premise string | hypothesis string | label int64 |
|---|---|---|
| Objectiveevaluation | | | | | |
| --- | --- | --- | --- | --- | --- |
| Method | SSIM | PSNR | MSE | MI | UIQI |
| DCT+Acmax | 0.9763 | 34.9162 | 20.9634 | 3.7848 | 0.8303 |
| DCT+Acmax+Cv | 0.9759 | 34.8722 | 21.1768 | 3.7763 | 0.8284 |
| DCT+Varience | 0.979 | 35.1015 | 20.0879 | 3.9204 | 0.8319 |
| DCT+Varien... | | DCT+SF | 0.9844 | 36.2023 | 15.59 | 4.0281 | 0.8457 |
| --- | --- | --- | --- | --- | --- |
| DCT+SF+Cv | 0.9844 | 36.2036 | 15.5856 | 4.0282 | 0.8457 |
| DCT+Ampmax(Proposed) | 0.9836 | 36.1464 | 15.7923 | 4.005 | 0.8415 |
| DCT+Ampmax+Cv(Proposed) | 0.9836 | 36.1498 | 15.78 | 4.005 | 0.8415 | | 1 |
| Objectiveevaluation | | | | | |
| --- | --- | --- | --- | --- | --- |
| Method | SSIM | PSNR | MSE | MI | UIQI |
| DCT+Acmax | 0.9763 | 34.9162 | 20.9634 | 3.7848 | 0.8303 |
| DCT+Acmax+Cv | 0.9759 | 34.8722 | 21.1768 | 3.7763 | 0.8284 |
| DCT+Varience | 0.979 | 35.1015 | 20.0879 | 3.9204 | 0.8319 |
| DCT+Varien... | | Sigma | Index | Methods | | | |
| --- | --- | --- | --- | --- | --- |
| Noisy | LSCD | CBM3D | WLRTR | | |
| 10 | PSNR | 28.13 | 33.85 | 35.90 | 35.91 |
| SSIM | 0.7020 | 0.9188 | 0.9501 | 0.9511 | |
| 20 | PSNR | 22.17 | 30.26 | 31.85 | 31.94 |
| SSIM | 0.4580 | 0.8469 | 0.8923 | 0.8953 | |
| 30 | PSNR | 18.5... | 0 |
| Objectiveevaluation | | | | | |
| --- | --- | --- | --- | --- | --- |
| Method | SSIM | PSNR | MSE | MI | UIQI |
| DCT+Acmax | 0.9763 | 34.9162 | 20.9634 | 3.7848 | 0.8303 |
| DCT+Acmax+Cv | 0.9759 | 34.8722 | 21.1768 | 3.7763 | 0.8284 |
| DCT+Varience | 0.979 | 35.1015 | 20.0879 | 3.9204 | 0.8319 |
| DCT+Varien... | | DCT+SF | 0.9844 | 36.2023 | 15.59 | 4.0281 | 0.8457 |
| --- | --- | --- | --- | --- | --- |
| DCT+SF+Cv | 0.9844 | 36.2036 | 15.5856 | 4.0282 | 0.8457 |
| DCT+Ampmax(Proposed) | 0.9836 | 36.1464 | 15.7923 | 4.005 | 0.8415 |
| DCT+Ampmax+Cv(Proposed) | 0.9836 | 36.1498 | 15.78 | 4.005 | 0.8415 | | 1 |
| Objectiveevaluation | | | | | |
| --- | --- | --- | --- | --- | --- |
| Method | SSIM | PSNR | MSE | MI | UIQI |
| DCT+Acmax | 0.9763 | 34.9162 | 20.9634 | 3.7848 | 0.8303 |
| DCT+Acmax+Cv | 0.9759 | 34.8722 | 21.1768 | 3.7763 | 0.8284 |
| DCT+Varience | 0.979 | 35.1015 | 20.0879 | 3.9204 | 0.8319 |
| DCT+Varien... | | 20 | PSNR | 22.17 | 30.26 | 31.85 | 31.94 |
| --- | --- | --- | --- | --- | --- |
| SSIM | 0.4580 | 0.8469 | 0.8923 | 0.8953 | |
| 30 | PSNR | 18.58 | 28.22 | 29.69 | 29.87 |
| SSIM | 0.3223 | 0.7854 | 0.8402 | 0.8444 | |
| 40 | PSNR | 16.08 | 27.00 | 28.10 | 28.47 |
| SSIM | 0.2388 | 0.7417 | 0.7872 | 0.7973 | | | 0 |
| | Bigram/Trigram | PCFG15 | PCFG20 | L1R2 | L2R1 | L2R2 |
| --- | --- | --- | --- | --- | --- | --- |
| Numberofparameters | 1088/34880 | 3855 | 8640 | 6402 | 6402 | 8514 | | | Iterationstoconvergence | – | 45 | 45 | 19 | 17 | 24 |
| --- | --- | --- | --- | --- | --- | --- |
| Real-timeconvergence(min) | – | 62 | 142 | 8 | 7 | 14 |
| H(T,Grammar) | 2.88/2.71 | 3.81 | 3.42 | 2.87 | 2.85 | 2.78 |
| Crossingbracket(onT) | 66.78 | 93.46 | 93.41 | 93.07 | 93.28 | 94.51 | | 1 |
| | Bigram/Trigram | PCFG15 | PCFG20 | L1R2 | L2R1 | L2R2 |
| --- | --- | --- | --- | --- | --- | --- |
| Numberofparameters | 1088/34880 | 3855 | 8640 | 6402 | 6402 | 8514 | | | Method | 750 | 3000 | 12000 | 50000 | 200000 |
| --- | --- | --- | --- | --- | --- |
| DC | (0.1422,1.5259) | (0.1112,0.4187) | (0.0290,0.2091) | (0.0184,0.1071) | (0.0085,0.0361) |
| HF | (0.1133,0.3985) | (0.1236,3.0128) | (0.0828,6.2417) | (0.0325,4.7646) | (0.0343,14.158) |
| (d,d)2∞ | | | | | |
| DC | 0.040... | 0 |
| | Bigram/Trigram | PCFG15 | PCFG20 | L1R2 | L2R1 | L2R2 |
| --- | --- | --- | --- | --- | --- | --- |
| Numberofparameters | 1088/34880 | 3855 | 8640 | 6402 | 6402 | 8514 | | | Iterationstoconvergence | – | 45 | 45 | 19 | 17 | 24 |
| --- | --- | --- | --- | --- | --- | --- |
| Real-timeconvergence(min) | – | 62 | 142 | 8 | 7 | 14 |
| H(T,Grammar) | 2.88/2.71 | 3.81 | 3.42 | 2.87 | 2.85 | 2.78 |
| Crossingbracket(onT) | 66.78 | 93.46 | 93.41 | 93.07 | 93.28 | 94.51 | | 1 |
| | Bigram/Trigram | PCFG15 | PCFG20 | L1R2 | L2R1 | L2R2 |
| --- | --- | --- | --- | --- | --- | --- |
| Numberofparameters | 1088/34880 | 3855 | 8640 | 6402 | 6402 | 8514 | | | HF | 1.58 | 4.91 | 19.2 | 80.6 | 339 |
| --- | --- | --- | --- | --- | --- |
| timing(sec) | | | | | | | 0 |
| | Distance(??) | Kinematicjerk(??) |
| --- | --- | --- |
| Inexpert–Taskα | 78 | 3190177 |
| Intermediate-level–Taskα | 28 | 1136228 |
| Expert–Taskα | 41 | 695616 | | | Inexpert–Taskβ | 39 | 797533 |
| --- | --- | --- |
| Intermediate-level–Taskβ | 24 | 674140 |
| Expert–Taskβ | 22 | 377639 | | 1 |
| | Distance(??) | Kinematicjerk(??) |
| --- | --- | --- |
| Inexpert–Taskα | 78 | 3190177 |
| Intermediate-level–Taskα | 28 | 1136228 |
| Expert–Taskα | 41 | 695616 | | | Training | Metrics | FSRM | SRM | SRM-B | EFIS-SRM | SC-EFIS-SRM |
| --- | --- | --- | --- | --- | --- | --- |
| | J | 64 | σJ | 24 | CIJ | 55 |
| | J | 66 | σJ | 25 | CIJ | 57 |
| | J | 63 | σJ | 25 | CIJ | 53 |
| | J | 57 | σJ | 29 | CIJ | 46 |
| | J | 42 | σJ | 33 | CIJ | 30 |
| | J | 63 | σJ | 26 | CIJ | 53... | 0 |
| | Distance(??) | Kinematicjerk(??) |
| --- | --- | --- |
| Inexpert–Taskα | 78 | 3190177 | | | Intermediate-level–Taskα | 28 | 1136228 |
| --- | --- | --- |
| Expert–Taskα | 41 | 695616 |
| Inexpert–Taskβ | 39 | 797533 |
| Intermediate-level–Taskβ | 24 | 674140 |
| Expert–Taskβ | 22 | 377639 | | 1 |
| | Distance(??) | Kinematicjerk(??) |
| --- | --- | --- |
| Inexpert–Taskα | 78 | 3190177 | | | | J | 47 | σJ | 31 | CIJ | 36 |
| --- | --- | --- | --- | --- | --- | --- |
| | J | 64 | σJ | 28 | CIJ | 54 | | 0 |
| Permission | Requests |
| --- | --- |
| ACCESSNETWORKSTATE | 31,206 |
| WAKELOCK | 23,816 | | | ACCESSFINELOCATION | 5,652 |
| --- | --- |
| GETACCOUNTS | 3,411 |
| ACCESSWIFISTATE | 1,826 |
| UPDATEDEVICESTATS | 1,426 |
| ACCESSCOARSELOCATION | 1,277 |
| AUTHENTICATEACCOUNTS | 644 |
| READSYNCSETTINGS | 426 |
| INTERNET | 416 | | 1 |
| Permission | Requests |
| --- | --- |
| ACCESSNETWORKSTATE | 31,206 |
| WAKELOCK | 23,816 | | | Description | AccessDescriptor |
| --- | --- |
| Read-onlyaccess | access.READ |
| Write-onlyaccess | access.WRITE |
| Readandwriteaccess | access.RW |
| Incrementalaccess | access.INC |
| Incrementalaccess,<br>initialisetozero | access.INCZERO | | 0 |
| Permission | Requests |
| --- | --- |
| ACCESSNETWORKSTATE | 31,206 |
| WAKELOCK | 23,816 |
| ACCESSFINELOCATION | 5,652 | | | GETACCOUNTS | 3,411 |
| --- | --- |
| ACCESSWIFISTATE | 1,826 |
| UPDATEDEVICESTATS | 1,426 |
| ACCESSCOARSELOCATION | 1,277 |
| AUTHENTICATEACCOUNTS | 644 |
| READSYNCSETTINGS | 426 |
| INTERNET | 416 | | 1 |
| Permission | Requests |
| --- | --- |
| ACCESSNETWORKSTATE | 31,206 |
| WAKELOCK | 23,816 |
| ACCESSFINELOCATION | 5,652 | | | Incrementalaccess | access.INC |
| --- | --- |
| Incrementalaccess,<br>initialisetozero | access.INCZERO | | 0 |
| | angleerror | distanceerror |
| --- | --- | --- |
| wall1 | 0.89deg | 22mm |
| wall2 | 1.72deg | 34mm |
| wall3 | 0.63deg | 62mm | | | wall4 | 0.43deg | 4mm |
| --- | --- | --- |
| floor | 1.40deg | 1mm |
| ceiling | 2.98deg | 1824mm | | 1 |
| | angleerror | distanceerror |
| --- | --- | --- |
| wall1 | 0.89deg | 22mm |
| wall2 | 1.72deg | 34mm |
| wall3 | 0.63deg | 62mm | | | | angleerror | distanceerror |
| --- | --- | --- |
| wall1 | 1.93deg | 66mm |
| wall2 | 2.41deg | 68mm |
| wall3 | 1.99deg | 98mm |
| wall4 | 3.82deg | 1mm |
| floor | 0.82deg | 2mm |
| ceiling | 3.57deg | 1795mm | | 0 |
| | angleerror | distanceerror |
| --- | --- | --- |
| wall1 | 0.89deg | 22mm |
| wall2 | 1.72deg | 34mm |
| wall3 | 0.63deg | 62mm |
| wall4 | 0.43deg | 4mm | | | floor | 1.40deg | 1mm |
| --- | --- | --- |
| ceiling | 2.98deg | 1824mm | | 1 |
| | angleerror | distanceerror |
| --- | --- | --- |
| wall1 | 0.89deg | 22mm |
| wall2 | 1.72deg | 34mm |
| wall3 | 0.63deg | 62mm |
| wall4 | 0.43deg | 4mm | | | wall2 | 2.41deg | 68mm |
| --- | --- | --- |
| wall3 | 1.99deg | 98mm |
| wall4 | 3.82deg | 1mm |
| floor | 0.82deg | 2mm |
| ceiling | 3.57deg | 1795mm | | 0 |
| | FeatureAnalysis | SGPLVM | OurApproach | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | Avg. | Max. | Avg. | Max. | Avg. | Max. |
| LengthLeftFoot | 3.31 | 10.01 | 4.04 | 11.47 | 2.38e-4 | 2.02e-3 |
| LengthLeftLowerLeg | 1.90 | 6.50 | 4.34 | 11.30 | 4.93e-4 | 1.82e-3 |
| LengthLeftUpperLeg | 2.08 | 6.7... | | CircumferenceRightArm | 7.98 | 18.35 | 8.55 | 22.62 | 4.62 | 11.17 |
| --- | --- | --- | --- | --- | --- | --- |
| CircumferenceLeftArm | 7.38 | 16.66 | 8.42 | 18.13 | 5.07 | 16.36 |
| HipCircumference | 10.20 | 26.83 | 18.97 | 110.30 | 5.29 | 40.01 |
| WaistCircumference | 8.99 | 32.13 | 15.51 | 45.19 | 1.24 | 6.11 ... | 1 |
| | FeatureAnalysis | SGPLVM | OurApproach | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | Avg. | Max. | Avg. | Max. | Avg. | Max. |
| LengthLeftFoot | 3.31 | 10.01 | 4.04 | 11.47 | 2.38e-4 | 2.02e-3 |
| LengthLeftLowerLeg | 1.90 | 6.50 | 4.34 | 11.30 | 4.93e-4 | 1.82e-3 |
| LengthLeftUpperLeg | 2.08 | 6.7... | | Name | N | M | var(A) | CLPA | LPA |
| --- | --- | --- | --- | --- | --- |
| GRQ | 5.24K | 14.48K | 1.0 | 0.797 | 0.735 |
| HepTh | 9.88K | 25.97K | 1.1 | 0.671 | 0.627 |
| HepPh | 12.01K | 0.12M | 1.2 | 0.497 | 0.488 |
| CondMat | 12.01K | 0.12M | 1.3 | 0.633 | 0.578 |
| Astro | 18.77K | 0.20M | 1.1 | 0.450 | 0.323 ... | 0 |
| | FeatureAnalysis | SGPLVM | OurApproach | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | Avg. | Max. | Avg. | Max. | Avg. | Max. |
| LengthLeftFoot | 3.31 | 10.01 | 4.04 | 11.47 | 2.38e-4 | 2.02e-3 |
| LengthLeftLowerLeg | 1.90 | 6.50 | 4.34 | 11.30 | 4.93e-4 | 1.82e-3 |
| LengthLeftUpperLeg | 2.08 | 6.7... | | WaistCircumference | 8.99 | 32.13 | 15.51 | 45.19 | 1.24 | 6.11 |
| --- | --- | --- | --- | --- | --- | --- |
| ChestCircumference | 8.32 | 22.50 | 15.87 | 89.53 | 1.29 | 4.08 |
| HeadCircumference | 10.56 | 27.99 | 11.67 | 28.75 | 8.414 | 26.76 | | 1 |
| | FeatureAnalysis | SGPLVM | OurApproach | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | Avg. | Max. | Avg. | Max. | Avg. | Max. |
| LengthLeftFoot | 3.31 | 10.01 | 4.04 | 11.47 | 2.38e-4 | 2.02e-3 |
| LengthLeftLowerLeg | 1.90 | 6.50 | 4.34 | 11.30 | 4.93e-4 | 1.82e-3 |
| LengthLeftUpperLeg | 2.08 | 6.7... | | HepPh | 12.01K | 0.12M | 1.2 | 0.497 | 0.488 |
| --- | --- | --- | --- | --- | --- |
| CondMat | 12.01K | 0.12M | 1.3 | 0.633 | 0.578 |
| Astro | 18.77K | 0.20M | 1.1 | 0.450 | 0.323 |
| Enron | 36.69K | 0.18M | 80.8 | 0.473 | 0.338 |
| Brightkite | 58.23K | 0.21M | 6.9 | 0.623 | 0.557 |
| Gowalla | 0.20M | 0.95M | 1... | 0 |
| problem | container<br>size | box<br>types | #<br>boxes | OKP<br>nodes | OPP<br>calls | OPP<br>nodes | opt.<br>boxes | opt.<br>sol. |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| beasley1<br>beasley2<br>beasley3<br>beasley4<br>beasley5<br>beasley6<br>beasley7<br>beasley8<br>beasley9<br>beasley10<br>beasl... | | wang20<br>chrwhi62 | (70,40)<br>(40,70) | 20<br>20 | 42<br>62 | 794<br>356 | 176<br>102 | 1003<br>7991 | 8<br>10 | 2726<br>1860 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3<br>3s<br>A1<br>A1s<br>A2<br>A2s<br>CHL2<br>CHL2s<br>CHL3<br>CHL3s<br>CHL4<br>CHL4s<br>CHL5 | (40,70)<br>(40,70)<br>(50,60)<br>(5... | 1 |
| problem | container<br>size | box<br>types | #<br>boxes | OKP<br>nodes | OPP<br>calls | OPP<br>nodes | opt.<br>boxes | opt.<br>sol. |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| beasley1<br>beasley2<br>beasley3<br>beasley4<br>beasley5<br>beasley6<br>beasley7<br>beasley8<br>beasley9<br>beasley10<br>beasl... | | Class | m | \|V\| | Solved<br>(outof10) | #OKPnodes | #OPPnodes | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Min | Av | Max | Min | Av | Max | | | | |
| I | 20<br>30<br>40<br>20<br>20 | 20<br>30<br>40<br>60<br>80 | 10<br>10<br>9<br>9<br>8 | 5<br>19<br>40<br>31<br>82 | 57<br>307<br... | 0 |
| problem | container<br>size | box<br>types | #<br>boxes | OKP<br>nodes | OPP<br>calls | OPP<br>nodes | opt.<br>boxes | opt.<br>sol. |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| beasley1<br>beasley2<br>beasley3<br>beasley4<br>beasley5<br>beasley6<br>beasley7<br>beasley8<br>beasley9<br>beasley10<br>beasl... | | cgcut1<br>cgcut2<br>cgcut3 | (15,10)<br>(40,70)<br>(40,70) | 7<br>10<br>20 | 16<br>23<br>62 | 14<br>356 | 1<br>102 | 1<br>7991 | 8<br>12<br>10 | 244<br>2892<br>1860 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| gcut01<br>gcut02<br>gcut03<br>gcut04<br>gcut05<br>gcut06<br>gcut07<br>gcut08<br>gcut09<br>gcu... | 1 |
| problem | container<br>size | box<br>types | #<br>boxes | OKP<br>nodes | OPP<br>calls | OPP<br>nodes | opt.<br>boxes | opt.<br>sol. |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| beasley1<br>beasley2<br>beasley3<br>beasley4<br>beasley5<br>beasley6<br>beasley7<br>beasley8<br>beasley9<br>beasley10<br>beasl... | | I | 20<br>30<br>40<br>20<br>20 | 20<br>30<br>40<br>60<br>80 | 10<br>10<br>9<br>9<br>8 | 5<br>19<br>40<br>31<br>82 | 57<br>307<br>933<br>231<br>336 | 174<br>914<br>3826<br>677<br>943 | 0<br>0<br>0<br>1<br>234 | 8<br>158<br>431<br>287<br>147864 | 23<br>969<br>2411<br>1018<br>727719 |
| --- | --- | --- | --- | --- | ---... | 0 |
| -classe1800(attendus=169,ramenes=74.00,corrects=4.00)<br>rappel=0.024precision=0.054f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=86.00,corrects=17.00)<br>rappel=0.101precision=0.198f-mesure=0.133 |
| -classe1820(attendus=169,ramenes=210.00,corrects=31.00)<br>rappel=0.183precision=0.148f-mesure=0.164 |
... | | -classe1920(attendus=200,ramenes=138.00,corrects=13.00)<br>rappel=0.065precision=0.094f-mesure=0.077 |
| --- |
| -classe1930(attendus=200,ramenes=111.00,corrects=8.00)<br>rappel=0.040precision=0.072f-mesure=0.051 |
| -classe1940(attendus=198,ramenes=525.00,corrects=75.00)<br>rappel=0.379precision=0.143f-mesure=0.207 ... | 1 |
| -classe1800(attendus=169,ramenes=74.00,corrects=4.00)<br>rappel=0.024precision=0.054f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=86.00,corrects=17.00)<br>rappel=0.101precision=0.198f-mesure=0.133 |
| -classe1820(attendus=169,ramenes=210.00,corrects=31.00)<br>rappel=0.183precision=0.148f-mesure=0.164 |
... | | -classe1800(attendus=169,ramenes=74.00,corrects=4.00)<br>rappel=0.024precision=0.054f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=86.00,corrects=17.00)<br>rappel=0.101precision=0.198f-mesure=0.133 |
| -classe1820(attendus=169,ramenes=210.00,corrects=31.00)<br>rappel=0.183precision=0.148f-mesure=0.164 |
... | 0 |
| -classe1800(attendus=169,ramenes=74.00,corrects=4.00)<br>rappel=0.024precision=0.054f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=86.00,corrects=17.00)<br>rappel=0.101precision=0.198f-mesure=0.133 |
| -classe1820(attendus=169,ramenes=210.00,corrects=31.00)<br>rappel=0.183precision=0.148f-mesure=0.164 |
... | | -classe1920(attendus=200,ramenes=138.00,corrects=13.00)<br>rappel=0.065precision=0.094f-mesure=0.077 |
| --- |
| -classe1930(attendus=200,ramenes=111.00,corrects=8.00)<br>rappel=0.040precision=0.072f-mesure=0.051 |
| -classe1940(attendus=198,ramenes=525.00,corrects=75.00)<br>rappel=0.379precision=0.143f-mesure=0.207 ... | 1 |
| -classe1800(attendus=169,ramenes=74.00,corrects=4.00)<br>rappel=0.024precision=0.054f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=86.00,corrects=17.00)<br>rappel=0.101precision=0.198f-mesure=0.133 |
| -classe1820(attendus=169,ramenes=210.00,corrects=31.00)<br>rappel=0.183precision=0.148f-mesure=0.164 |
... | | -classe1900(attendus=203,ramenes=276.00,corrects=21.00)<br>rappel=0.103precision=0.076f-mesure=0.088 |
| --- |
| -classe1910(attendus=201,ramenes=72.00,corrects=3.00)<br>rappel=0.015precision=0.042f-mesure=0.022 |
| -classe1920(attendus=200,ramenes=138.00,corrects=13.00)<br>rappel=0.065precision=0.094f-mesure=0.077 |... | 0 |
| SceneClass | rk | rdiff | Symbol |
| --- | --- | --- | --- |
| Class1 | 0.5561 | Notapplicableasthisis∨rk | Notapplicable |
| Class2 | 0.0264 | 0.3911 | > |
| Class3 | 0.0000 | Discardedasr=03 | × | | | Class4 | 0.4175 | 0.1386 | > |
| --- | --- | --- | --- |
| FinalResult | Class1>Class4>Class2,but×Class3<br>SceneimagehasthehighestpossibilityasClass1,<br>followbyClass4andClass2respectively.<br>ButsceneimageisdefinitelynotbelongtoClass3. | | | | 1 |
| SceneClass | rk | rdiff | Symbol |
| --- | --- | --- | --- |
| Class1 | 0.5561 | Notapplicableasthisis∨rk | Notapplicable |
| Class2 | 0.0264 | 0.3911 | > |
| Class3 | 0.0000 | Discardedasr=03 | × | | | Imageprocessing | Numberofexceedencesabovetarget |
| --- | --- |
| Original512x2560imagealgorithm | 90 |
| CSusing256x1280PFCoeffsviaTwISTorthresholding | 10 |
| CSusing128x640PFCoeffsviaTwISTorthresholding | 23 |
| CSusing128x640PFCoeffs;Removegroupsof5 | 14 |
| CSusing64x320PFCoeffsviaTwISTorthresholding | 32 |
| CSusi... | 0 |
| SceneClass | rk | rdiff | Symbol |
| --- | --- | --- | --- |
| Class1 | 0.5561 | Notapplicableasthisis∨rk | Notapplicable |
| Class2 | 0.0264 | 0.3911 | > | | | Class3 | 0.0000 | Discardedasr=03 | × |
| --- | --- | --- | --- |
| Class4 | 0.4175 | 0.1386 | > |
| FinalResult | Class1>Class4>Class2,but×Class3<br>SceneimagehasthehighestpossibilityasClass1,<br>followbyClass4andClass2respectively.<br>ButsceneimageisdefinitelynotbelongtoClass3. | | | | 1 |
| SceneClass | rk | rdiff | Symbol |
| --- | --- | --- | --- |
| Class1 | 0.5561 | Notapplicableasthisis∨rk | Notapplicable |
| Class2 | 0.0264 | 0.3911 | > | | | CSusing256x1280PFCoeffsviaTwISTorthresholding | 10 |
| --- | --- |
| CSusing128x640PFCoeffsviaTwISTorthresholding | 23 |
| CSusing128x640PFCoeffs;Removegroupsof5 | 14 |
| CSusing64x320PFCoeffsviaTwISTorthresholding | 32 |
| CSusing64x320PFCoeffs;Removegroupsof5 | 8 | | 0 |
| Resource | Visible<br>DataExposedRequests | Invisible<br>DataExposedRequests | | | |
| --- | --- | --- | --- | --- | --- |
| Location | 758 | 2,205 | 3,881 | 8,755 | 4,639 |
| ReadSMSdata | 378 | 486 | 72 | 125 | 450 | | | SendingSMS | 7 | 7 | 1 | 1 | 8 |
| --- | --- | --- | --- | --- | --- |
| BrowserHistory | 12 | 14 | 2 | 5 | 14 |
| Total | 1,155 | 2,712 | 3,956 | 8,886 | 5,111 | | 1 |
| Resource | Visible<br>DataExposedRequests | Invisible<br>DataExposedRequests | | | |
| --- | --- | --- | --- | --- | --- |
| Location | 758 | 2,205 | 3,881 | 8,755 | 4,639 |
| ReadSMSdata | 378 | 486 | 72 | 125 | 450 | | | Description | Count |
| --- | --- |
| Requests | 252036 |
| Responses | 251802 |
| URLsaccessed | 503838 |
| DistinctURLs | 201628 |
| Distincthosts | 9580 |
| Distincthosts(combined) | 8601 | | 0 |
| Resource | Visible<br>DataExposedRequests | Invisible<br>DataExposedRequests | | | |
| --- | --- | --- | --- | --- | --- |
| Location | 758 | 2,205 | 3,881 | 8,755 | 4,639 |
| ReadSMSdata | 378 | 486 | 72 | 125 | 450 |
| SendingSMS | 7 | 7 | 1 | 1 | 8 | | | BrowserHistory | 12 | 14 | 2 | 5 | 14 |
| --- | --- | --- | --- | --- | --- |
| Total | 1,155 | 2,712 | 3,956 | 8,886 | 5,111 | | 1 |
| Resource | Visible<br>DataExposedRequests | Invisible<br>DataExposedRequests | | | |
| --- | --- | --- | --- | --- | --- |
| Location | 758 | 2,205 | 3,881 | 8,755 | 4,639 |
| ReadSMSdata | 378 | 486 | 72 | 125 | 450 |
| SendingSMS | 7 | 7 | 1 | 1 | 8 | | | Responses | 251802 |
| --- | --- |
| URLsaccessed | 503838 |
| DistinctURLs | 201628 |
| Distincthosts | 9580 |
| Distincthosts(combined) | 8601 | | 0 |
| | SIFT1M | GIST1M |
| --- | --- | --- |
| ANN | ε=0 | ε=5 |
| E2LSH | r=0.45 | r=1 | | | FLANN | p=0.9,<br>ω=0.01,ω=0mt | p=0.8,<br>ω=0.01,ω=0mt |
| --- | --- | --- |
| EFANNA | nTree=4,kNN=30 | nTree=4,kNN=50 | | 1 |
| | SIFT1M | GIST1M |
| --- | --- | --- |
| ANN | ε=0 | ε=5 |
| E2LSH | r=0.45 | r=1 | | | Alg. | Tr.Fl.1;Te.Fl.3 | Tr.Fl.3;Te.Fl.1 | Alg. |
| --- | --- | --- | --- |
| MI-HE(HSD) | 0.304 | 0.449 | MI-SMF(ACE) |
| M-IHE(ACE) | 0.257 | 0.254 | MI-SMF(SMF) |
| eFUMI(ACE) | 0.214 | 0.325 | mi-SVM |
| eFUMI(HSD) | 0.256 | 0.331 | EM-DD(ACE) |
| MI-ACE(ACE) | 0.226 | 0.340 | DMIL(ACE) | | 0 |
| | SIFT1M | GIST1M |
| --- | --- | --- |
| ANN | ε=0 | ε=5 |
| E2LSH | r=0.45 | r=1 | | | FLANN | p=0.9,<br>ω=0.01,ω=0mt | p=0.8,<br>ω=0.01,ω=0mt |
| --- | --- | --- |
| EFANNA | nTree=4,kNN=30 | nTree=4,kNN=50 | | 1 |
| | SIFT1M | GIST1M |
| --- | --- | --- |
| ANN | ε=0 | ε=5 |
| E2LSH | r=0.45 | r=1 | | | eFUMI(HSD) | 0.256 | 0.331 | EM-DD(ACE) |
| --- | --- | --- | --- |
| MI-ACE(ACE) | 0.226 | 0.340 | DMIL(ACE) | | 0 |
| | F=10,H=1,K=10 | F=10,H=1,K=25 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>1<br>0<br>1<br>1<br>1... | | | Π=170.25 | Π=171.75 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 0.25<br>0.25<br>0.25<br>0.125<br>0.125<br>0.125 | 1<br>1<br>1<br>1<br>1<br>1 | 10.00<br>10.00<br>10.00<br>10.00<br>10.00<br>10.00 | 0.0... | 1 |
| | F=10,H=1,K=10 | F=10,H=1,K=25 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>1<br>0<br>1<br>1<br>1... | | | Firm1 | Firm2 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | F=10,H=1,K=10 | F=10,H=1,K=10 | | | | | | | | |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0... | 0 |
| | F=10,H=1,K=10 | F=10,H=1,K=25 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>1<br>0<br>1<br>1<br>1... | | 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 0.25<br>0.25<br>0.25<br>0.125<br>0.125<br>0.125 | 1<br>1<br>1<br>1<br>1<br>1 | 10.00<br>10.00<br>10.00<br>10.00<br>10.00<br>10.00 | 0.00<br>0.00<br>2.00<br>0.00<br>0.00<br>0.00 | 10.00<br>10.00<br>8.00<br>12.00<br>10.00<br>10.00 | 1<br>1<br>1<br>1<br>1<b... | 1 |
| | F=10,H=1,K=10 | F=10,H=1,K=25 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>1<br>0<br>1<br>1<br>1... | | | Π=67.13 | Π=65.72 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>0<br>0<br>1<br>1<br>0 | 9.00<br>0.00<br>0.00<br>8.00<br>10.00<br>0.00 | 5.67<br>2.67<br>0.00<br>0... | 0 |
| | right<br>start | right<br>end | right<br>inter. | right<br>door | left<br>start | left<br>end | left<br>inter. | left<br>door | door<br>door | Ins. |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| rightstart | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| rightend | 0 | 7 | 0 | 0 | 0 | 1 | 0 | 1... | | leftdoor | 1 | 0 | 0 | 4 | 0 | 0 | 1 | 43 | 1 | 34 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| doordoor | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 2 | 1 |
| deletions | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Total | 8 | 8 | 8 | 46 | 8 | 7 | 9 | 46 | 4 | 60 | | 1 |
| | right<br>start | right<br>end | right<br>inter. | right<br>door | left<br>start | left<br>end | left<br>inter. | left<br>door | door<br>door | Ins. |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| rightstart | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| rightend | 0 | 7 | 0 | 0 | 0 | 1 | 0 | 1... | | Code | K,{w}B | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Polar | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 |
| Simplex | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| Polar | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 |
... | 0 |
| | right<br>start | right<br>end | right<br>inter. | right<br>door | left<br>start | left<br>end | left<br>inter. | left<br>door | door<br>door | Ins. |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| rightstart | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| rightend | 0 | 7 | 0 | 0 | 0 | 1 | 0 | 1... | | leftinter. | 0 | 0 | 0 | 0 | 0 | 0 | 8 | 0 | 0 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| leftdoor | 1 | 0 | 0 | 4 | 0 | 0 | 1 | 43 | 1 | 34 |
| doordoor | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 2 | 1 |
| deletions | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| Total | 8 | 8 | 8 | 46 | 8 | 7 | ... | 1 |
| | right<br>start | right<br>end | right<br>inter. | right<br>door | left<br>start | left<br>end | left<br>inter. | left<br>door | door<br>door | Ins. |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| rightstart | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| rightend | 0 | 7 | 0 | 0 | 0 | 1 | 0 | 1... | | eBCH | 7 | 0 | 0 | 0 | 0 | 0 | 48 | 0 | 30 | 0 | 48 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Polar | 8 | 0 | 0 | 0 | 28 | 0 | 0 | 0 | 198 | 0 | 0 | 0 |
| Polar | 9 | 0 | 0 | 0 | 44 | 0 | 64 | 0 | 294 | 0 | 64 | 0 |
| DualofeBCH | 9 | 0 | 0 | 0 | 20 | 0 | 160 | 0 | 150 | ... | 0 |
| Noise | SSC | LRR | SCGSM | GLRR-21 | GLRR-F<br>/KGLRR-proj | KGLRR-cc |
| --- | --- | --- | --- | --- | --- | --- |
| 0.05 | 0.7838 | 0.8667 | 0.8646 | 1 | 1 | 1 |
| 0.1 | 0.7596 | 0.8889 | 0.7091 | 1 | 1 | 1 |
| 0.15 | 0.7475 | 0.9939 | 0.8667 | 1 | 1 | 1 | | | 0.2 | 0.6202 | 0.9960 | 0.7374 | 1 | 1 | 1 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.25 | 0.3374 | 0.9960 | 0.7293 | 1 | 1 | 1 |
| 0.3 | 0.2020 | 0.8909 | 0.6828 | 1 | 1 | 1 |
| 0.35 | 0.1556 | 0.8263 | 0.2646 | 0.8889 | 0.996 | 0.8566 | | 1 |
| Noise | SSC | LRR | SCGSM | GLRR-21 | GLRR-F<br>/KGLRR-proj | KGLRR-cc |
| --- | --- | --- | --- | --- | --- | --- |
| 0.05 | 0.7838 | 0.8667 | 0.8646 | 1 | 1 | 1 |
| 0.1 | 0.7596 | 0.8889 | 0.7091 | 1 | 1 | 1 |
| 0.15 | 0.7475 | 0.9939 | 0.8667 | 1 | 1 | 1 | | | NumberofClasses | GLRR-F | GLRR-21 | KGLRR-ccp | LRR | SSC | SCGSM | SMCE |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 0.8726 | 0.6371 | 0.9114 | 0.5360 | 0.6066 | 0.5928 | 0.6108 |
| 20 | 0.7627 | 0.5144 | 0.8126 | 0.4290 | 0.3869 | 0.4035 | 0.4246 |
| 30 | 0.6664 | 0.4294 | 0.6995 | 0.3014 | 0.3318 | ... | 0 |
| Noise | SSC | LRR | SCGSM | GLRR-21 | GLRR-F<br>/KGLRR-proj | KGLRR-cc |
| --- | --- | --- | --- | --- | --- | --- |
| 0.05 | 0.7838 | 0.8667 | 0.8646 | 1 | 1 | 1 |
| 0.1 | 0.7596 | 0.8889 | 0.7091 | 1 | 1 | 1 | | | 0.15 | 0.7475 | 0.9939 | 0.8667 | 1 | 1 | 1 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.2 | 0.6202 | 0.9960 | 0.7374 | 1 | 1 | 1 |
| 0.25 | 0.3374 | 0.9960 | 0.7293 | 1 | 1 | 1 |
| 0.3 | 0.2020 | 0.8909 | 0.6828 | 1 | 1 | 1 |
| 0.35 | 0.1556 | 0.8263 | 0.2646 | 0.8889 | 0.996 | 0.8566 | | 1 |
| Noise | SSC | LRR | SCGSM | GLRR-21 | GLRR-F<br>/KGLRR-proj | KGLRR-cc |
| --- | --- | --- | --- | --- | --- | --- |
| 0.05 | 0.7838 | 0.8667 | 0.8646 | 1 | 1 | 1 |
| 0.1 | 0.7596 | 0.8889 | 0.7091 | 1 | 1 | 1 | | | 20 | 0.7627 | 0.5144 | 0.8126 | 0.4290 | 0.3869 | 0.4035 | 0.4246 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 30 | 0.6664 | 0.4294 | 0.6995 | 0.3014 | 0.3318 | 0.4550 | 0.3810 |
| 40 | 0.6519 | 0.3654 | 0.6387 | 0.1687 | 0.2881 | 0.3679 | 0.3737 |
| 50 | 0.5913 | 0.3395 | 0.5884 | 0.1451 | 0.2614 | 0.3137 |... | 0 |
| Euro2016TrainModel-MLP | | | |
| --- | --- | --- | --- |
| Time | Precision | Recall | F-Measure |
| 1 | 0.988 | 0.975 | 0.978 |
| 2 | 0.987 | 0.987 | 0.987 |
| 3 | 0.993 | 0.993 | 0.993 |
| 4 | 0.994 | 0.994 | 0.994 | | | 5 | 0.994 | 0.994 | 0.994 |
| --- | --- | --- | --- |
| 6 | 0.995 | 0.995 | 0.995 |
| 7 | 0.9975 | 0.9975 | 0.9975 |
| 8 | 0.996 | 0.996 | 0.996 |
| 9 | 0.995 | 0.995 | 0.995 |
| 10 | 0.9978 | 0.9978 | 0.9978 | | 1 |
| Euro2016TrainModel-MLP | | | |
| --- | --- | --- | --- |
| Time | Precision | Recall | F-Measure |
| 1 | 0.988 | 0.975 | 0.978 |
| 2 | 0.987 | 0.987 | 0.987 |
| 3 | 0.993 | 0.993 | 0.993 |
| 4 | 0.994 | 0.994 | 0.994 | | | Euro2016TrainModel-J48 | | | |
| --- | --- | --- | --- |
| Time | Precision | Recall | F-Measure |
| 1 | 0.990 | 0.986 | 0.986 |
| 2 | 0.978 | 0.977 | 0.977 |
| 3 | 0.990 | 0.990 | 0.990 |
| 4 | 0.994 | 0.994 | 0.994 |
| 5 | 0.996 | 0.996 | 0.996 |
| 6 | 0.995 | 0.995 | 0.995 |
| 7 | 0.996 | 0.996 | 0.996 |
| 8 | ... | 0 |
| Euro2016TrainModel-MLP | | | |
| --- | --- | --- | --- |
| Time | Precision | Recall | F-Measure |
| 1 | 0.988 | 0.975 | 0.978 |
| 2 | 0.987 | 0.987 | 0.987 |
| 3 | 0.993 | 0.993 | 0.993 |
| 4 | 0.994 | 0.994 | 0.994 | | | 5 | 0.994 | 0.994 | 0.994 |
| --- | --- | --- | --- |
| 6 | 0.995 | 0.995 | 0.995 |
| 7 | 0.9975 | 0.9975 | 0.9975 |
| 8 | 0.996 | 0.996 | 0.996 |
| 9 | 0.995 | 0.995 | 0.995 |
| 10 | 0.9978 | 0.9978 | 0.9978 | | 1 |
| Euro2016TrainModel-MLP | | | |
| --- | --- | --- | --- |
| Time | Precision | Recall | F-Measure |
| 1 | 0.988 | 0.975 | 0.978 |
| 2 | 0.987 | 0.987 | 0.987 |
| 3 | 0.993 | 0.993 | 0.993 |
| 4 | 0.994 | 0.994 | 0.994 | | | 1 | 0.990 | 0.986 | 0.986 |
| --- | --- | --- | --- |
| 2 | 0.978 | 0.977 | 0.977 |
| 3 | 0.990 | 0.990 | 0.990 |
| 4 | 0.994 | 0.994 | 0.994 |
| 5 | 0.996 | 0.996 | 0.996 |
| 6 | 0.995 | 0.995 | 0.995 |
| 7 | 0.996 | 0.996 | 0.996 |
| 8 | 0.997 | 0.997 | 0.997 |
| 9 | 0.997 | 0.997 | 0.997 |
| 10 | 0.998 | 0.998 | 0... | 0 |
| -classe1800(attendus=169,ramenes=102.00,corrects=6.00)<br>rappel=0.036precision=0.059f-mesure=0.044 |
| --- |
| -classe1810(attendus=169,ramenes=193.00,corrects=27.00)<br>rappel=0.160precision=0.140f-mesure=0.149 |
| -classe1820(attendus=169,ramenes=321.00,corrects=41.00)<br>rappel=0.243precision=0.128f-mesure=0.167 ... | | -classe1920(attendus=200,ramenes=143.00,corrects=18.00)<br>rappel=0.090precision=0.126f-mesure=0.105 |
| --- |
| -classe1930(attendus=200,ramenes=80.00,corrects=9.00)<br>rappel=0.045precision=0.113f-mesure=0.064 |
| -classe1940(attendus=198,ramenes=620.00,corrects=93.00)<br>rappel=0.470precision=0.150f-mesure=0.227 |... | 1 |
| -classe1800(attendus=169,ramenes=102.00,corrects=6.00)<br>rappel=0.036precision=0.059f-mesure=0.044 |
| --- |
| -classe1810(attendus=169,ramenes=193.00,corrects=27.00)<br>rappel=0.160precision=0.140f-mesure=0.149 |
| -classe1820(attendus=169,ramenes=321.00,corrects=41.00)<br>rappel=0.243precision=0.128f-mesure=0.167 ... | | -classe1800(attendus=169,ramenes=102.00,corrects=6.00)<br>rappel=0.036precision=0.059f-mesure=0.044 |
| --- |
| -classe1810(attendus=169,ramenes=193.00,corrects=27.00)<br>rappel=0.160precision=0.140f-mesure=0.149 |
| -classe1820(attendus=169,ramenes=321.00,corrects=41.00)<br>rappel=0.243precision=0.128f-mesure=0.167 ... | 0 |
| -classe1800(attendus=169,ramenes=102.00,corrects=6.00)<br>rappel=0.036precision=0.059f-mesure=0.044 |
| --- |
| -classe1810(attendus=169,ramenes=193.00,corrects=27.00)<br>rappel=0.160precision=0.140f-mesure=0.149 |
| -classe1820(attendus=169,ramenes=321.00,corrects=41.00)<br>rappel=0.243precision=0.128f-mesure=0.167 ... | | -classe1890(attendus=197,ramenes=78.00,corrects=9.00)<br>rappel=0.046precision=0.115f-mesure=0.065 |
| --- |
| -classe1900(attendus=203,ramenes=135.00,corrects=16.00)<br>rappel=0.079precision=0.119f-mesure=0.095 |
| -classe1910(attendus=201,ramenes=67.00,corrects=6.00)<br>rappel=0.030precision=0.090f-mesure=0.045 |
|... | 1 |
| -classe1800(attendus=169,ramenes=102.00,corrects=6.00)<br>rappel=0.036precision=0.059f-mesure=0.044 |
| --- |
| -classe1810(attendus=169,ramenes=193.00,corrects=27.00)<br>rappel=0.160precision=0.140f-mesure=0.149 |
| -classe1820(attendus=169,ramenes=321.00,corrects=41.00)<br>rappel=0.243precision=0.128f-mesure=0.167 ... | | -classe1910(attendus=201,ramenes=67.00,corrects=6.00)<br>rappel=0.030precision=0.090f-mesure=0.045 |
| --- |
| -classe1920(attendus=200,ramenes=143.00,corrects=18.00)<br>rappel=0.090precision=0.126f-mesure=0.105 |
| -classe1930(attendus=200,ramenes=80.00,corrects=9.00)<br>rappel=0.045precision=0.113f-mesure=0.064 |
|... | 0 |
| | Fothergilletal. | Sharafetal. | ELS |
| --- | --- | --- | --- |
| Video-Text | 0.679±0.035 | 0.713±0.105 | 0.790±0.133 |
| Image-Text | 0.563±0.045 | 0.656±0.122 | 0.711±0.228 | | | Text | 0.479±0.104 | 0.521±0.072 | 0.622±0.246 |
| --- | --- | --- | --- |
| Video | 0.627±0.052 | 0.635±0.075 | 0.726±0.225 |
| Image | 0.549±0.102 | 0.596±0.103 | 0.670±0.254 |
| Overall | 0.579 | 0.624 | 0.704 | | 1 |
| | Fothergilletal. | Sharafetal. | ELS |
| --- | --- | --- | --- |
| Video-Text | 0.679±0.035 | 0.713±0.105 | 0.790±0.133 |
| Image-Text | 0.563±0.045 | 0.656±0.122 | 0.711±0.228 | | | MASR | PPF | 3D-CNN | ANNC-ASSCC |
| --- | --- | --- | --- |
| 99.87±0.11 | 99.15±0.18 | 99.93±0.11 | 100.00±0.00 |
| 94.22±0.45 | 97.96±0.24 | 98.26±0.31 | 98.75±0.62 |
| 99.45±0.46 | 97.37±0.18 | 94.98±1.97 | 99.26±0.16 |
| 99.98±0.05 | 99.27±0.11 | 98.48±2.11 | 99.96±0.04 |
| 98.75±0.51 | 98.79±0.16 | 99.67±0.18 |... | 0 |
| | Fothergilletal. | Sharafetal. | ELS |
| --- | --- | --- | --- |
| Video-Text | 0.679±0.035 | 0.713±0.105 | 0.790±0.133 | | | Image-Text | 0.563±0.045 | 0.656±0.122 | 0.711±0.228 |
| --- | --- | --- | --- |
| Text | 0.479±0.104 | 0.521±0.072 | 0.622±0.246 |
| Video | 0.627±0.052 | 0.635±0.075 | 0.726±0.225 |
| Image | 0.549±0.102 | 0.596±0.103 | 0.670±0.254 |
| Overall | 0.579 | 0.624 | 0.704 | | 1 |
| | Fothergilletal. | Sharafetal. | ELS |
| --- | --- | --- | --- |
| Video-Text | 0.679±0.035 | 0.713±0.105 | 0.790±0.133 | | | 80.23±1.78 | 98.95±0.08 | 99.29±0.41 | 99.73±0.06 |
| --- | --- | --- | --- |
| 99.34±0.47 | 94.36±0.35 | 97.88±0.97 | 97.49±0.64 |
| 99.90±0.04 | 99.90±0.03 | 99.99±0.01 | 99.41±0.06 |
| 84.80±1.02 | 99.96±0.05 | 99.15±0.75 | 98.72±0.56 |
| 0.9719±0.0018 | 0.9862±0.0011 | 0.9845±0.0010 | 2(cid:13)0.9937±0.0011 | | 0 |
| | Time |
| --- | --- |
| O-GM10 | 35ms |
| 2Dpointprocessing | 31ms |
| 2Dlineprocessing | 40ms |
| 3DlineRANSACsampling | 2.3ms |
| 3DlineFitting(perline)† | 0.1ms |
| Planeextraction | 29ms |
| Planefitting(perplane)† | 1.5ms | | | Planematching† | 3ms |
| --- | --- |
| Poseestimation† | 33ms | | 1 |
| | Time |
| --- | --- |
| O-GM10 | 35ms |
| 2Dpointprocessing | 31ms |
| 2Dlineprocessing | 40ms |
| 3DlineRANSACsampling | 2.3ms |
| 3DlineFitting(perline)† | 0.1ms |
| Planeextraction | 29ms |
| Planefitting(perplane)† | 1.5ms | | | Newtwork | Accelerator | Inference | Car | Ped. | Cyc. |
| --- | --- | --- | --- | --- | --- |
| F-PointNet | GTX1080 | 88ms | 70.39 | 44.89 | 56.77 |
| VoxelNet(Lidar) | TitanX | 30ms | 65.11 | 33.69 | 48.36 |
| AVOD | TitanXp | 80ms | 65.78 | 31.51 | 44.90 |
| MV3D | TitanX | 360ms | 63.35 | N/A | N/A |
| MV3D(Lida... | 0 |
| | Time |
| --- | --- |
| O-GM10 | 35ms |
| 2Dpointprocessing | 31ms |
| 2Dlineprocessing | 40ms |
| 3DlineRANSACsampling | 2.3ms |
| 3DlineFitting(perline)† | 0.1ms |
| Planeextraction | 29ms | | | Planefitting(perplane)† | 1.5ms |
| --- | --- |
| Planematching† | 3ms |
| Poseestimation† | 33ms | | 1 |
| | Time |
| --- | --- |
| O-GM10 | 35ms |
| 2Dpointprocessing | 31ms |
| 2Dlineprocessing | 40ms |
| 3DlineRANSACsampling | 2.3ms |
| 3DlineFitting(perline)† | 0.1ms |
| Planeextraction | 29ms | | | DoBEM | TitanX | 600ms | 6.95 | N/A | N/A |
| --- | --- | --- | --- | --- | --- |
| 3D-SSMFCNN | TitanX | 100ms | 2.28 | N/A | N/A |
| Proposed | GTX1080 | 20ms | 15.24 | 11.46 | 3.23 | | 0 |
| Expected | January | February | March |
| --- | --- | --- | --- |
| 35000 | 150000 | 5000 | 10000 | | | 150000 | 15000 | 10000 | 5000 |
| --- | --- | --- | --- |
| 450000 | 100000 | 20000 | 30000 |
| 180000 | 80000 | 25000 | 15000 |
| 45000 | 25000 | 30000 | 80000 |
| 50000 | 5000 | 40000 | 60000 |
| 200000 | 20000 | 50000 | 70000 |
| 70000 | 35000 | 200000 | 100000 | | 1 |
| Expected | January | February | March |
| --- | --- | --- | --- |
| 35000 | 150000 | 5000 | 10000 | | | Expected | January | February | March |
| --- | --- | --- | --- |
| 35000 | 150000 | 25000 | 10000 |
| 150000 | 15000 | 20000 | 5000 |
| 450000 | 100000 | 200000 | 30000 |
| 180000 | 80000 | 30000 | 15000 |
| 45000 | 25000 | 50000 | 80000 |
| 50000 | 5000 | 10000 | 60000 |
| 200000 | 20000 | 5000 | 70000 |
| 70000 | ... | 0 |
| Expected | January | February | March |
| --- | --- | --- | --- |
| 35000 | 150000 | 5000 | 10000 |
| 150000 | 15000 | 10000 | 5000 |
| 450000 | 100000 | 20000 | 30000 | | | 180000 | 80000 | 25000 | 15000 |
| --- | --- | --- | --- |
| 45000 | 25000 | 30000 | 80000 |
| 50000 | 5000 | 40000 | 60000 |
| 200000 | 20000 | 50000 | 70000 |
| 70000 | 35000 | 200000 | 100000 | | 1 |
| Expected | January | February | March |
| --- | --- | --- | --- |
| 35000 | 150000 | 5000 | 10000 |
| 150000 | 15000 | 10000 | 5000 |
| 450000 | 100000 | 20000 | 30000 | | | 45000 | 25000 | 50000 | 80000 |
| --- | --- | --- | --- |
| 50000 | 5000 | 10000 | 60000 |
| 200000 | 20000 | 5000 | 70000 |
| 70000 | 35000 | 40000 | 100000 | | 0 |
| | Train | Validation | Test |
| --- | --- | --- | --- |
| PA | 70,875 | 10,078 | 20,426 | | | AP | 168,525 | 24,566 | 47,689 |
| --- | --- | --- | --- |
| Lateral | 81,379 | 11,519 | 23,125 |
| Total | 320,779 | 46,163 | 91,240 | | 1 |
| | Train | Validation | Test |
| --- | --- | --- | --- |
| PA | 70,875 | 10,078 | 20,426 | | | | Training | Testing | Validation |
| --- | --- | --- | --- |
| ModelI | 3588 | 1184 | 1189 |
| ModelII | 5259 | 1763 | 1746 |
| ModelIII | 3980 | 1368 | 1350 |
| ModelIV | 2212 | 733 | 742 |
| Total | 15039 | 5048 | 5027 | | 0 |
| | Train | Validation | Test |
| --- | --- | --- | --- |
| PA | 70,875 | 10,078 | 20,426 | | | AP | 168,525 | 24,566 | 47,689 |
| --- | --- | --- | --- |
| Lateral | 81,379 | 11,519 | 23,125 |
| Total | 320,779 | 46,163 | 91,240 | | 1 |
| | Train | Validation | Test |
| --- | --- | --- | --- |
| PA | 70,875 | 10,078 | 20,426 | | | ModelIV | 2212 | 733 | 742 |
| --- | --- | --- | --- |
| Total | 15039 | 5048 | 5027 | | 0 |
| | 1st | 2nd | 3rd | 4th | 5th | 6th | 7th | 8th | 9th | 10th |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Bonefull | 95 | 70 | 85 | 85 | 90 | 85 | 85 | 85 | 70 | 75 | | | Heart | 100 | 100 | 100 | 100 | 100 | 100 | 95 | 95 | 95 | 100 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Glas | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 90 | 100 | 95 |
| Fountain | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
| Key | 100 | 100 | 95 | 100 | 95 | 95 | 90 |... | 1 |
| | 1st | 2nd | 3rd | 4th | 5th | 6th | 7th | 8th | 9th | 10th |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Bonefull | 95 | 70 | 85 | 85 | 90 | 85 | 85 | 85 | 70 | 75 | | | | Gradual | Sharp | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P | R |
| LNA | 198 | 147 | 11 | 51 | 0.93 | 0.742 | 0.826 | 45 | 31 | 26 | 14 | 0.544 | 0.689 |
| NFC | 77 | 57 | 1... | 0 |
| | 1st | 2nd | 3rd | 4th | 5th | 6th | 7th | 8th | 9th | 10th |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Bonefull | 95 | 70 | 85 | 85 | 90 | 85 | 85 | 85 | 70 | 75 |
| Heart | 100 | 100 | 100 | 100 | 100 | 100 | 95 | 95 | 95 | 100 |
| Glas | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 90 | ... | | Fountain | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Key | 100 | 100 | 95 | 100 | 95 | 95 | 90 | 90 | 95 | 95 |
| Fork | 95 | 90 | 65 | 70 | 65 | 75 | 65 | 75 | 70 | 60 |
| Hammerfull | 95 | 95 | 80 | 30 | 30 | 35 | 30 | 40 | 35 |... | 1 |
| | 1st | 2nd | 3rd | 4th | 5th | 6th | 7th | 8th | 9th | 10th |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Bonefull | 95 | 70 | 85 | 85 | 90 | 85 | 85 | 85 | 70 | 75 |
| Heart | 100 | 100 | 100 | 100 | 100 | 100 | 95 | 95 | 95 | 100 |
| Glas | 100 | 100 | 100 | 100 | 100 | 100 | 100 | 90 | ... | | 3PGC | 228 | 171 | 32 | 57 | 0.842 | 0.75 | 0.794 | 132 | 112 | 48 | 20 | 0.7 | 0.848 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| CLE | 123 | 98 | 22 | 25 | 0.817 | 0.797 | 0.807 | 244 | 236 | 33 | 8 | 0.877 | 0.967 |
| CDC | 302 | 231 | 27 | 71 | 0.895 | 0.765 | 0.825 | ... | 0 |
| Dataset | SVM | RMM | R-SVM | R-SVMµ | F-SVM |
| --- | --- | --- | --- | --- | --- |
| Breastcancer | 1.90×10 | 1.00×10 | 2.24×10 | 1.83×10 | 6.60×10 |
| Diabetes | 1.11×10 | 5.70×10 | 3.47×10 | 5.02×10 | 2.57×10 |
| SolarFlare | 1.10×10 | 9.01×10 | 3.52×10 | 4.58×10 | 1.80×10 | | | German | 4.70×10 | 1.17×10 | 5.30×10 | 1.83×10 | 6.08×10 |
| --- | --- | --- | --- | --- | --- |
| Heart | 1.00×10 | 3.46×10 | 5.08×10 | 1.15×10 | 1.20×10 |
| Image | 5.30×10 | 4.31×10 | 3.44×10 | 1.59×10 | 5.98×10 |
| Ringnorm | 3.08×10 | 2.93×10 | 3.59×10 | 6.25×10 | 3.75×10 |
| Splice | 6.28×10 | 6.49×10 | 3.13×10... | 1 |
| Dataset | SVM | RMM | R-SVM | R-SVMµ | F-SVM |
| --- | --- | --- | --- | --- | --- |
| Breastcancer | 1.90×10 | 1.00×10 | 2.24×10 | 1.83×10 | 6.60×10 |
| Diabetes | 1.11×10 | 5.70×10 | 3.47×10 | 5.02×10 | 2.57×10 |
| SolarFlare | 1.10×10 | 9.01×10 | 3.52×10 | 4.58×10 | 1.80×10 | | | Dataset | #ofsamples | #ofclasses | #ofattributes |
| --- | --- | --- | --- |
| Breastcancer | 286 | 2 | 9 |
| Diabetes | 768 | 2 | 8 |
| SolarFlare | 144 | 3 | 9 |
| German | 1000 | 2 | 20 |
| Heart | 270 | 2 | 13 |
| Image | 2310 | 7 | 19 |
| Ringnorm | 7400 | 2 | 20 |
| Splice | 3190 | 3 | 60 |
| Thyroid | 215 | 3... | 0 |
| Dataset | SVM | RMM | R-SVM | R-SVMµ | F-SVM |
| --- | --- | --- | --- | --- | --- |
| Breastcancer | 1.90×10 | 1.00×10 | 2.24×10 | 1.83×10 | 6.60×10 |
| Diabetes | 1.11×10 | 5.70×10 | 3.47×10 | 5.02×10 | 2.57×10 |
| SolarFlare | 1.10×10 | 9.01×10 | 3.52×10 | 4.58×10 | 1.80×10 |
| German | 4.70×10 | 1.17×10 | 5.30×10... | | Image | 5.30×10 | 4.31×10 | 3.44×10 | 1.59×10 | 5.98×10 |
| --- | --- | --- | --- | --- | --- |
| Ringnorm | 3.08×10 | 2.93×10 | 3.59×10 | 6.25×10 | 3.75×10 |
| Splice | 6.28×10 | 6.49×10 | 3.13×10 | 6.69×10 | 6.07×10 |
| Thyroid | 4.22×10 | 4.51×10 | 4.13×10 | 7.13×10 | 5.95×10 |
| Twonorm | 2.81×10 | 3.26×10 | 1.97... | 1 |
| Dataset | SVM | RMM | R-SVM | R-SVMµ | F-SVM |
| --- | --- | --- | --- | --- | --- |
| Breastcancer | 1.90×10 | 1.00×10 | 2.24×10 | 1.83×10 | 6.60×10 |
| Diabetes | 1.11×10 | 5.70×10 | 3.47×10 | 5.02×10 | 2.57×10 |
| SolarFlare | 1.10×10 | 9.01×10 | 3.52×10 | 4.58×10 | 1.80×10 |
| German | 4.70×10 | 1.17×10 | 5.30×10... | | Image | 2310 | 7 | 19 |
| --- | --- | --- | --- |
| Ringnorm | 7400 | 2 | 20 |
| Splice | 3190 | 3 | 60 |
| Thyroid | 215 | 3 | 5 |
| Twonorm | 7400 | 2 | 20 |
| Waveform | 5000 | 3 | 21 | | 0 |
| | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| evaluating↓ | tweets | retweets | tweets | retweets | tweets | retweets |
| age(EN) | 0.288 | 0.322 | 0.298 | 0.294 | 0.263 | 0.340 | | | gender(EN) | 0.515 | 0.535 | 0.550 | 0.541 | 0.519 | 0.544 |
| --- | --- | --- | --- | --- | --- | --- |
| age(SP) | 0.350 | 0.290 | 0.357 | 0.349 | 0.357 | 0.282 |
| gender(SP) | 0.532 | 0.510 | 0.525 | 0.544 | 0.549 | 0.504 | | 1 |
| | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| evaluating↓ | tweets | retweets | tweets | retweets | tweets | retweets |
| age(EN) | 0.288 | 0.322 | 0.298 | 0.294 | 0.263 | 0.340 | | | DataSet | RealNetwork | RD | SW | SF | HK |
| --- | --- | --- | --- | --- | --- |
| | HighestDegreeofaNode | | | | |
| Blog | 351 | 46 | 47 | 211 | 321 |
| Twitter | 237 | 27 | 27 | 253 | 319 |
| Epinions | 1192 | 77 | 72 | 373 | 560 |
| Author | 102 | 15 | 16 | 201 | 183 |
| | ClusteringCoefficient | | | | |... | 0 |
| | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| evaluating↓ | tweets | retweets | tweets | retweets | tweets | retweets | | | age(EN) | 0.288 | 0.322 | 0.298 | 0.294 | 0.263 | 0.340 |
| --- | --- | --- | --- | --- | --- | --- |
| gender(EN) | 0.515 | 0.535 | 0.550 | 0.541 | 0.519 | 0.544 |
| age(SP) | 0.350 | 0.290 | 0.357 | 0.349 | 0.357 | 0.282 |
| gender(SP) | 0.532 | 0.510 | 0.525 | 0.544 | 0.549 | 0.504 | | 1 |
| | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| evaluating↓ | tweets | retweets | tweets | retweets | tweets | retweets | | | Twitter | 3.4 | 3.2 | 4.2 | 2.9 | 2.8 |
| --- | --- | --- | --- | --- | --- |
| Epinions | 2.2 | 2.2 | 3.0 | 2.2 | 2.0 |
| Author | 5.31 | 5.07 | 6.41 | 3.4 | 4.0 |
| | | | | | | | 0 |
| Descriptor | #offloats |
| --- | --- |
| FPFH | 33 | | | SHOT | 135 |
| --- | --- |
| USC | 1980 |
| RoPS | 352 |
| 3DBS-32 | 48 |
| 3DBS-64 | 192 | | 1 |
| Descriptor | #offloats |
| --- | --- |
| FPFH | 33 | | | Images |
| --- |
| 400,000 |
| 87,577 |
| 121,450 |
| 191,463 |
| 403,398 |
| 925,327 | | 0 |
| Descriptor | #offloats |
| --- | --- |
| FPFH | 33 |
| SHOT | 135 | | | USC | 1980 |
| --- | --- |
| RoPS | 352 |
| 3DBS-32 | 48 |
| 3DBS-64 | 192 | | 1 |
| Descriptor | #offloats |
| --- | --- |
| FPFH | 33 |
| SHOT | 135 | | | 121,450 |
| --- |
| 191,463 |
| 403,398 |
| 925,327 | | 0 |
| Workloads | ExecutionTime(Second) | |
| --- | --- | --- |
| Hadoopversion | Proxyversion | |
| TeraSort | 1378 | 4.10 | | | Kmeans | 3347 | 8.68 |
| --- | --- | --- |
| PageRank | 4291 | 6.22 | | 1 |
| Workloads | ExecutionTime(Second) | |
| --- | --- | --- |
| Hadoopversion | Proxyversion | |
| TeraSort | 1378 | 4.10 | | | Workloads | ExecutionTime(Second) | |
| --- | --- | --- |
| Hadoopversion | Proxyversion | |
| TeraSort | 1500 | 11.02 |
| Kmeans | 5971 | 8.03 |
| PageRank | 1444 | 9.03 |
| SIFT | 721 | 8.02 | | 0 |
| Workloads | ExecutionTime(Second) | |
| --- | --- | --- |
| Hadoopversion | Proxyversion | |
| TeraSort | 1378 | 4.10 | | | Kmeans | 3347 | 8.68 |
| --- | --- | --- |
| PageRank | 4291 | 6.22 | | 1 |
| Workloads | ExecutionTime(Second) | |
| --- | --- | --- |
| Hadoopversion | Proxyversion | |
| TeraSort | 1378 | 4.10 | | | TeraSort | 1500 | 11.02 |
| --- | --- | --- |
| Kmeans | 5971 | 8.03 |
| PageRank | 1444 | 9.03 |
| SIFT | 721 | 8.02 | | 0 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.