.47 | 2.1 | 3.6 |
| ISR | -0.24 | 1.8 | 0.08 | 0.34 | 0.81 | 0.04 |
| Average | -3.0 | 1.6 | -0.11 | 1.3 | 1.7 | 4.0 | | 0 |
| Lossname | L(x,y) |
| --- | --- |
| Logistic | −yx<br>log(1+e) |
| Squared | (x−y) | | | SquaredHinge | L=(max(1−yx,0)) |
| --- | --- |
| Hinge | max(1−yx,0) |
| Huber | (max(1−yx,0))ifyx≥−1;−2yxotherwise | | 1 |
| Lossname | L(x,y) |
| --- | --- |
| Logistic | −yx<br>log(1+e) |
| Squared | (x−y) | | | lossfunctionused | testerrorrate |
| --- | --- |
| L | 6.78 |
| (Grad-CAM++)L | 6.74 |
| L(Grad-CAM) | 6.86 |
| L+L | 5.68 |
| L(Grad-CAM++)+L | 5.56 |
| L(Grad-CAM)+L | 5.8 | | 0 |
| Lossname | L(x,y) |
| --- | --- |
| Logistic | −yx<br>log(1+e) |
| Squared | (x−y) | | | SquaredHinge | L=(max(1−yx,0)) |
| --- | --- |
| Hinge | max(1−yx,0) |
| Huber | (max(1−yx,0))ifyx≥−1;−2yxotherwise | | 1 |
| Lossname | L(x,y) |
| --- | --- |
| Logistic | −yx<br>log(1+e) |
| Squared | (x−y) | | | (Grad-CAM++)L | 6.74 |
| --- | --- |
| L(Grad-CAM) | 6.86 |
| L+L | 5.68 |
| L(Grad-CAM++)+L | 5.56 |
| L(Grad-CAM)+L | 5.8 | | 0 |
| -classe1800(attendus=169,ramenes=78.00,corrects=3.00)<br>rappel=0.018precision=0.038f-mesure=0.024 |
| --- |
| -classe1810(attendus=169,ramenes=93.00,corrects=19.00)<br>rappel=0.112precision=0.204f-mesure=0.145 |
| -classe1820(attendus=169,ramenes=225.00,corrects=28.00)<br>rappel=0.166precision=0.124f-mesure=0.142 |
| -classe1830(attendus=169,ramenes=525.00,corrects=49.00)<br>rappel=0.290precision=0.093f-mesure=0.141 |
| -classe1840(attendus=169,ramenes=84.00,corrects=6.00)<br>rappel=0.036precision=0.071f-mesure=0.047 |
| -classe1850(attendus=169,ramenes=142.00,corrects=8.00)<br>rappel=0.047precision=0.056f-mesure=0.051 |
| -classe1860(attendus=170,ramenes=95.00,corrects=6.00)<br>rappel=0.035precision=0.063f-mesure=0.045 |
| -classe1870(attendus=169,ramenes=89.00,corrects=9.00)<br>rappel=0.053precision=0.101f-mesure=0.070 |
| -classe1880(attendus=169,ramenes=148.00,corrects=14.00)<br>rappel=0.083precision=0.095f-mesure=0.088 |
| -classe1890(attendus=197,ramenes=108.00,corrects=10.00)<br>rappel=0.051precision=0.093f-mesure=0.066 | | | -classe1900(attendus=203,ramenes=319.00,corrects=23.00)<br>rappel=0.113precision=0.072f-mesure=0.088 |
| --- |
| -classe1910(attendus=201,ramenes=89.00,corrects=5.00)<br>rappel=0.025precision=0.056f-mesure=0.034 |
| -classe1920(attendus=200,ramenes=166.00,corrects=13.00)<br>rappel=0.065precision=0.078f-mesure=0.071 |
| -classe1930(attendus=200,ramenes=101.00,corrects=10.00)<br>rappel=0.050precision=0.099f-mesure=0.066 |
| -classe1940(attendus=198,ramenes=459.00,corrects=62.00)<br>rappel=0.313precision=0.135f-mesure=0.189 |
| -surl’ensembledes15classes<br>macrorappel=0.097macroprecision=0.092macroF-mesure=0.095 | | 1 |
| -classe1800(attendus=169,ramenes=78.00,corrects=3.00)<br>rappel=0.018precision=0.038f-mesure=0.024 |
| --- |
| -classe1810(attendus=169,ramenes=93.00,corrects=19.00)<br>rappel=0.112precision=0.204f-mesure=0.145 |
| -classe1820(attendus=169,ramenes=225.00,corrects=28.00)<br>rappel=0.166precision=0.124f-mesure=0.142 |
| -classe1830(attendus=169,ramenes=525.00,corrects=49.00)<br>rappel=0.290precision=0.093f-mesure=0.141 |
| -classe1840(attendus=169,ramenes=84.00,corrects=6.00)<br>rappel=0.036precision=0.071f-mesure=0.047 |
| -classe1850(attendus=169,ramenes=142.00,corrects=8.00)<br>rappel=0.047precision=0.056f-mesure=0.051 |
| -classe1860(attendus=170,ramenes=95.00,corrects=6.00)<br>rappel=0.035precision=0.063f-mesure=0.045 |
| -classe1870(attendus=169,ramenes=89.00,corrects=9.00)<br>rappel=0.053precision=0.101f-mesure=0.070 |
| -classe1880(attendus=169,ramenes=148.00,corrects=14.00)<br>rappel=0.083precision=0.095f-mesure=0.088 |
| -classe1890(attendus=197,ramenes=108.00,corrects=10.00)<br>rappel=0.051precision=0.093f-mesure=0.066 | | | -classe1800(attendus=169,ramenes=77.00,corrects=3.00)<br>rappel=0.018precision=0.039f-mesure=0.024 |
| --- |
| -classe1810(attendus=169,ramenes=91.00,corrects=19.00)<br>rappel=0.112precision=0.209f-mesure=0.146 |
| -classe1820(attendus=169,ramenes=226.00,corrects=28.00)<br>rappel=0.166precision=0.124f-mesure=0.142 |
| -classe1830(attendus=169,ramenes=525.00,corrects=49.00)<br>rappel=0.290precision=0.093f-mesure=0.141 |
| -classe1840(attendus=169,ramenes=85.00,corrects=6.00)<br>rappel=0.036precision=0.071f-mesure=0.047 |
| -classe1850(attendus=169,ramenes=143.00,corrects=8.00)<br>rappel=0.047precision=0.056f-mesure=0.051 |
| -classe1860(attendus=170,ramenes=96.00,corrects=6.00)<br>rappel=0.035precision=0.062f-mesure=0.045 |
| -classe1870(attendus=169,ramenes=87.00,corrects=9.00)<br>rappel=0.053precision=0.103f-mesure=0.070 |
| -classe1880(attendus=169,ramenes=149.00,corrects=14.00)<br>rappel=0.083precision=0.094f-mesure=0.088 |
| -classe1890(attendus=197,ramenes=108.00,corrects=10.00)<br>rappel=0.051precision=0.093f-mesure=0.066 |
| -classe1900(attendus=203,ramenes=320.00,corrects=24.00)<br>rappel=0.118precision=0.075f-mesure=0.092 |
| -classe1910(attendus=201,ramenes=86.00,corrects=4.00)<br>rappel=0.020precision=0.047f-mesure=0.028 |
| -classe1920(attendus=200,ramenes=169.00,corrects=13.00)<br>rappel=0.065precision=0.077f-mesure=0.070 |
| -classe1930(attendus=200,ramenes=104.00,corrects=10.00)<br>rappel=0.050precision=0.096f-mesure=0.066 |
| -classe1940(attendus=198,ramenes=455.00,corrects=62.00)<br>rappel=0.313precision=0.136f-mesure=0.190 |
| -surl’ensembledes15classes<br>macrorappel=0.097macroprecision=0.092macroF-mesure=0.094 | | 0 |
| -classe1800(attendus=169,ramenes=78.00,corrects=3.00)<br>rappel=0.018precision=0.038f-mesure=0.024 |
| --- |
| -classe1810(attendus=169,ramenes=93.00,corrects=19.00)<br>rappel=0.112precision=0.204f-mesure=0.145 |
| -classe1820(attendus=169,ramenes=225.00,corrects=28.00)<br>rappel=0.166precision=0.124f-mesure=0.142 |
| -classe1830(attendus=169,ramenes=525.00,corrects=49.00)<br>rappel=0.290precision=0.093f-mesure=0.141 |
| -classe1840(attendus=169,ramenes=84.00,corrects=6.00)<br>rappel=0.036precision=0.071f-mesure=0.047 |
| -classe1850(attendus=169,ramenes=142.00,corrects=8.00)<br>rappel=0.047precision=0.056f-mesure=0.051 |
| -classe1860(attendus=170,ramenes=95.00,corrects=6.00)<br>rappel=0.035precision=0.063f-mesure=0.045 | | | -classe1870(attendus=169,ramenes=89.00,corrects=9.00)<br>rappel=0.053precision=0.101f-mesure=0.070 |
| --- |
| -classe1880(attendus=169,ramenes=148.00,corrects=14.00)<br>rappel=0.083precision=0.095f-mesure=0.088 |
| -classe1890(attendus=197,ramenes=108.00,corrects=10.00)<br>rappel=0.051precision=0.093f-mesure=0.066 |
| -classe1900(attendus=203,ramenes=319.00,corrects=23.00)<br>rappel=0.113precision=0.072f-mesure=0.088 |
| -classe1910(attendus=201,ramenes=89.00,corrects=5.00)<br>rappel=0.025precision=0.056f-mesure=0.034 |
| -classe1920(attendus=200,ramenes=166.00,corrects=13.00)<br>rappel=0.065precision=0.078f-mesure=0.071 |
| -classe1930(attendus=200,ramenes=101.00,corrects=10.00)<br>rappel=0.050precision=0.099f-mesure=0.066 |
| -classe1940(attendus=198,ramenes=459.00,corrects=62.00)<br>rappel=0.313precision=0.135f-mesure=0.189 |
| -surl’ensembledes15classes<br>macrorappel=0.097macroprecision=0.092macroF-mesure=0.095 | | 1 |
| -classe1800(attendus=169,ramenes=78.00,corrects=3.00)<br>rappel=0.018precision=0.038f-mesure=0.024 |
| --- |
| -classe1810(attendus=169,ramenes=93.00,corrects=19.00)<br>rappel=0.112precision=0.204f-mesure=0.145 |
| -classe1820(attendus=169,ramenes=225.00,corrects=28.00)<br>rappel=0.166precision=0.124f-mesure=0.142 |
| -classe1830(attendus=169,ramenes=525.00,corrects=49.00)<br>rappel=0.290precision=0.093f-mesure=0.141 |
| -classe1840(attendus=169,ramenes=84.00,corrects=6.00)<br>rappel=0.036precision=0.071f-mesure=0.047 |
| -classe1850(attendus=169,ramenes=142.00,corrects=8.00)<br>rappel=0.047precision=0.056f-mesure=0.051 |
| -classe1860(attendus=170,ramenes=95.00,corrects=6.00)<br>rappel=0.035precision=0.063f-mesure=0.045 | | | -classe1940(attendus=198,ramenes=455.00,corrects=62.00)<br>rappel=0.313precision=0.136f-mesure=0.190 |
| --- |
| -surl’ensembledes15classes<br>macrorappel=0.097macroprecision=0.092macroF-mesure=0.094 | | 0 |
| Solvers | #Solved(#SAT-#UNSAT) | AverageTime |
| --- | --- | --- |
| Minisat2.2 | 209(134-75) | 585.19s | | | SIZE-Glucose | 230(131-99) | 533.86s |
| --- | --- | --- |
| CVSIDS-Glucose | 240(140-100) | 622.23s |
| LBD-Glucose | 236(136-100) | 481.66s |
| DegComp-Glucose | 248(146-102) | 571.31s | | 1 |
| Solvers | #Solved(#SAT-#UNSAT) | AverageTime |
| --- | --- | --- |
| Minisat2.2 | 209(134-75) | 585.19s | | | Solvers | #Solved(#SAT-#UNSAT) | AverageTime |
| --- | --- | --- |
| Minisat2.2 | 138(65-73) | 1194.85s |
| SIZE-Glucose | 156(67-89) | 1396.73s |
| CVSIDS-Glucose | 165(67-98) | 1368.99s |
| LBD-Glucose | 165(68-97) | 1142.33s |
| DegComp-Glucose | 164(69-95) | 1456.34s | | 0 |
| Solvers | #Solved(#SAT-#UNSAT) | AverageTime |
| --- | --- | --- |
| Minisat2.2 | 209(134-75) | 585.19s |
| SIZE-Glucose | 230(131-99) | 533.86s | | | CVSIDS-Glucose | 240(140-100) | 622.23s |
| --- | --- | --- |
| LBD-Glucose | 236(136-100) | 481.66s |
| DegComp-Glucose | 248(146-102) | 571.31s | | 1 |
| Solvers | #Solved(#SAT-#UNSAT) | AverageTime |
| --- | --- | --- |
| Minisat2.2 | 209(134-75) | 585.19s |
| SIZE-Glucose | 230(131-99) | 533.86s | | | CVSIDS-Glucose | 165(67-98) | 1368.99s |
| --- | --- | --- |
| LBD-Glucose | 165(68-97) | 1142.33s |
| DegComp-Glucose | 164(69-95) | 1456.34s | | 0 |
| | Utility(weightedreplicateddata) | |
| --- | --- | --- |
| day | average | standarddeviation |
| 1 | 34487 | 6086 | | | 2 | 60489 | 8141 |
| --- | --- | --- |
| 3 | 69658 | 5496 | | 1 |
| | Utility(weightedreplicateddata) | |
| --- | --- | --- |
| day | average | standarddeviation |
| 1 | 34487 | 6086 | | | | Kosarak | Retail | Q148 | Webdocs |
| --- | --- | --- | --- | --- |
| Count | 8019015 | 908576 | 234954 | 299887139 |
| Distinctitems | 41270 | 16470 | 11824 | 5267656 |
| Min | 1 | 0 | 0 | 1 |
| Max | 41270 | 16469 | 149464496 | 5267656 |
| Mean | 2387.2 | 3264.7 | 3392.9 | 122715 |
| Median | 640 | 1564 | 63 | 1988 |
| Std.deviation | 4308.5 | 4093.2 | 309782.5 | 549736 |
| Skewness | 3.5 | 1.5 | 478.1 | 6.1 | | 0 |
| | Utility(weightedreplicateddata) | |
| --- | --- | --- |
| day | average | standarddeviation |
| 1 | 34487 | 6086 | | | 2 | 60489 | 8141 |
| --- | --- | --- |
| 3 | 69658 | 5496 | | 1 |
| | Utility(weightedreplicateddata) | |
| --- | --- | --- |
| day | average | standarddeviation |
| 1 | 34487 | 6086 | | | Distinctitems | 41270 | 16470 | 11824 | 5267656 |
| --- | --- | --- | --- | --- |
| Min | 1 | 0 | 0 | 1 |
| Max | 41270 | 16469 | 149464496 | 5267656 |
| Mean | 2387.2 | 3264.7 | 3392.9 | 122715 |
| Median | 640 | 1564 | 63 | 1988 |
| Std.deviation | 4308.5 | 4093.2 | 309782.5 | 549736 |
| Skewness | 3.5 | 1.5 | 478.1 | 6.1 | | 0 |
| Dataset | #Instances | #Dimensions |
| --- | --- | --- |
| Digits08 | 1500 | 16 |
| Credit | 1000 | 61 | | | Cancer | 699 | 10 |
| --- | --- | --- |
| Qsar | 1055 | 41 |
| Sonar | 208 | 60 |
| Theorem | 3060 | 51 |
| Diabetes | 768 | 8 |
| Spambase | 4600 | 57 |
| KDD99 | 494021 | 41 |
| CAPTCHA | 1885 | 26 | | 1 |
| Dataset | #Instances | #Dimensions |
| --- | --- | --- |
| Digits08 | 1500 | 16 |
| Credit | 1000 | 61 | | | Dataset | #Instances | #Features |
| --- | --- | --- |
| Synthetic | 500 | 10 |
| CAPTCHA | 1886 | 26 |
| Phishing | 11055 | 46 |
| Digits08 | 1499 | 16 |
| Digits17 | 1557 | 16 | | 0 |
| Dataset | #Instances | #Dimensions |
| --- | --- | --- |
| Digits08 | 1500 | 16 |
| Credit | 1000 | 61 |
| Cancer | 699 | 10 | | | Qsar | 1055 | 41 |
| --- | --- | --- |
| Sonar | 208 | 60 |
| Theorem | 3060 | 51 |
| Diabetes | 768 | 8 |
| Spambase | 4600 | 57 |
| KDD99 | 494021 | 41 |
| CAPTCHA | 1885 | 26 | | 1 |
| Dataset | #Instances | #Dimensions |
| --- | --- | --- |
| Digits08 | 1500 | 16 |
| Credit | 1000 | 61 |
| Cancer | 699 | 10 | | | Digits08 | 1499 | 16 |
| --- | --- | --- |
| Digits17 | 1557 | 16 | | 0 |
| Figure | dddUoab | LaplaceEntropyUCIQE |
| --- | --- | --- |
| Original<br>GW<br>PB<br>CLAHE<br>DM<br>RBLA<br>pix2pix<br>FRS<br>GAN-RS | 0.790.043.60<br>0.510.250.53<br>0.840.033.76<br>0.580.110.97<br>0.790.043.95<br>0.630.131.02<br>0.350.150.47<br>0.360.140.51<br>0.220.20.25 | 3.116.930.42<br>2.036.540.45<br>2.126.470.36<br>8.217.220.49<br>2.726.910.45<br>3.937.510.57<br>16.507.230.49<br>23.107.240.51<br>17.967.150.50 |
| Original<br>GW<br>PB<br>CLAHE<br>DM<br>RBLA<br>pix2pix<br>FRS<br>GAN-RS | 0.850.025.56<br>0.750.240.56<br>0.860.019.8<br>0.770.130.94<br>0.850.043.09<br>0.710.210.54<br>0.330.250.24<br>0.280.260.2<br>0.270.270.19 | 1.164.830.29<br>1.484.590.36<br>0.994.170.27<br>3.145.950.38<br>1.605.300.34<br>3.016.130.46<br>14.046.870.52<br>15.426.990.54<br>15.726.940.53 | | | Original<br>GW<br>PB<br>CLAHE<br>DM<br>RBLA<br>pix2pix<br>FRS<br>GAN-RS | 0.740.044.28<br>0.530.132.65<br>0.830.052.64<br>0.490.170.59<br>0.720.053.45<br>0.530.120.92<br>0.350.230.36<br>0.280.190.34<br>0.30.270.25 | 6.226.490.42<br>3.265.280.49<br>4.286.130.36<br>19.707.010.53<br>6.276.430.42<br>10.657.030.55<br>24.767.090.56<br>25.127.130.57<br>28.807.060.57 |
| --- | --- | --- |
| Original<br>GW<br>PB<br>CLAHE<br>eDM<br>RBLA<br>pix2pix<br>FRS<br>GAN-RS | 0.660.052.81<br>0.510.161.28<br>0.730.062.51<br>0.480.140.69<br>0.640.072.32<br>0.510.120.93<br>0.250.180.32<br>0.260.190.30<br>0.190.210.20 | 4.776.460.44<br>3.526.030.46<br>3.676.110.40<br>12.287.110.52<br>4.696.440.46<br>7.107.110.56<br>20.517.180.53<br>23.857.260.55<br>22.957.190.54 | | 1 |
| Figure | dddUoab | LaplaceEntropyUCIQE |
| --- | --- | --- |
| Original<br>GW<br>PB<br>CLAHE<br>DM<br>RBLA<br>pix2pix<br>FRS<br>GAN-RS | 0.790.043.60<br>0.510.250.53<br>0.840.033.76<br>0.580.110.97<br>0.790.043.95<br>0.630.131.02<br>0.350.150.47<br>0.360.140.51<br>0.220.20.25 | 3.116.930.42<br>2.036.540.45<br>2.126.470.36<br>8.217.220.49<br>2.726.910.45<br>3.937.510.57<br>16.507.230.49<br>23.107.240.51<br>17.967.150.50 |
| Original<br>GW<br>PB<br>CLAHE<br>DM<br>RBLA<br>pix2pix<br>FRS<br>GAN-RS | 0.850.025.56<br>0.750.240.56<br>0.860.019.8<br>0.770.130.94<br>0.850.043.09<br>0.710.210.54<br>0.330.250.24<br>0.280.260.2<br>0.270.270.19 | 1.164.830.29<br>1.484.590.36<br>0.994.170.27<br>3.145.950.38<br>1.605.300.34<br>3.016.130.46<br>14.046.870.52<br>15.426.990.54<br>15.726.940.53 | | | IC-LKESM | hp | hpdct-25hpdct-49 | dct-25dct-49 | jd | |
| --- | --- | --- | --- | --- | --- |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.24330.1946<br>0.25190.2151<br>0.44590.4185<br>0.32490.2898<br>0.37840.2676 | 0.3164<br>0.3748<br>0.5871<br>0.4090<br>0.3073 | 0.31420.2433<br>0.37310.3748<br>0.63430.5871<br>0.43650.4090<br>0.31850.3073 | 0.14090.1677<br>0.23750.2747<br>0.33230.3411<br>0.27400.2857<br>0.21120.2263 | 0.1677<br>0.2747<br>0.3411<br>0.2857<br>0.2263 |
| 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.22890.2178<br>0.17510.1590<br>0.17130.1612<br>0.30130.2723<br>0.25460.2524 | 0.2809<br>0.2324<br>0.2670<br>0.3575<br>0.2882 | 0.29800.2809<br>0.24680.2324<br>0.29080.2670<br>0.37800.3575<br>0.31770.2882 | 0.20660.2067<br>16040.1731<br>0.15840.1654<br>0.26120.2523<br>0.20740.2168 | 0.2067<br>0.1731<br>0.1654<br>0.2523<br>0.2168 |
| 1,2<br>2,3<br>3,4<br>4,5 | 0.29450.2817<br>0.32790.3105<br>0.32690.3144<br>0.35000.3400 | 0.4951<br>0.5394<br>0.5716<br>0.6497 | 0.50140.4951<br>0.54990.5394<br>0.58460.5716<br>0.67230.6497 | 0.22040.2457<br>0.20400.2097<br>0.44440.4741<br>0.35420.3899 | 0.2457<br>0.2097<br>0.4741<br>0.3899 |
| 1,2<br>2,3<br>4,5<br>5,6 | 6.31631.3642<br>1.73020.7730<br>1.750.9822<br>1.110.7538 | 0.4547<br>0.3936<br>0.6739<br>0.7124 | 0.49200.4547<br>0.39830.3936<br>0.73120.6739<br>0.69520.7124 | 0.40720.4930<br>0.37010.4959<br>1.01351.0944<br>0.85120.8067 | 0.4930<br>0.4959<br>1.0944<br>0.8067 |
| 1,2 | 0.34770.3117 | 0.4117 | 0.43180.4318 | 0.39990.4063 | 0.4063 | | 0 |
| Figure | dddUoab | LaplaceEntropyUCIQE |
| --- | --- | --- |
| Original<br>GW<br>PB<br>CLAHE<br>DM<br>RBLA<br>pix2pix<br>FRS<br>GAN-RS | 0.790.043.60<br>0.510.250.53<br>0.840.033.76<br>0.580.110.97<br>0.790.043.95<br>0.630.131.02<br>0.350.150.47<br>0.360.140.51<br>0.220.20.25 | 3.116.930.42<br>2.036.540.45<br>2.126.470.36<br>8.217.220.49<br>2.726.910.45<br>3.937.510.57<br>16.507.230.49<br>23.107.240.51<br>17.967.150.50 | | | Original<br>GW<br>PB<br>CLAHE<br>DM<br>RBLA<br>pix2pix<br>FRS<br>GAN-RS | 0.850.025.56<br>0.750.240.56<br>0.860.019.8<br>0.770.130.94<br>0.850.043.09<br>0.710.210.54<br>0.330.250.24<br>0.280.260.2<br>0.270.270.19 | 1.164.830.29<br>1.484.590.36<br>0.994.170.27<br>3.145.950.38<br>1.605.300.34<br>3.016.130.46<br>14.046.870.52<br>15.426.990.54<br>15.726.940.53 |
| --- | --- | --- |
| Original<br>GW<br>PB<br>CLAHE<br>DM<br>RBLA<br>pix2pix<br>FRS<br>GAN-RS | 0.740.044.28<br>0.530.132.65<br>0.830.052.64<br>0.490.170.59<br>0.720.053.45<br>0.530.120.92<br>0.350.230.36<br>0.280.190.34<br>0.30.270.25 | 6.226.490.42<br>3.265.280.49<br>4.286.130.36<br>19.707.010.53<br>6.276.430.42<br>10.657.030.55<br>24.767.090.56<br>25.127.130.57<br>28.807.060.57 |
| Original<br>GW<br>PB<br>CLAHE<br>eDM<br>RBLA<br>pix2pix<br>FRS<br>GAN-RS | 0.660.052.81<br>0.510.161.28<br>0.730.062.51<br>0.480.140.69<br>0.640.072.32<br>0.510.120.93<br>0.250.180.32<br>0.260.190.30<br>0.190.210.20 | 4.776.460.44<br>3.526.030.46<br>3.676.110.40<br>12.287.110.52<br>4.696.440.46<br>7.107.110.56<br>20.517.180.53<br>23.857.260.55<br>22.957.190.54 | | 1 |
| Figure | dddUoab | LaplaceEntropyUCIQE |
| --- | --- | --- |
| Original<br>GW<br>PB<br>CLAHE<br>DM<br>RBLA<br>pix2pix<br>FRS<br>GAN-RS | 0.790.043.60<br>0.510.250.53<br>0.840.033.76<br>0.580.110.97<br>0.790.043.95<br>0.630.131.02<br>0.350.150.47<br>0.360.140.51<br>0.220.20.25 | 3.116.930.42<br>2.036.540.45<br>2.126.470.36<br>8.217.220.49<br>2.726.910.45<br>3.937.510.57<br>16.507.230.49<br>23.107.240.51<br>17.967.150.50 | | | 1,2<br>2,3<br>3,4<br>4,5<br>5,6 | 0.22890.2178<br>0.17510.1590<br>0.17130.1612<br>0.30130.2723<br>0.25460.2524 | 0.2809<br>0.2324<br>0.2670<br>0.3575<br>0.2882 | 0.29800.2809<br>0.24680.2324<br>0.29080.2670<br>0.37800.3575<br>0.31770.2882 | 0.20660.2067<br>16040.1731<br>0.15840.1654<br>0.26120.2523<br>0.20740.2168 | 0.2067<br>0.1731<br>0.1654<br>0.2523<br>0.2168 |
| --- | --- | --- | --- | --- | --- |
| 1,2<br>2,3<br>3,4<br>4,5 | 0.29450.2817<br>0.32790.3105<br>0.32690.3144<br>0.35000.3400 | 0.4951<br>0.5394<br>0.5716<br>0.6497 | 0.50140.4951<br>0.54990.5394<br>0.58460.5716<br>0.67230.6497 | 0.22040.2457<br>0.20400.2097<br>0.44440.4741<br>0.35420.3899 | 0.2457<br>0.2097<br>0.4741<br>0.3899 |
| 1,2<br>2,3<br>4,5<br>5,6 | 6.31631.3642<br>1.73020.7730<br>1.750.9822<br>1.110.7538 | 0.4547<br>0.3936<br>0.6739<br>0.7124 | 0.49200.4547<br>0.39830.3936<br>0.73120.6739<br>0.69520.7124 | 0.40720.4930<br>0.37010.4959<br>1.01351.0944<br>0.85120.8067 | 0.4930<br>0.4959<br>1.0944<br>0.8067 |
| 1,2 | 0.34770.3117 | 0.4117 | 0.43180.4318 | 0.39990.4063 | 0.4063 | | 0 |
| Query | SingleQuery | MultipleQuery | | |
| --- | --- | --- | --- | --- |
| Evaluationmodels | Rank-1 | mAP | Rank-1 | mAP |
| KISSME | 40.5 | 19 | - | - |
| BoW | 34.4 | 14.1 | - | - |
| XQDA | 43.8 | 22.2 | 54.1 | 28.4 |
| WARCA | 45.2 | - | - | - |
| S-LSTM | - | - | 61.6 | 35.3 | | | DeepHistogramLoss | 59.5 | - | - | - |
| --- | --- | --- | --- | --- |
| Gated-SCNN | 65.9 | 39.6 | 76 | 48.5 |
| DNS | 61 | 35.7 | 71.6 | 46 |
| IDE(R) | 77.1 | 63.6 | - | - |
| SSM(Fusion) | 82.2 | 68.8 | 88.2 | 76.2 |
| CRAFT-MFA | 68.7 | 42.3 | 77.0 | 50.3 |
| CRAFT-MFA(+LOMO) | 71.8 | 45.5 | 79.7 | 54.3 |
| JSTLDGD | 81.6 | 56.6 | 83.1 | 68.1 |
| JSTLDGD+ICV-ECCL | 88.4 | 69.5 | 90.6 | 77.3 | | 1 |
| Query | SingleQuery | MultipleQuery | | |
| --- | --- | --- | --- | --- |
| Evaluationmodels | Rank-1 | mAP | Rank-1 | mAP |
| KISSME | 40.5 | 19 | - | - |
| BoW | 34.4 | 14.1 | - | - |
| XQDA | 43.8 | 22.2 | 54.1 | 28.4 |
| WARCA | 45.2 | - | - | - |
| S-LSTM | - | - | 61.6 | 35.3 | | | | Singlequery | Multi-query |
| --- | --- | --- |
| | R1mAP | R1mAP |
| XQDA<br>SCSP<br>DNS<br>SiameseLSTM | 43.822.2<br>51.926.3<br>61.035.6<br>-- | 54.128.4<br>--<br>71.546.0<br>61.635.3 |
| GatedS-CNN<br>CAN | 65.839.5<br>48.224.4 | 76.048.4<br>-- |
| Ours | 83.765.5 | 89.673.8 | | 0 |
| Query | SingleQuery | MultipleQuery | | |
| --- | --- | --- | --- | --- |
| Evaluationmodels | Rank-1 | mAP | Rank-1 | mAP |
| KISSME | 40.5 | 19 | - | - |
| BoW | 34.4 | 14.1 | - | - | | | XQDA | 43.8 | 22.2 | 54.1 | 28.4 |
| --- | --- | --- | --- | --- |
| WARCA | 45.2 | - | - | - |
| S-LSTM | - | - | 61.6 | 35.3 |
| DeepHistogramLoss | 59.5 | - | - | - |
| Gated-SCNN | 65.9 | 39.6 | 76 | 48.5 |
| DNS | 61 | 35.7 | 71.6 | 46 |
| IDE(R) | 77.1 | 63.6 | - | - |
| SSM(Fusion) | 82.2 | 68.8 | 88.2 | 76.2 |
| CRAFT-MFA | 68.7 | 42.3 | 77.0 | 50.3 |
| CRAFT-MFA(+LOMO) | 71.8 | 45.5 | 79.7 | 54.3 |
| JSTLDGD | 81.6 | 56.6 | 83.1 | 68.1 |
| JSTLDGD+ICV-ECCL | 88.4 | 69.5 | 90.6 | 77.3 | | 1 |
| Query | SingleQuery | MultipleQuery | | |
| --- | --- | --- | --- | --- |
| Evaluationmodels | Rank-1 | mAP | Rank-1 | mAP |
| KISSME | 40.5 | 19 | - | - |
| BoW | 34.4 | 14.1 | - | - | | | XQDA<br>SCSP<br>DNS<br>SiameseLSTM | 43.822.2<br>51.926.3<br>61.035.6<br>-- | 54.128.4<br>--<br>71.546.0<br>61.635.3 |
| --- | --- | --- |
| GatedS-CNN<br>CAN | 65.839.5<br>48.224.4 | 76.048.4<br>-- |
| Ours | 83.765.5 | 89.673.8 | | 0 |
| Method | TRECVID | MRSC+VOC | 20Newsgroups |
| --- | --- | --- | --- |
| DT-SVM | 1682 | 654 | 482 |
| DT-MKL | 1812 | 722 | 587 |
| DLRC | 947 | 365 | 148 | | | CDSC | 861 | 247 | 130 |
| --- | --- | --- | --- |
| DTC | 2043 | 510 | 254 | | 1 |
| Method | TRECVID | MRSC+VOC | 20Newsgroups |
| --- | --- | --- | --- |
| DT-SVM | 1682 | 654 | 482 |
| DT-MKL | 1812 | 722 | 587 |
| DLRC | 947 | 365 | 148 | | | Method | TRECVID | MRSC+VOC | 20Newsgroups |
| --- | --- | --- | --- |
| DT-SVM | 0.208 | 0.362 | 0.856 |
| DT-MKL | 0.268 | 0.397 | 0.918 |
| DLRC | 0.196 | 0.384 | 0.862 |
| CDSC | 0.209 | 0.367 | 0.901 |
| DTC | 0.301 | 0.435 | 0.932 | | 0 |
| Method | TRECVID | MRSC+VOC | 20Newsgroups |
| --- | --- | --- | --- |
| DT-SVM | 1682 | 654 | 482 | | | DT-MKL | 1812 | 722 | 587 |
| --- | --- | --- | --- |
| DLRC | 947 | 365 | 148 |
| CDSC | 861 | 247 | 130 |
| DTC | 2043 | 510 | 254 | | 1 |
| Method | TRECVID | MRSC+VOC | 20Newsgroups |
| --- | --- | --- | --- |
| DT-SVM | 1682 | 654 | 482 | | | DLRC | 0.196 | 0.384 | 0.862 |
| --- | --- | --- | --- |
| CDSC | 0.209 | 0.367 | 0.901 |
| DTC | 0.301 | 0.435 | 0.932 | | 0 |
| Iterations | Episode | Action | | |
| --- | --- | --- | --- | --- |
| Ave. | Var. | Ave. | Var. | |
| 1-200 | 703.5 | 2881.1 | 999.1 | 2372.9 | | | 201-2,000 | 403.7 | 193.4 | 406.7 | 203.7 |
| --- | --- | --- | --- | --- |
| 2,001-17,000 | 119.7 | 4.2 | 122.7 | 4.6 |
| 17,001-20,000 | 74.5 | 3.7 | 77.7 | 3.6 | | 1 |
| Iterations | Episode | Action | | |
| --- | --- | --- | --- | --- |
| Ave. | Var. | Ave. | Var. | |
| 1-200 | 703.5 | 2881.1 | 999.1 | 2372.9 | | | Iterations | Episode | Action | | |
| --- | --- | --- | --- | --- |
| Ave. | Var. | Ave. | Var. | |
| 1-200 | 684.7 | 2374.0 | 958.6 | 1596.7 |
| 201-2,000 | 355.2 | 127.9 | 358.5 | 134.5 |
| 2,001-17,000 | 101.3 | 5.1 | 104.9 | 5.3 |
| 17,001-20,000 | 62.3 | 3.3 | 66.6 | 3.1 | | 0 |
| Iterations | Episode | Action | | |
| --- | --- | --- | --- | --- |
| Ave. | Var. | Ave. | Var. | |
| 1-200 | 703.5 | 2881.1 | 999.1 | 2372.9 |
| 201-2,000 | 403.7 | 193.4 | 406.7 | 203.7 | | | 2,001-17,000 | 119.7 | 4.2 | 122.7 | 4.6 |
| --- | --- | --- | --- | --- |
| 17,001-20,000 | 74.5 | 3.7 | 77.7 | 3.6 | | 1 |
| Iterations | Episode | Action | | |
| --- | --- | --- | --- | --- |
| Ave. | Var. | Ave. | Var. | |
| 1-200 | 703.5 | 2881.1 | 999.1 | 2372.9 |
| 201-2,000 | 403.7 | 193.4 | 406.7 | 203.7 | | | 1-200 | 684.7 | 2374.0 | 958.6 | 1596.7 |
| --- | --- | --- | --- | --- |
| 201-2,000 | 355.2 | 127.9 | 358.5 | 134.5 |
| 2,001-17,000 | 101.3 | 5.1 | 104.9 | 5.3 |
| 17,001-20,000 | 62.3 | 3.3 | 66.6 | 3.1 | | 0 |
| Method | AwA(MAP)<br>16bits32bits64bits96bits128bits |
| --- | --- |
| IMH | 0.10820.10920.11020.11020.1103 |
| SDH | 0.09480.07430.11270.12660.1135 |
| COSDISH | 0.07790.10450.11840.11150.1035 | | | ZSH | 0.10870.10510.12190.11710.1208 |
| --- | --- |
| NDA-ZSH | 0.08340.10670.11480.12780.1281 |
| DA-ZSH | 0.10300.12610.13750.14320.1432 |
| TZSH | 0.40100.48030.53270.54280.5442 | | 1 |
| Method | AwA(MAP)<br>16bits32bits64bits96bits128bits |
| --- | --- |
| IMH | 0.10820.10920.11020.11020.1103 |
| SDH | 0.09480.07430.11270.12660.1135 |
| COSDISH | 0.07790.10450.11840.11150.1035 | | | Method | CIFAR-10(MAP)<br>16bits32bits64bits96bits128bits |
| --- | --- |
| IMH | 0.19750.20350.20870.21720.2233 |
| SDH | 0.17150.20220.21360.22140.2396 |
| COSDISH | 0.17210.20360.21640.22700.2424 |
| ZSH | 0.19210.21680.22230.24300.2663 |
| One-Stage | 0.21280.24620.25260.26320.2512 |
| NDA-ZSH | 0.22900.20180.19540.19270.1875 |
| DA-ZSH | 0.41260.43130.45800.53250.5529 |
| ship-truck<br>dog-truck<br>auto-deer<br>cat-dog | 0.66440.67680.68480.69080.6828<br>0.62630.63700.63450.63950.6400<br>0.62120.62660.63590.63470.6405<br>0.30930.32210.31180.31020.3140 | | 0 |
| Method | AwA(MAP)<br>16bits32bits64bits96bits128bits |
| --- | --- |
| IMH | 0.10820.10920.11020.11020.1103 |
| SDH | 0.09480.07430.11270.12660.1135 |
| COSDISH | 0.07790.10450.11840.11150.1035 | | | ZSH | 0.10870.10510.12190.11710.1208 |
| --- | --- |
| NDA-ZSH | 0.08340.10670.11480.12780.1281 |
| DA-ZSH | 0.10300.12610.13750.14320.1432 |
| TZSH | 0.40100.48030.53270.54280.5442 | | 1 |
| Method | AwA(MAP)<br>16bits32bits64bits96bits128bits |
| --- | --- |
| IMH | 0.10820.10920.11020.11020.1103 |
| SDH | 0.09480.07430.11270.12660.1135 |
| COSDISH | 0.07790.10450.11840.11150.1035 | | | COSDISH | 0.17210.20360.21640.22700.2424 |
| --- | --- |
| ZSH | 0.19210.21680.22230.24300.2663 |
| One-Stage | 0.21280.24620.25260.26320.2512 |
| NDA-ZSH | 0.22900.20180.19540.19270.1875 |
| DA-ZSH | 0.41260.43130.45800.53250.5529 |
| ship-truck<br>dog-truck<br>auto-deer<br>cat-dog | 0.66440.67680.68480.69080.6828<br>0.62630.63700.63450.63950.6400<br>0.62120.62660.63590.63470.6405<br>0.30930.32210.31180.31020.3140 | | 0 |
| | cat | chair | cow | diningtable | dog | horse | motorbike |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB | 75.0 | 24.5 | 62.0 | 35.0 | 66.1 | 58.8 | 75.6 | | | RGB+dist | 78.1 | 24.5 | 69.2 | 36.6 | 69.8 | 65.2 | 77.9 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB+coord | 77.0 | 26.6 | 64.0 | 35.9 | 67.5 | 61.6 | 75.7 |
| RGB+dist+coord | 78.9 | 23.8 | 64.4 | 36.8 | 70.0 | 63.4 | 75.2 | | 1 |
| | cat | chair | cow | diningtable | dog | horse | motorbike |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB | 75.0 | 24.5 | 62.0 | 35.0 | 66.1 | 58.8 | 75.6 | | | | aeroplane | bicycle | bird | boat | bottle | bus | car |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB | 69.1 | 33.0 | 72.8 | 53.9 | 70.7 | 76.8 | 72.1 |
| RGB+dist | 75.7 | 34.1 | 75.8 | 59.0 | 71.7 | 75.8 | 76.2 |
| RGB+coord | 75.7 | 32.9 | 76.2 | 55.1 | 70.1 | 75.2 | 73.9 |
| RGB+dist+coord | 77.6 | 33.8 | 77.7 | 54.9 | 72.7 | 75.1 | 74.5 | | 0 |
| | cat | chair | cow | diningtable | dog | horse | motorbike |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB | 75.0 | 24.5 | 62.0 | 35.0 | 66.1 | 58.8 | 75.6 |
| RGB+dist | 78.1 | 24.5 | 69.2 | 36.6 | 69.8 | 65.2 | 77.9 | | | RGB+coord | 77.0 | 26.6 | 64.0 | 35.9 | 67.5 | 61.6 | 75.7 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB+dist+coord | 78.9 | 23.8 | 64.4 | 36.8 | 70.0 | 63.4 | 75.2 | | 1 |
| | cat | chair | cow | diningtable | dog | horse | motorbike |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB | 75.0 | 24.5 | 62.0 | 35.0 | 66.1 | 58.8 | 75.6 |
| RGB+dist | 78.1 | 24.5 | 69.2 | 36.6 | 69.8 | 65.2 | 77.9 | | | RGB+coord | 75.7 | 32.9 | 76.2 | 55.1 | 70.1 | 75.2 | 73.9 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB+dist+coord | 77.6 | 33.8 | 77.7 | 54.9 | 72.7 | 75.1 | 74.5 | | 0 |
| Group | word1 | word2 | word3 | Answer |
| --- | --- | --- | --- | --- |
| 4 | boy | girl | sons | daughters |
| 5 | amazing | amazingly | slow | slowly |
| 6 | honest | dishonest | known | unknown |
| 7 | bad | worse | old | older |
| 8 | bad | worst | good | best | | | 9 | code | coding | walk | walking |
| --- | --- | --- | --- | --- |
| 11 | dancing | danced | feeding | fed |
| 12 | banana | bananas | car | cars |
| 13 | decrease | decreases | say | says | | 1 |
| Group | word1 | word2 | word3 | Answer |
| --- | --- | --- | --- | --- |
| 4 | boy | girl | sons | daughters |
| 5 | amazing | amazingly | slow | slowly |
| 6 | honest | dishonest | known | unknown |
| 7 | bad | worse | old | older |
| 8 | bad | worst | good | best | | | i | N | A | p1 | p2 |
| --- | --- | --- | --- | --- |
| 1 | 11 | Animals | Cat | Dog |
| 2 | 9 | Humans | Man | Woman |
| 3 | 8 | ExpressionsofEmotion | Laugh | Cry |
| 4 | 7 | ExpressionsofAffection | Kiss | Hug |
| 5 | 11 | Moods | Happy | Sad |
| 6 | 8 | PartsofFace | Nose | Chin |
| 7 | 9 | Movements | Step | Run |
| 8 | 11 | Animals | Whale | Condor |
| 9 | 9 | Humans | Child | Elder |
| 10 | 8 | ExpressionsofEmotion | Sigh | Moan |
| 11 | 7 | ExpressionsofAffection | Caress | Present |
| 12 | 11 | Moods | Thoughtful | Bored |
| 13 | 8 | PartsofFace | Eye | Cheek |
| 14 | 9 | Movements | Jump | Crawl | | 0 |
| Group | word1 | word2 | word3 | Answer |
| --- | --- | --- | --- | --- |
| 4 | boy | girl | sons | daughters |
| 5 | amazing | amazingly | slow | slowly |
| 6 | honest | dishonest | known | unknown |
| 7 | bad | worse | old | older |
| 8 | bad | worst | good | best |
| 9 | code | coding | walk | walking | | | 11 | dancing | danced | feeding | fed |
| --- | --- | --- | --- | --- |
| 12 | banana | bananas | car | cars |
| 13 | decrease | decreases | say | says | | 1 |
| Group | word1 | word2 | word3 | Answer |
| --- | --- | --- | --- | --- |
| 4 | boy | girl | sons | daughters |
| 5 | amazing | amazingly | slow | slowly |
| 6 | honest | dishonest | known | unknown |
| 7 | bad | worse | old | older |
| 8 | bad | worst | good | best |
| 9 | code | coding | walk | walking | | | 10 | 8 | ExpressionsofEmotion | Sigh | Moan |
| --- | --- | --- | --- | --- |
| 11 | 7 | ExpressionsofAffection | Caress | Present |
| 12 | 11 | Moods | Thoughtful | Bored |
| 13 | 8 | PartsofFace | Eye | Cheek |
| 14 | 9 | Movements | Jump | Crawl | | 0 |
| Model | Year | NDCG@20 |
| --- | --- | --- |
| NaiveExponentialSmoothing | 2015 | 0.8110 | | | NaiveExponentialSmoothing | 2014 | 0.7411 |
| --- | --- | --- |
| NaiveExponentialSmoothing | 2013 | 0.8342 |
| ARIMA(1,1,1) | 2015 | 0.7249 |
| ARIMA(0,1,1) | 2015 | 0.7250 | | 1 |
| Model | Year | NDCG@20 |
| --- | --- | --- |
| NaiveExponentialSmoothing | 2015 | 0.8110 | | | Model | Year | NDCG@20 |
| --- | --- | --- |
| ARIMA(1,1,1) | 2015 | 0.5546 |
| NaiveExponentialSmoothing | 2015 | 0.6487 |
| NaiveExponentialSmoothing | 2014 | 0.7343 |
| NaiveExponentialSmoothing | 2013 | 0.7263 |
| ExponentialSmoothing | 2015 | 0.6405 |
| ExponentialSmoothing | 2014 | 0.8086 |
| ExponentialSmoothing | 2013 | 0.7391 | | 0 |
| Model | Year | NDCG@20 |
| --- | --- | --- |
| NaiveExponentialSmoothing | 2015 | 0.8110 | | | NaiveExponentialSmoothing | 2014 | 0.7411 |
| --- | --- | --- |
| NaiveExponentialSmoothing | 2013 | 0.8342 |
| ARIMA(1,1,1) | 2015 | 0.7249 |
| ARIMA(0,1,1) | 2015 | 0.7250 | | 1 |
| Model | Year | NDCG@20 |
| --- | --- | --- |
| NaiveExponentialSmoothing | 2015 | 0.8110 | | | ExponentialSmoothing | 2015 | 0.6405 |
| --- | --- | --- |
| ExponentialSmoothing | 2014 | 0.8086 |
| ExponentialSmoothing | 2013 | 0.7391 | | 0 |
| TestsetwMAPE:AR-MDN |
| --- |
| TestWindowWeek1Week2Week3Week4Overall | | | Weeks9-1222.9027.631.06*36.0629.58<br>Weeks13-1631.9835.71*35.9737.0235.17<br>Weeks15-1830.8631.9032.7437.01*33.13 |
| --- |
| Average28.5831.7433.2636.9332.63 |
| TestsetwMAPE:BoostedCubist |
| Weeks9-1228.5133.2138.63*43.2635.63<br>Weeks13-1635.3339.87*44.1246.1741.70<br>Weeks15-1832.7636.4241.1743.73*39.98 |
| Average32.3035.5041.3144.3939.06 | | 1 |
| TestsetwMAPE:AR-MDN |
| --- |
| TestWindowWeek1Week2Week3Week4Overall | | | LPC-EGEE | PIK-IPLEX | SHARCNET-Whale | RICC | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Avg | St.dev. | Avg | St.dev. | Avg | St.dev. | Avg | St.dev. | |
| | 4511 | 6257 | 242 | 1420 | 404 | 1221 | 10850 | 13773 |
| (N=15) | 562 | 1670 | 1.3 | 7 | 26 | 158 | 771 | 1479 |
| | 410 | 1083 | 0.2 | 1.4 | 60 | 204 | 1808 | 3397 |
| | 575 | 1404 | 2.3 | 12 | 94 | 307 | 2746 | 4070 |
| | 888 | 2101 | 1.2 | 5 | 120 | 344 | 4963 | 6080 |
| | 1082 | 2091 | 2.2 | 11 | 180 | 805 | 5387 | 9083 | | 0 |
| TestsetwMAPE:AR-MDN |
| --- |
| TestWindowWeek1Week2Week3Week4Overall |
| Weeks9-1222.9027.631.06*36.0629.58<br>Weeks13-1631.9835.71*35.9737.0235.17<br>Weeks15-1830.8631.9032.7437.01*33.13 | | | Average28.5831.7433.2636.9332.63 |
| --- |
| TestsetwMAPE:BoostedCubist |
| Weeks9-1228.5133.2138.63*43.2635.63<br>Weeks13-1635.3339.87*44.1246.1741.70<br>Weeks15-1832.7636.4241.1743.73*39.98 |
| Average32.3035.5041.3144.3939.06 | | 1 |
| TestsetwMAPE:AR-MDN |
| --- |
| TestWindowWeek1Week2Week3Week4Overall |
| Weeks9-1222.9027.631.06*36.0629.58<br>Weeks13-1631.9835.71*35.9737.0235.17<br>Weeks15-1830.8631.9032.7437.01*33.13 | | | | 4511 | 6257 | 242 | 1420 | 404 | 1221 | 10850 | 13773 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| (N=15) | 562 | 1670 | 1.3 | 7 | 26 | 158 | 771 | 1479 |
| | 410 | 1083 | 0.2 | 1.4 | 60 | 204 | 1808 | 3397 |
| | 575 | 1404 | 2.3 | 12 | 94 | 307 | 2746 | 4070 |
| | 888 | 2101 | 1.2 | 5 | 120 | 344 | 4963 | 6080 |
| | 1082 | 2091 | 2.2 | 11 | 180 | 805 | 5387 | 9083 | | 0 |
| System | ja→ch | ch→ja | ja→en | en→ja |
| --- | --- | --- | --- | --- |
| BaselineSMT | 3.5 | 3.7 | 3.1 | 3.2 | | | BaselineNMT | 4.2 | 4.3 | 3.9 | 4.1 |
| --- | --- | --- | --- | --- |
| NMTwithPosUnkmodel | 4.3 | 4.3 | 4.0 | 4.2 |
| NMTwithphrasetranslationbySMT(phrase<br>pairsselectedwithbranchingentropy) | 4.5 | 4.6 | 4.1 | 4.4 | | 1 |
| System | ja→ch | ch→ja | ja→en | en→ja |
| --- | --- | --- | --- | --- |
| BaselineSMT | 3.5 | 3.7 | 3.1 | 3.2 | | | English→Germantask | BLEU | German→Englishtask | BLEU |
| --- | --- | --- | --- |
| Existingend-to-endsystem | | | |
| RNNSearch-LV<br>MRT<br>Global-att<br>GNMT | 19.40<br>20.45<br>20.90<br>24.61 | BSO<br>NMPT<br>NMPT+LM<br>ActorCritic | 26.36<br>28.96<br>29.16<br>28.53 |
| Ourend-to-endsystem | | | |
| Baseline<br>SharpenedSigmoid<br>2<br>G-LSTM | 21.89<br>21.64<br>22.43 | -<br>-<br>- | 31.00<br>29.73<br>31.95 | | 0 |
| System | ja→ch | ch→ja | ja→en | en→ja |
| --- | --- | --- | --- | --- |
| BaselineSMT | 3.5 | 3.7 | 3.1 | 3.2 | | | BaselineNMT | 4.2 | 4.3 | 3.9 | 4.1 |
| --- | --- | --- | --- | --- |
| NMTwithPosUnkmodel | 4.3 | 4.3 | 4.0 | 4.2 |
| NMTwithphrasetranslationbySMT(phrase<br>pairsselectedwithbranchingentropy) | 4.5 | 4.6 | 4.1 | 4.4 | | 1 |
| System | ja→ch | ch→ja | ja→en | en→ja |
| --- | --- | --- | --- | --- |
| BaselineSMT | 3.5 | 3.7 | 3.1 | 3.2 | | | RNNSearch-LV<br>MRT<br>Global-att<br>GNMT | 19.40<br>20.45<br>20.90<br>24.61 | BSO<br>NMPT<br>NMPT+LM<br>ActorCritic | 26.36<br>28.96<br>29.16<br>28.53 |
| --- | --- | --- | --- |
| Ourend-to-endsystem | | | |
| Baseline<br>SharpenedSigmoid<br>2<br>G-LSTM | 21.89<br>21.64<br>22.43 | -<br>-<br>- | 31.00<br>29.73<br>31.95 | | 0 |
| SetupName | TestingDataset | TrainingDataset | TrainSize |
| --- | --- | --- | --- |
| P1 | e-PRIP | e-PRIP | 48 | | | P2 | e-PRIP | e-PRIP | 48 |
| --- | --- | --- | --- |
| P3 | IIIT-DSemi-forensic | CUFS,IIIT-DViewed,CUFSF,e-PRIP | 1968 |
| MGDBUnviewed | | | | | 1 |
| SetupName | TestingDataset | TrainingDataset | TrainSize |
| --- | --- | --- | --- |
| P1 | e-PRIP | e-PRIP | 48 | | | Trainingdata | Target(test)data | |
| --- | --- | --- |
| Arts | Sports | |
| Entiredataset | 33.6 | 52.4 |
| Withouttargetdomaindata | 24.5 | 29.3 |
| +5ktargetdomaindata | 31.2 | 41.8 |
| +10ktargetdomaindata | 32.2 | 43.3 | | 0 |
| SetupName | TestingDataset | TrainingDataset | TrainSize |
| --- | --- | --- | --- |
| P1 | e-PRIP | e-PRIP | 48 | | | P2 | e-PRIP | e-PRIP | 48 |
| --- | --- | --- | --- |
| P3 | IIIT-DSemi-forensic | CUFS,IIIT-DViewed,CUFSF,e-PRIP | 1968 |
| MGDBUnviewed | | | | | 1 |
| SetupName | TestingDataset | TrainingDataset | TrainSize |
| --- | --- | --- | --- |
| P1 | e-PRIP | e-PRIP | 48 | | | Withouttargetdomaindata | 24.5 | 29.3 |
| --- | --- | --- |
| +5ktargetdomaindata | 31.2 | 41.8 |
| +10ktargetdomaindata | 32.2 | 43.3 | | 0 |
| Facts | Maximumnumberofcells |
| --- | --- |
| Salefacts | 7000 |
| Dimensions | Numberofinstances |
| Customer | 1000 |
| Supplier | 1000 |
| Date | 500 |
| Part | 1000 | | | Documents | Size(MB) |
| --- | --- |
| facts.xmlsales | 2.14 |
| dimension.xmlCustomer | 0.431 |
| dimension.xmlSupplier | 0.485 |
| dimension.xmlDate | 0.104 |
| dimension.xmlPart | 0.388 | | 1 |
| Facts | Maximumnumberofcells |
| --- | --- |
| Salefacts | 7000 |
| Dimensions | Numberofinstances |
| Customer | 1000 |
| Supplier | 1000 |
| Date | 500 |
| Part | 1000 | | | Facts | Numberofcells |
| --- | --- |
| Salefacts | 7000 |
| Dimensions | Numberofinstances |
| Customer | 1000 |
| Supplier | 1000 |
| Date | 500 |
| Part | 1000 |
| Documents | Size(MB) |
| facts.xmlsales | 2.14 |
| dimension.xmlCustomer | 0.431 |
| dimension.xmlSupplier | 0.485 |
| dimension.xmlDate | 0.104 |
| dimension.xmlPart | 0.388 | | 0 |
| Facts | Maximumnumberofcells |
| --- | --- |
| Salefacts | 7000 |
| Dimensions | Numberofinstances | | | Customer | 1000 |
| --- | --- |
| Supplier | 1000 |
| Date | 500 |
| Part | 1000 |
| Documents | Size(MB) |
| facts.xmlsales | 2.14 |
| dimension.xmlCustomer | 0.431 |
| dimension.xmlSupplier | 0.485 |
| dimension.xmlDate | 0.104 |
| dimension.xmlPart | 0.388 | | 1 |
| Facts | Maximumnumberofcells |
| --- | --- |
| Salefacts | 7000 |
| Dimensions | Numberofinstances | | | dimension.xmlDate | 0.104 |
| --- | --- |
| dimension.xmlPart | 0.388 | | 0 |
| | | x(m) | y(m) | z(m) | angle(rad) | axisx |
| --- | --- | --- | --- | --- | --- | --- |
| two-wayrotation | mean | 0.083285 | 0.031271 | 0.129084 | 1.66594 | 0.511814 |
| standarddeviation | 0.000531 | 0.000906 | 0.00169 | 0.000391 | 0.000877 | | | | horizontalmovement | mean | 0.101651 | 0.031098 | 0.11713 | 1.642449 | 0.52515 |
| --- | --- | --- | --- | --- | --- | --- |
| standarddeviation | 0.004845 | 0.002489 | 0.002671 | 0.010782 | 0.015054 | | | 1 |
| | | x(m) | y(m) | z(m) | angle(rad) | axisx |
| --- | --- | --- | --- | --- | --- | --- |
| two-wayrotation | mean | 0.083285 | 0.031271 | 0.129084 | 1.66594 | 0.511814 |
| standarddeviation | 0.000531 | 0.000906 | 0.00169 | 0.000391 | 0.000877 | | | | Rotation<br>ω1 | NDM | MeanScaleError | MeanRotationError | | | |
| --- | --- | --- | --- | --- | --- | --- |
| MEIR | MPIR | MEIR | MPIR | MEIR | MPIR | |
| 5 | 0.222160 | 0.317380 | 0.070345 | 0.071575 | 4.604600 | 4.883100 |
| 10 | 0.219680 | 0.312970 | 0.066740 | 0.069023 | 4.364000 | 4.505900 |
| 15 | 0.206470 | 0.307480 | 0.066462 | 0.067773 | 4.562800 | 4.792400 |
| 20 | 0.199300 | 0.306580 | 0.066079 | 0.068393 | 4.868400 | 5.045800 |
| 25 | 0.190730 | 0.301070 | 0.064825 | 0.066755 | 5.100400 | 5.264700 |
| 30 | 0.187460 | 0.302130 | 0.065554 | 0.067711 | 5.299400 | 5.510100 | | 0 |
| | | x(m) | y(m) | z(m) | angle(rad) | axisx |
| --- | --- | --- | --- | --- | --- | --- |
| two-wayrotation | mean | 0.083285 | 0.031271 | 0.129084 | 1.66594 | 0.511814 | | | standarddeviation | 0.000531 | 0.000906 | 0.00169 | 0.000391 | 0.000877 | |
| --- | --- | --- | --- | --- | --- | --- |
| horizontalmovement | mean | 0.101651 | 0.031098 | 0.11713 | 1.642449 | 0.52515 |
| standarddeviation | 0.004845 | 0.002489 | 0.002671 | 0.010782 | 0.015054 | | | 1 |
| | | x(m) | y(m) | z(m) | angle(rad) | axisx |
| --- | --- | --- | --- | --- | --- | --- |
| two-wayrotation | mean | 0.083285 | 0.031271 | 0.129084 | 1.66594 | 0.511814 | | | 5 | 0.222160 | 0.317380 | 0.070345 | 0.071575 | 4.604600 | 4.883100 |
| --- | --- | --- | --- | --- | --- | --- |
| 10 | 0.219680 | 0.312970 | 0.066740 | 0.069023 | 4.364000 | 4.505900 |
| 15 | 0.206470 | 0.307480 | 0.066462 | 0.067773 | 4.562800 | 4.792400 |
| 20 | 0.199300 | 0.306580 | 0.066079 | 0.068393 | 4.868400 | 5.045800 |
| 25 | 0.190730 | 0.301070 | 0.064825 | 0.066755 | 5.100400 | 5.264700 |
| 30 | 0.187460 | 0.302130 | 0.065554 | 0.067711 | 5.299400 | 5.510100 | | 0 |
| layer | type | kernelsize/stride | output | layer | type |
| --- | --- | --- | --- | --- | --- |
| 1-2 | conv+relu | (3,3)/1-(1,1)/1 | (128,128,32) | 13-14 | conv+relu | | | 3-4 | conv+relu | (3,3)/2-(1,1)/1 | (64,64,32) | 15 | maxpool |
| --- | --- | --- | --- | --- | --- |
| 5 | maxpool | (3,3)/2 | (32,32,32) | 16-17 | conv+relu |
| 6-7 | conv+relu | (3,3)/1-(1,1)/1 | (32,32,64) | 18-19 | conv+relu |
| 8-9 | conv+relu | (3,3)/1-(1,1)/1 | (32,32,64) | 20 | fc+relu+dropout |
| 10 | maxpool | (3,3)/2 | (16,16,64) | 21 | fc+dropout |
| 11-12 | conv+relu | (3,3)/1-(1,1)/1 | (16,16,128) | 22 | fc | | 1 |
| layer | type | kernelsize/stride | output | layer | type |
| --- | --- | --- | --- | --- | --- |
| 1-2 | conv+relu | (3,3)/1-(1,1)/1 | (128,128,32) | 13-14 | conv+relu | | | Layer | Input | FilterSize | Stride | NumberofFilters | Activation | Output |
| --- | --- | --- | --- | --- | --- | --- |
| Conv1 | 240*240 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv2 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| MaxPooling1 | 240*240*32 | N/A | 2 | N/A | N/A | 120*120*32 |
| Conv3 | 120*120*32 | 3*3 | 1 | 64 | ReLU | 120*120*64 |
| Conv4 | 120*120*64 | 3*3 | 1 | 64 | ReLU | 120*120*64 |
| MaxPooling2 | 120*120*64 | N/A | 2 | N/A | N/A | 60*60*64 |
| Conv5 | 60*60*64 | 3*3 | 1 | 128 | ReLU | 60*60*128 |
| Conv6 | 60*60*128 | 3*3 | 1 | 128 | ReLU | 60*60*128 |
| Deconv1 | 60*60*128 | 3*3 | 1 | 64 | ReLU | 120*120*64 |
| Conv7 | 120*120*(64+64) | 3*3 | 1 | 64 | ReLU | 120*120*64 |
| Conv8 | 120*120*64 | 3*3 | 1 | 64 | ReLU | 120*120*64 |
| Deconv2 | 120*120*64 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv9 | 240*240*(32+32) | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv10 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv11 | 240*240*32 | 3*3 | 1 | 4 | Linear | 240*240*4 |
| Softmax | 240*240*4 | N/A | N/A | N/A | N/A | 240*240 | | 0 |
| layer | type | kernelsize/stride | output | layer | type |
| --- | --- | --- | --- | --- | --- |
| 1-2 | conv+relu | (3,3)/1-(1,1)/1 | (128,128,32) | 13-14 | conv+relu |
| 3-4 | conv+relu | (3,3)/2-(1,1)/1 | (64,64,32) | 15 | maxpool | | | 5 | maxpool | (3,3)/2 | (32,32,32) | 16-17 | conv+relu |
| --- | --- | --- | --- | --- | --- |
| 6-7 | conv+relu | (3,3)/1-(1,1)/1 | (32,32,64) | 18-19 | conv+relu |
| 8-9 | conv+relu | (3,3)/1-(1,1)/1 | (32,32,64) | 20 | fc+relu+dropout |
| 10 | maxpool | (3,3)/2 | (16,16,64) | 21 | fc+dropout |
| 11-12 | conv+relu | (3,3)/1-(1,1)/1 | (16,16,128) | 22 | fc | | 1 |
| layer | type | kernelsize/stride | output | layer | type |
| --- | --- | --- | --- | --- | --- |
| 1-2 | conv+relu | (3,3)/1-(1,1)/1 | (128,128,32) | 13-14 | conv+relu |
| 3-4 | conv+relu | (3,3)/2-(1,1)/1 | (64,64,32) | 15 | maxpool | | | Deconv2 | 120*120*64 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| --- | --- | --- | --- | --- | --- | --- |
| Conv9 | 240*240*(32+32) | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv10 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv11 | 240*240*32 | 3*3 | 1 | 4 | Linear | 240*240*4 |
| Softmax | 240*240*4 | N/A | N/A | N/A | N/A | 240*240 | | 0 |
| Models | AP(OKS) | FLOPs |
| --- | --- | --- |
| GlobalNetonly | 66.6 | 3.90G |
| GlobalNet+Concat | 68.5 | 5.87G | | | GlobalNet+1bottleneck+Concat | 69.2 | 6.92G |
| --- | --- | --- |
| ours(CPN) | 69.4 | 6.20G | | 1 |
| Models | AP(OKS) | FLOPs |
| --- | --- | --- |
| GlobalNetonly | 66.6 | 3.90G |
| GlobalNet+Concat | 68.5 | 5.87G | | | GlobalNet | RefineNet | AP(OKS) |
| --- | --- | --- |
| — | L2loss | 68.2 |
| L2loss | L2loss | 68.6 |
| — | L2loss* | 68.5 |
| L2loss | L2loss* | 69.4 |
| L2loss* | L2loss* | 69.1 | | 0 |
| Models | AP(OKS) | FLOPs |
| --- | --- | --- |
| GlobalNetonly | 66.6 | 3.90G | | | GlobalNet+Concat | 68.5 | 5.87G |
| --- | --- | --- |
| GlobalNet+1bottleneck+Concat | 69.2 | 6.92G |
| ours(CPN) | 69.4 | 6.20G | | 1 |
| Models | AP(OKS) | FLOPs |
| --- | --- | --- |
| GlobalNetonly | 66.6 | 3.90G | | | L2loss | L2loss | 68.6 |
| --- | --- | --- |
| — | L2loss* | 68.5 |
| L2loss | L2loss* | 69.4 |
| L2loss* | L2loss* | 69.1 | | 0 |
| Total<br>MPI<br>Ranks | Initialization | Assembling<br>(A) | Solving<br>(S) | Communication<br>(C) | S&C | A,S&C | TotalExecution |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 24 | 140.48 | 757.41 | 186.25 | 5.82 | 192.08 | 949.49 | 1089.97 |
| 30 | 107.62 | 576.76 | 158.38 | 4.95 | 163.32 | 740.08 | 847.70 |
| 60 | 43.37 | 350.02 | 78.05 | 2.33 | 80.38 | 430.40 | 473.77 | | | 120 | 23.13 | 178.86 | 46.30 | 3 | 2.33 | 227.50 | 250.63 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 240 | 5.59 | 90.17 | 22.12 | 2.14 | 24.24 | 114.41 | 120.00 |
| 480 | 2.91 | 45.51 | 11.15 | 1.13 | 12.28 | 57.79 | 60.70 |
| 960 | 2.14 | 21.91 | 6.72 | 3.51 | 10.23 | 32.14 | 34.27 |
| 1080 | 2.34 | 20.52 | 5.53 | 4.38 | 9.88 | 30.40 | 32.74 | | 1 |
| Total<br>MPI<br>Ranks | Initialization | Assembling<br>(A) | Solving<br>(S) | Communication<br>(C) | S&C | A,S&C | TotalExecution |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 24 | 140.48 | 757.41 | 186.25 | 5.82 | 192.08 | 949.49 | 1089.97 |
| 30 | 107.62 | 576.76 | 158.38 | 4.95 | 163.32 | 740.08 | 847.70 |
| 60 | 43.37 | 350.02 | 78.05 | 2.33 | 80.38 | 430.40 | 473.77 | | | network | ncomm | Q | nG,tot | pG,tot | nL,av | pL,av |
| --- | --- | --- | --- | --- | --- | --- |
| VTc | 4 | 0.332 | 6 | 0.48 | 9 | 10 |
| stn | 58 | 0.530 | 3 | 0.75 | 19 | 10 |
| Rome | 39 | 0.907 | 18 | 10 | 19 | 10 |
| ER | 3.68<br>1.55 | 0.114<br>0.020 | 3.94<br>2.34 | 0.59<br>0.30 | 5.39<br>3.34 | 0.66<br>0.29 |
| benchm | 3.19<br>0.50 | 0.449<br>0.042 | 3.83<br>2.07 | 0.19<br>0.24 | 5.21<br>3.36 | 0.10<br>0.20 |
| kernelaggr. | 18 | 0.426 | 12 | 0.41 | 19 | 0.40 |
| stnaggr. | 9 | 0.34 | 18 | 0.38 | 7 | 0.05 |
| Romeaggr. | 6 | 0.46 | 8 | 0.24 | 5 | 0.86 | | 0 |
| Total<br>MPI<br>Ranks | Initialization | Assembling<br>(A) | Solving<br>(S) | Communication<br>(C) | S&C | A,S&C | TotalExecution |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 24 | 140.48 | 757.41 | 186.25 | 5.82 | 192.08 | 949.49 | 1089.97 | | | 30 | 107.62 | 576.76 | 158.38 | 4.95 | 163.32 | 740.08 | 847.70 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 60 | 43.37 | 350.02 | 78.05 | 2.33 | 80.38 | 430.40 | 473.77 |
| 120 | 23.13 | 178.86 | 46.30 | 3 | 2.33 | 227.50 | 250.63 |
| 240 | 5.59 | 90.17 | 22.12 | 2.14 | 24.24 | 114.41 | 120.00 |
| 480 | 2.91 | 45.51 | 11.15 | 1.13 | 12.28 | 57.79 | 60.70 |
| 960 | 2.14 | 21.91 | 6.72 | 3.51 | 10.23 | 32.14 | 34.27 |
| 1080 | 2.34 | 20.52 | 5.53 | 4.38 | 9.88 | 30.40 | 32.74 | | 1 |
| Total<br>MPI<br>Ranks | Initialization | Assembling<br>(A) | Solving<br>(S) | Communication<br>(C) | S&C | A,S&C | TotalExecution |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 24 | 140.48 | 757.41 | 186.25 | 5.82 | 192.08 | 949.49 | 1089.97 | | | stn | 58 | 0.530 | 3 | 0.75 | 19 | 10 |
| --- | --- | --- | --- | --- | --- | --- |
| Rome | 39 | 0.907 | 18 | 10 | 19 | 10 |
| ER | 3.68<br>1.55 | 0.114<br>0.020 | 3.94<br>2.34 | 0.59<br>0.30 | 5.39<br>3.34 | 0.66<br>0.29 |
| benchm | 3.19<br>0.50 | 0.449<br>0.042 | 3.83<br>2.07 | 0.19<br>0.24 | 5.21<br>3.36 | 0.10<br>0.20 |
| kernelaggr. | 18 | 0.426 | 12 | 0.41 | 19 | 0.40 |
| stnaggr. | 9 | 0.34 | 18 | 0.38 | 7 | 0.05 |
| Romeaggr. | 6 | 0.46 | 8 | 0.24 | 5 | 0.86 | | 0 |
| SSC | LRSC | ENSC | KMP |
| --- | --- | --- | --- |
| α | τα | λλλ123 | kλ |
| 25 | 55 | 0.10.11 | 1000.1 | | | 200 | 100100 | 0.10.11000 | 1000.1 |
| --- | --- | --- | --- |
| 120 | -- | --- | -- |
| - | -- | --- | -- | | 1 |
| SSC | LRSC | ENSC | KMP |
| --- | --- | --- | --- |
| α | τα | λλλ123 | kλ |
| 25 | 55 | 0.10.11 | 1000.1 | | | η | 0.001 | 0.005 | 0.01 | 0.0125 |
| --- | --- | --- | --- | --- |
| Nc | 5 | 9 | 16 | 20 |
| τ | 3 | 5 | 6 | 7 |
| a | 23 | 24 | 24 | 27 |
| Pc | 0.9999 | 0.9636 | 0.5014 | 0.1618 | | 0 |
| SSC | LRSC | ENSC | KMP |
| --- | --- | --- | --- |
| α | τα | λλλ123 | kλ | | | 25 | 55 | 0.10.11 | 1000.1 |
| --- | --- | --- | --- |
| 200 | 100100 | 0.10.11000 | 1000.1 |
| 120 | -- | --- | -- |
| - | -- | --- | -- | | 1 |
| SSC | LRSC | ENSC | KMP |
| --- | --- | --- | --- |
| α | τα | λλλ123 | kλ | | | τ | 3 | 5 | 6 | 7 |
| --- | --- | --- | --- | --- |
| a | 23 | 24 | 24 | 27 |
| Pc | 0.9999 | 0.9636 | 0.5014 | 0.1618 | | 0 |
| Database | Type | Description | Size(GB) |
| --- | --- | --- | --- |
| Drosph | DNA | Sequencesfromthedrosophilagenome | 0.12 |
| pataa | Protein | Patentedproteindatabase | 0.17 |
| estothers | DNA | ESTdatabasewithouthuman/mouseentries | 0.37 | | | envnr | Protein | Environmentalproteinsequences | 1.6 |
| --- | --- | --- | --- |
| nr | protein | Non-redundantproteindatabase | 4 | | 1 |
| Database | Type | Description | Size(GB) |
| --- | --- | --- | --- |
| Drosph | DNA | Sequencesfromthedrosophilagenome | 0.12 |
| pataa | Protein | Patentedproteindatabase | 0.17 |
| estothers | DNA | ESTdatabasewithouthuman/mouseentries | 0.37 | | | GeneName | TranscriptName | PrimerSequence-Forward | PrimerSequence-Reverse |
| --- | --- | --- | --- |
| ERBB2 | NM001005862 | 5-CACAGATAAAACGGGGGCAC | 5-CAGGGTCTGAGTCTCTGTGCT |
| NSD1 | NM022455 | 5-GACACGGTGCAGTCAAATCG | 5-GCTGCCGTCCACTTCATTTC |
| ∗<br>U2AF1 | NM001025203 | 5-TTGGAGCATGTCGTCATGGAG | 5-CTGTGCACTGTTTTGGGGATT |
| PDGFB | NM002608 | 5-CTCCGCGCTTTCCGATTTTG | 5-AGAGGAAAAGGAACACGGCA |
| ∗<br>DNMT3A | NM153759 | 5-GCAGCTACTTCCAGAGCTTCA | 5-TTTCAGGCTACGATCCACGC |
| ∗<br>GNAS | NM016592 | 5-CGAGTCTTAGGCTGCGGAAT | 5-GCACCTACCTTCCTGACCAC |
| RBM15 | NM001201545 | 5-ATGCCTTCCCACCTTGTGAG | 5-TCAACCAGTTTTGCACGGAC |
| RET | NM020630 | 5-TGCCCAGCAACTTAGGATGG | 5-TTGATTCCCACCCCAGAAGC |
| TCF3 | NM001136139 | 5-GAGAAAGACCTGAGGGACCG | 5-GGCCTCGTTAATATCCCGCA |
| WHSC1L1 | NM017778 | 5-GCCTCTCAGTACAGCACTCC | 5-GCCTGCCCATGTTAATGCTG |
| CBFB | NM001755 | 5-GGATGCATTAGCACAACAGGC | 5-GCCAGCAGCTGTGAAACTCT |
| TP53 | IsoGroup1<br>IsoGroup2 | 5-GATGAAGCTCCCAGAATGCC<br>5-GAGGTGTAGACGCCAACTCT | 5-GTAGCTGCCCTGGTAGGTTT<br>5-AAGTCAGGGCACAAGTGAACA |
| ∗<br>NF1 | NM000267 | 5-TGAGGAAAACCAGCGGAACC | 5-GCTGGCTAACCACCTGGTATAAA | | 0 |
| Database | Type | Description | Size(GB) |
| --- | --- | --- | --- |
| Drosph | DNA | Sequencesfromthedrosophilagenome | 0.12 |
| pataa | Protein | Patentedproteindatabase | 0.17 | | | estothers | DNA | ESTdatabasewithouthuman/mouseentries | 0.37 |
| --- | --- | --- | --- |
| envnr | Protein | Environmentalproteinsequences | 1.6 |
| nr | protein | Non-redundantproteindatabase | 4 | | 1 |
| Database | Type | Description | Size(GB) |
| --- | --- | --- | --- |
| Drosph | DNA | Sequencesfromthedrosophilagenome | 0.12 |
| pataa | Protein | Patentedproteindatabase | 0.17 | | | RET | NM020630 | 5-TGCCCAGCAACTTAGGATGG | 5-TTGATTCCCACCCCAGAAGC |
| --- | --- | --- | --- |
| TCF3 | NM001136139 | 5-GAGAAAGACCTGAGGGACCG | 5-GGCCTCGTTAATATCCCGCA |
| WHSC1L1 | NM017778 | 5-GCCTCTCAGTACAGCACTCC | 5-GCCTGCCCATGTTAATGCTG |
| CBFB | NM001755 | 5-GGATGCATTAGCACAACAGGC | 5-GCCAGCAGCTGTGAAACTCT |
| TP53 | IsoGroup1<br>IsoGroup2 | 5-GATGAAGCTCCCAGAATGCC<br>5-GAGGTGTAGACGCCAACTCT | 5-GTAGCTGCCCTGGTAGGTTT<br>5-AAGTCAGGGCACAAGTGAACA |
| ∗<br>NF1 | NM000267 | 5-TGAGGAAAACCAGCGGAACC | 5-GCTGGCTAACCACCTGGTATAAA | | 0 |
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