premise string | hypothesis string | label int64 |
|---|---|---|
| ImageSize | SWD(s/im) | FastSCNN(s/im) | TimeSaved(s/im) |
| --- | --- | --- | --- |
| 200∼400 | 17.16 | 10.31 | 6.85 |
| 400∼600 | 52.86 | 31.21 | 21.65 | | | 600∼800 | 109.04 | 63.47 | 45.57 |
| --- | --- | --- | --- |
| 800∼1000 | 234.53 | 126.27 | 108.26 | | 1 |
| ImageSize | SWD(s/im) | FastSCNN(s/im) | TimeSaved(s/im) |
| --- | --- | --- | --- |
| 200∼400 | 17.16 | 10.31 | 6.85 |
| 400∼600 | 52.86 | 31.21 | 21.65 | | | | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 203CNN | 171 | 143 | 57 | 28 | 0.715 | 0.836 | 0.771 | 280 | 230 | 9 | 50 | 0.962 |
| 222CNN | 101 | 80 | 24 | 21 | 0.769 | 0.792 | 0.78 | 309 | 275 | 11 | 34 | 0.962 |
| 224ABC | 131 | 116 | 14 | 15 | 0.892 | 0.885 | 0.889 | 296 | 282 | 8 | 14 | 0.972 |
| 412ABC | 137 | 122 | 11 | 15 | 0.917 | 0.891 | 0.904 | 345 | 323 | 11 | 22 | 0.967 |
| 425ABC | 180 | 170 | 28 | 10 | 0.859 | 0.944 | 0.899 | 295 | 265 | 12 | 30 | 0.957 |
| 515CNN | 131 | 105 | 16 | 26 | 0.868 | 0.802 | 0.833 | 283 | 259 | 15 | 24 | 0.945 |
| 531CNN | 108 | 85 | 24 | 23 | 0.78 | 0.787 | 0.783 | 359 | 316 | 18 | 43 | 0.946 |
| 619ABC | 127 | 52 | 131 | 75 | 0.284 | 0.409 | 0.335 | 321 | 154 | 155 | 167 | 0.498 |
| Total | 1086 | 873 | 305 | 213 | 0.741 | 0.804 | 0.771 | 2488 | 2104 | 239 | 384 | 0.898 | | 0 |
| ImageSize | SWD(s/im) | FastSCNN(s/im) | TimeSaved(s/im) |
| --- | --- | --- | --- |
| 200∼400 | 17.16 | 10.31 | 6.85 | | | 400∼600 | 52.86 | 31.21 | 21.65 |
| --- | --- | --- | --- |
| 600∼800 | 109.04 | 63.47 | 45.57 |
| 800∼1000 | 234.53 | 126.27 | 108.26 | | 1 |
| ImageSize | SWD(s/im) | FastSCNN(s/im) | TimeSaved(s/im) |
| --- | --- | --- | --- |
| 200∼400 | 17.16 | 10.31 | 6.85 | | | 412ABC | 137 | 122 | 11 | 15 | 0.917 | 0.891 | 0.904 | 345 | 323 | 11 | 22 | 0.967 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 425ABC | 180 | 170 | 28 | 10 | 0.859 | 0.944 | 0.899 | 295 | 265 | 12 | 30 | 0.957 |
| 515CNN | 131 | 105 | 16 | 26 | 0.868 | 0.802 | 0.833 | 283 | 259 | 15 | 24 | 0.945 |
| 531CNN | 108 | 85 | 24 | 23 | 0.78 | 0.787 | 0.783 | 359 | 316 | 18 | 43 | 0.946 |
| 619ABC | 127 | 52 | 131 | 75 | 0.284 | 0.409 | 0.335 | 321 | 154 | 155 | 167 | 0.498 |
| Total | 1086 | 873 | 305 | 213 | 0.741 | 0.804 | 0.771 | 2488 | 2104 | 239 | 384 | 0.898 | | 0 |
| logged | gt | code |
| --- | --- | --- |
| patch | file | object |
| issue | lt | class |
| bugs | line | case |
| bug | os | method | | | problem | import | type |
| --- | --- | --- |
| fix | print | list |
| fixed | call | set |
| days | read | objects |
| created | socket | change |
| time | path | imple |
| docu | data | functions |
| module | error | argument |
| docs | open | dict |
| added | windows | add |
| check | problem | def |
| doc | traceback | methods |
| doesnt | mailto | exception | | 1 |
| logged | gt | code |
| --- | --- | --- |
| patch | file | object |
| issue | lt | class |
| bugs | line | case |
| bug | os | method | | | Number | Vulnerability | Cause | Level |
| --- | --- | --- | --- |
| | Calltotheunknown | Thecalledfunctiondoesnotexist | Contractsourcecode |
| | | | |
| | | | |
| | | | |
| | | | |
| | | | |
| | Immutablebug | Alteracontractafterdeployment | EVMbytecode |
| | | | |
| | | | |
| 0 | Unpredictablestate | Stateofthecontractischangedbeforeinvoking | Blockchainmechanism |
| | | | |
| | | | | | 0 |
| logged | gt | code |
| --- | --- | --- |
| patch | file | object |
| issue | lt | class |
| bugs | line | case |
| bug | os | method | | | problem | import | type |
| --- | --- | --- |
| fix | print | list |
| fixed | call | set |
| days | read | objects |
| created | socket | change |
| time | path | imple |
| docu | data | functions |
| module | error | argument |
| docs | open | dict |
| added | windows | add |
| check | problem | def |
| doc | traceback | methods |
| doesnt | mailto | exception | | 1 |
| logged | gt | code |
| --- | --- | --- |
| patch | file | object |
| issue | lt | class |
| bugs | line | case |
| bug | os | method | | | 0 | Unpredictablestate | Stateofthecontractischangedbeforeinvoking | Blockchainmechanism |
| --- | --- | --- | --- |
| | | | |
| | | | | | 0 |
| Unsupervised | | | |
| --- | --- | --- | --- |
| Model | GNSDR | GSIR | GSAR |
| RPCA | 3.15 | 4.43 | 11.09 |
| RPCAh | 3.25 | 4.52 | 11.10 |
| RPCAh+FASST | 3.84 | 6.22 | 9.19 |
| Supervised | | | |
| Model | GNSDR | GSIR | GSAR |
| MLRR | 3.85 | 5.63 | 10.70 |
| RNMF | 4.97 | 7.66 | 10.03 | | | DRNN-2 | 7.27 | 11.98 | 9.99 |
| --- | --- | --- | --- |
| DRNN-2+discrim | 7.45 | 13.08 | 9.68 | | 1 |
| Unsupervised | | | |
| --- | --- | --- | --- |
| Model | GNSDR | GSIR | GSAR |
| RPCA | 3.15 | 4.43 | 11.09 |
| RPCAh | 3.25 | 4.52 | 11.10 |
| RPCAh+FASST | 3.84 | 6.22 | 9.19 |
| Supervised | | | |
| Model | GNSDR | GSIR | GSAR |
| MLRR | 3.85 | 5.63 | 10.70 |
| RNMF | 4.97 | 7.66 | 10.03 | | | Model | Token<br>Sim. | Rouge1 | Rouge2 | Rouge<br>-LCS | BLEU | Topic<br>Sim. |
| --- | --- | --- | --- | --- | --- | --- |
| Semi-supervised | | | | | | |
| E-RNN | 0.21 | 0.28 | 0.37 | 0.28 | 0.16 | 0.015 |
| EC-RNN | 0.27 | 0.38 | 0.23 | 0.30 | 0.26 | 0.023 |
| CNN-RNN | 0.21 | 0.30 | 0.21 | 0.28 | 0.22 | 0.018 |
| A-RNN | 0.21 | 0.27 | 0.29 | 0.41 | 0.21 | 0.016 |
| AC-RNN | 0.23 | 0.33 | 0.32 | 0.29 | 0.22 | 0.021 |
| Supervised | | | | | | |
| E-RNN | 0.20 | 0.27 | 0.37 | 0.27 | 0.16 | 0.02 |
| EC-RNN | 0.26 | 0.39 | 0.22 | 0.30 | 0.25 | 0.02 |
| CNN-RNN | 0.21 | 0.29 | 0.21 | 0.27 | 0.21 | 0.02 |
| A-RNN | 0.19 | 0.27 | 0.28 | 0.38 | 0.19 | 0.02 |
| AC-RNN | 0.22 | 0.33 | 0.31 | 0.27 | 0.22 | 0.02 | | 0 |
| Unsupervised | | | |
| --- | --- | --- | --- |
| Model | GNSDR | GSIR | GSAR |
| RPCA | 3.15 | 4.43 | 11.09 |
| RPCAh | 3.25 | 4.52 | 11.10 | | | RPCAh+FASST | 3.84 | 6.22 | 9.19 |
| --- | --- | --- | --- |
| Supervised | | | |
| Model | GNSDR | GSIR | GSAR |
| MLRR | 3.85 | 5.63 | 10.70 |
| RNMF | 4.97 | 7.66 | 10.03 |
| DRNN-2 | 7.27 | 11.98 | 9.99 |
| DRNN-2+discrim | 7.45 | 13.08 | 9.68 | | 1 |
| Unsupervised | | | |
| --- | --- | --- | --- |
| Model | GNSDR | GSIR | GSAR |
| RPCA | 3.15 | 4.43 | 11.09 |
| RPCAh | 3.25 | 4.52 | 11.10 | | | E-RNN | 0.20 | 0.27 | 0.37 | 0.27 | 0.16 | 0.02 |
| --- | --- | --- | --- | --- | --- | --- |
| EC-RNN | 0.26 | 0.39 | 0.22 | 0.30 | 0.25 | 0.02 |
| CNN-RNN | 0.21 | 0.29 | 0.21 | 0.27 | 0.21 | 0.02 |
| A-RNN | 0.19 | 0.27 | 0.28 | 0.38 | 0.19 | 0.02 |
| AC-RNN | 0.22 | 0.33 | 0.31 | 0.27 | 0.22 | 0.02 | | 0 |
| Pairs | Yahoo-Phish | Yahoo-Malware | DMOZ-Phish | DMOZ-Malware | AllGood-AllBad |
| --- | --- | --- | --- | --- | --- |
| #MaliciousURLs | 4,082 | 2,001 | 4,082 | 2,001 | 6,083 | | | #LegitimateURLs | 4,143 | 4,143 | 4,012 | 4,012 | 8,155 |
| --- | --- | --- | --- | --- | --- |
| #LexicalFeatures | 13,821 | 8,791 | 14,165 | 9,129 | 22,100 |
| #ExternalFeatures | 18,786 | 16,665 | 9,751 | 7,548 | 24,843 | | 1 |
| Pairs | Yahoo-Phish | Yahoo-Malware | DMOZ-Phish | DMOZ-Malware | AllGood-AllBad |
| --- | --- | --- | --- | --- | --- |
| #MaliciousURLs | 4,082 | 2,001 | 4,082 | 2,001 | 6,083 | | | Malware<br>family | # | Description |
| --- | --- | --- |
| Avzhan | 3458 | CommercialDDoSbot |
| Darkness | 1878 | CommercialDDoSbot |
| Ddoser | 502 | CommercialDDoSbot |
| jkddos | 333 | ComercialDDoSbot |
| N0ise | 431 | CommericalDDoSbot |
| ShadyRAT | 1287 | targetedgovandcorps |
| DNSCalc | 403 | targetedUSdefensecompanies |
| Lurid | 399 | initiallytargetedNGOs |
| Getkys | 953 | targetsmedicalsector |
| ZeroAccess | 568 | Rootkit,monetizedbyclick-<br>fraud |
| Zeus | 1975 | Banking,targetscredentials | | 0 |
| Pairs | Yahoo-Phish | Yahoo-Malware | DMOZ-Phish | DMOZ-Malware | AllGood-AllBad |
| --- | --- | --- | --- | --- | --- |
| #MaliciousURLs | 4,082 | 2,001 | 4,082 | 2,001 | 6,083 |
| #LegitimateURLs | 4,143 | 4,143 | 4,012 | 4,012 | 8,155 | | | #LexicalFeatures | 13,821 | 8,791 | 14,165 | 9,129 | 22,100 |
| --- | --- | --- | --- | --- | --- |
| #ExternalFeatures | 18,786 | 16,665 | 9,751 | 7,548 | 24,843 | | 1 |
| Pairs | Yahoo-Phish | Yahoo-Malware | DMOZ-Phish | DMOZ-Malware | AllGood-AllBad |
| --- | --- | --- | --- | --- | --- |
| #MaliciousURLs | 4,082 | 2,001 | 4,082 | 2,001 | 6,083 |
| #LegitimateURLs | 4,143 | 4,143 | 4,012 | 4,012 | 8,155 | | | Getkys | 953 | targetsmedicalsector |
| --- | --- | --- |
| ZeroAccess | 568 | Rootkit,monetizedbyclick-<br>fraud |
| Zeus | 1975 | Banking,targetscredentials | | 0 |
| Event | Occurswhen... |
| --- | --- |
| LogInSO | theSOisauthenticatedtothetoken. | | | LogInUser | thenormaluserisauthenticatedtothetoken |
| --- | --- |
| LogOut | theapplicationlogsoutthecurrentuser(SOornormaluser) |
| CloseSession | theapplicationclosesthesessionorclosesallsessions |
| DeviceRemoved | thedeviceunderlyingthetokenhasbeenremovedfromitsslot | | 1 |
| Event | Occurswhen... |
| --- | --- |
| LogInSO | theSOisauthenticatedtothetoken. | | | Management |
| --- |
| ProbeRequest |
| ProbeResponse |
| Beacon |
| Authentication |
| Deauthentication |
| ATIM | | 0 |
| Event | Occurswhen... |
| --- | --- |
| LogInSO | theSOisauthenticatedtothetoken. | | | LogInUser | thenormaluserisauthenticatedtothetoken |
| --- | --- |
| LogOut | theapplicationlogsoutthecurrentuser(SOornormaluser) |
| CloseSession | theapplicationclosesthesessionorclosesallsessions |
| DeviceRemoved | thedeviceunderlyingthetokenhasbeenremovedfromitsslot | | 1 |
| Event | Occurswhen... |
| --- | --- |
| LogInSO | theSOisauthenticatedtothetoken. | | | Deauthentication |
| --- |
| ATIM | | 0 |
| | Regularizedframework | | | | |
| --- | --- | --- | --- | --- | --- |
| Net-RSTQ | λ | 0.1 | 1 | 10 | 100 |
| 1e-04 | 0.9689 | 0.9536 | 0.9442 | 0.8668 | |
| 1e-03 | 0.9696 | 0.9549 | 0.9453 | 0.8680 | |
| 5e-03 | 0.9722 | 0.9583 | 0.9488 | 0.8715 | |
| 0.01 | 0.9751 | 0.9620 | 0.9526 | 0.8751 | |
| 0.05 | 0.9887 | 0.9804 | 0.9720 | 0.8939 | |
| 0.1 | 0.9943 | 0.9895 | 0.9819 | 0.9038 | |
| 0.2 | 0.9959 | 0.9947 | 0.9882 | 0.9111 | |
| 0.3 | 0.9950 | 0.9954 | 0.9899 | 0.9141 | |
| 0.4 | 0.9938 | 0.9951 | 0.9905 | 0.9164 | |
| 0.5 | 0.9925 | 0.9945 | 0.9909 | 0.9188 | |
| 0.6 | 0.9910 | 0.9935 | 0.9912 | 0.9218 | |
| 0.7 | 0.9889 | 0.9920 | 0.9914 | 0.9258 | | | | 0.8 | 0.9854 | 0.9891 | 0.9911 | 0.9319 |
| --- | --- | --- | --- | --- |
| 0.9 | 0.9770 | 0.9815 | 0.9883 | 0.9424 |
| 0.99 | 0.9328 | 0.9387 | 0.9543 | 0.9601 |
| 0.999 | 0.9121 | 0.9181 | 0.9349 | 0.9578 | | 1 |
| | Regularizedframework | | | | |
| --- | --- | --- | --- | --- | --- |
| Net-RSTQ | λ | 0.1 | 1 | 10 | 100 |
| 1e-04 | 0.9689 | 0.9536 | 0.9442 | 0.8668 | |
| 1e-03 | 0.9696 | 0.9549 | 0.9453 | 0.8680 | |
| 5e-03 | 0.9722 | 0.9583 | 0.9488 | 0.8715 | |
| 0.01 | 0.9751 | 0.9620 | 0.9526 | 0.8751 | |
| 0.05 | 0.9887 | 0.9804 | 0.9720 | 0.8939 | |
| 0.1 | 0.9943 | 0.9895 | 0.9819 | 0.9038 | |
| 0.2 | 0.9959 | 0.9947 | 0.9882 | 0.9111 | |
| 0.3 | 0.9950 | 0.9954 | 0.9899 | 0.9141 | |
| 0.4 | 0.9938 | 0.9951 | 0.9905 | 0.9164 | |
| 0.5 | 0.9925 | 0.9945 | 0.9909 | 0.9188 | |
| 0.6 | 0.9910 | 0.9935 | 0.9912 | 0.9218 | |
| 0.7 | 0.9889 | 0.9920 | 0.9914 | 0.9258 | | | | R | Optimalvalue | iter | CPU |
| --- | --- | --- | --- |
| 0.0001 | 0.000186 | 2 | 0.235 |
| 0.0002 | 0.000189 | 2 | 0.234 |
| 0.0003 | 0.000193 | 2 | 0.218 |
| 0.0004 | 0.000182 | 3 | 0.266 |
| 0.0005 | 0.000174 | 3 | 0.266 |
| 0.0006 | 0.000173 | 4 | 0.312 |
| 0.0007 | 0.000170 | 4 | 0.313 |
| 0.0008 | 0.000167 | 3 | 0.266 |
| 0.0009 | 0.000167 | 4 | 0.313 |
| 0.001 | 0.000167 | 4 | 0.312 |
| 0.002 | 0.000156 | 2 | 0.219 |
| 0.003 | 0.000159 | 2 | 0.234 |
| 0.004 | 0.000207 | 2 | 0.203 | | 0 |
| | Regularizedframework | | | | |
| --- | --- | --- | --- | --- | --- |
| Net-RSTQ | λ | 0.1 | 1 | 10 | 100 |
| 1e-04 | 0.9689 | 0.9536 | 0.9442 | 0.8668 | |
| 1e-03 | 0.9696 | 0.9549 | 0.9453 | 0.8680 | |
| 5e-03 | 0.9722 | 0.9583 | 0.9488 | 0.8715 | |
| 0.01 | 0.9751 | 0.9620 | 0.9526 | 0.8751 | |
| 0.05 | 0.9887 | 0.9804 | 0.9720 | 0.8939 | |
| 0.1 | 0.9943 | 0.9895 | 0.9819 | 0.9038 | |
| 0.2 | 0.9959 | 0.9947 | 0.9882 | 0.9111 | |
| 0.3 | 0.9950 | 0.9954 | 0.9899 | 0.9141 | |
| 0.4 | 0.9938 | 0.9951 | 0.9905 | 0.9164 | |
| 0.5 | 0.9925 | 0.9945 | 0.9909 | 0.9188 | |
| 0.6 | 0.9910 | 0.9935 | 0.9912 | 0.9218 | |
| 0.7 | 0.9889 | 0.9920 | 0.9914 | 0.9258 | |
| 0.8 | 0.9854 | 0.9891 | 0.9911 | 0.9319 | | | | 0.9 | 0.9770 | 0.9815 | 0.9883 | 0.9424 |
| --- | --- | --- | --- | --- |
| 0.99 | 0.9328 | 0.9387 | 0.9543 | 0.9601 |
| 0.999 | 0.9121 | 0.9181 | 0.9349 | 0.9578 | | 1 |
| | Regularizedframework | | | | |
| --- | --- | --- | --- | --- | --- |
| Net-RSTQ | λ | 0.1 | 1 | 10 | 100 |
| 1e-04 | 0.9689 | 0.9536 | 0.9442 | 0.8668 | |
| 1e-03 | 0.9696 | 0.9549 | 0.9453 | 0.8680 | |
| 5e-03 | 0.9722 | 0.9583 | 0.9488 | 0.8715 | |
| 0.01 | 0.9751 | 0.9620 | 0.9526 | 0.8751 | |
| 0.05 | 0.9887 | 0.9804 | 0.9720 | 0.8939 | |
| 0.1 | 0.9943 | 0.9895 | 0.9819 | 0.9038 | |
| 0.2 | 0.9959 | 0.9947 | 0.9882 | 0.9111 | |
| 0.3 | 0.9950 | 0.9954 | 0.9899 | 0.9141 | |
| 0.4 | 0.9938 | 0.9951 | 0.9905 | 0.9164 | |
| 0.5 | 0.9925 | 0.9945 | 0.9909 | 0.9188 | |
| 0.6 | 0.9910 | 0.9935 | 0.9912 | 0.9218 | |
| 0.7 | 0.9889 | 0.9920 | 0.9914 | 0.9258 | |
| 0.8 | 0.9854 | 0.9891 | 0.9911 | 0.9319 | | | | 0.001 | 0.000167 | 4 | 0.312 |
| --- | --- | --- | --- |
| 0.002 | 0.000156 | 2 | 0.219 |
| 0.003 | 0.000159 | 2 | 0.234 |
| 0.004 | 0.000207 | 2 | 0.203 | | 0 |
| rank-1 | rank-5 | rank-10 |
| --- | --- | --- |
| 11.7<br>19.9<br>24.3<br>46.3<br>52.2<br>54.7 | 33.3<br>49.3<br>-<br>78.9<br>84.3<br>80.1 | 48.0<br>64.7<br>-<br>88.6<br>94.8<br>88.3 | | | 35.8<br>59.8 | 65.3<br>88.3 | 77.96<br>94.2 |
| --- | --- | --- |
| 49.1<br>71.8 | 78.4<br>93.0 | 87.2<br>97.1 |
| 71.5<br>83.4 | 91.5<br>97.1 | 95.9<br>98.7 | | 1 |
| rank-1 | rank-5 | rank-10 |
| --- | --- | --- |
| 11.7<br>19.9<br>24.3<br>46.3<br>52.2<br>54.7 | 33.3<br>49.3<br>-<br>78.9<br>84.3<br>80.1 | 48.0<br>64.7<br>-<br>88.6<br>94.8<br>88.3 | | | rank-1 | rank-5 | rank-10 |
| --- | --- | --- |
| 21.14<br>15.47<br>19.87<br>17.01<br>21.74 | 40.34<br>34.53<br>38.89<br>33.67<br>- | 53.29<br>43.99<br>49.37<br>46.84<br>- |
| 27.44 | 43.01 | 50.82 |
| 40.00<br>40.73<br>40.22<br>42.28<br>35.8<br>53.54<br>42.97<br>34.87<br>42.4<br>37.8 | 67.40<br>-<br>68.16<br>71.46<br>67.4<br>82.59<br>75.82<br>66.68<br>68.7<br>66.9 | 80.51<br>82.34<br>80.70<br>82.94<br>83.5<br>91.49<br>87.28<br>79.30<br>79.4<br>77.4 |
| 43.29<br>54.49 | 69.40<br>84.43 | 80.41<br>92.18 | | 0 |
| rank-1 | rank-5 | rank-10 |
| --- | --- | --- |
| 11.7<br>19.9<br>24.3<br>46.3<br>52.2<br>54.7 | 33.3<br>49.3<br>-<br>78.9<br>84.3<br>80.1 | 48.0<br>64.7<br>-<br>88.6<br>94.8<br>88.3 | | | 35.8<br>59.8 | 65.3<br>88.3 | 77.96<br>94.2 |
| --- | --- | --- |
| 49.1<br>71.8 | 78.4<br>93.0 | 87.2<br>97.1 |
| 71.5<br>83.4 | 91.5<br>97.1 | 95.9<br>98.7 | | 1 |
| rank-1 | rank-5 | rank-10 |
| --- | --- | --- |
| 11.7<br>19.9<br>24.3<br>46.3<br>52.2<br>54.7 | 33.3<br>49.3<br>-<br>78.9<br>84.3<br>80.1 | 48.0<br>64.7<br>-<br>88.6<br>94.8<br>88.3 | | | 27.44 | 43.01 | 50.82 |
| --- | --- | --- |
| 40.00<br>40.73<br>40.22<br>42.28<br>35.8<br>53.54<br>42.97<br>34.87<br>42.4<br>37.8 | 67.40<br>-<br>68.16<br>71.46<br>67.4<br>82.59<br>75.82<br>66.68<br>68.7<br>66.9 | 80.51<br>82.34<br>80.70<br>82.94<br>83.5<br>91.49<br>87.28<br>79.30<br>79.4<br>77.4 |
| 43.29<br>54.49 | 69.40<br>84.43 | 80.41<br>92.18 | | 0 |
| Situation<br>Algorithm | DecisionAlgorithm | | |
| --- | --- | --- | --- |
| MC1x1 | MM | MM+Inc | HilbertBF | | | MC1x1 | 5256 | 5218 | 5207 | 5432 |
| --- | --- | --- | --- | --- |
| MM | 5323 | 5285 | 5276 | 5531 |
| MM+Inc | 5319 | 5281 | 5269 | 5495 |
| HilbertBF | 5090 | 5059 | 5046 | 5207 | | 1 |
| Situation<br>Algorithm | DecisionAlgorithm | | |
| --- | --- | --- | --- |
| MC1x1 | MM | MM+Inc | HilbertBF | | | Algorithm | Additions | Multiplications |
| --- | --- | --- |
| IDCCG | M+M<br>2<br>+J(M+6M−4) | 2M+2M<br>2<br>J(M+7M+3) |
| IDMCG | 2M+10M−4 | 3M+12M+3 |
| IncrementalLMS | 4M−1 | 3M+1 |
| IncrementalRLS | 4M+12M+1 | 4M+12M−1 | | 0 |
| Situation<br>Algorithm | DecisionAlgorithm | | |
| --- | --- | --- | --- |
| MC1x1 | MM | MM+Inc | HilbertBF | | | MC1x1 | 5256 | 5218 | 5207 | 5432 |
| --- | --- | --- | --- | --- |
| MM | 5323 | 5285 | 5276 | 5531 |
| MM+Inc | 5319 | 5281 | 5269 | 5495 |
| HilbertBF | 5090 | 5059 | 5046 | 5207 | | 1 |
| Situation<br>Algorithm | DecisionAlgorithm | | |
| --- | --- | --- | --- |
| MC1x1 | MM | MM+Inc | HilbertBF | | | IDMCG | 2M+10M−4 | 3M+12M+3 |
| --- | --- | --- |
| IncrementalLMS | 4M−1 | 3M+1 |
| IncrementalRLS | 4M+12M+1 | 4M+12M−1 | | 0 |
| | CC | CI | CF | PMIA | PR | DIC | Deg | Win |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| CC | - | 0 | 5 | 4 | 5 | 5 | 6 | 25 |
| CI | 0 | - | 6 | 5 | 6 | 6 | 6 | 29 |
| CF | 0 | 0 | - | 4 | 6 | 6 | 6 | 22 |
| PMIA | 0 | 0 | 1 | - | 3 | 4 | 5 | 13 | | | PR | 0 | 0 | 0 | 3 | - | 6 | 6 | 15 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DIC | 0 | 0 | 0 | 1 | 0 | - | 6 | 7 |
| Deg | 0 | 0 | 0 | 1 | 0 | 0 | - | 1 |
| Loss | 0 | 0 | 12 | 18 | 20 | 27 | 35 | | | 1 |
| | CC | CI | CF | PMIA | PR | DIC | Deg | Win |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| CC | - | 0 | 5 | 4 | 5 | 5 | 6 | 25 |
| CI | 0 | - | 6 | 5 | 6 | 6 | 6 | 29 |
| CF | 0 | 0 | - | 4 | 6 | 6 | 6 | 22 |
| PMIA | 0 | 0 | 1 | - | 3 | 4 | 5 | 13 | | | Activities | PT | GL | BD | PN | PO | DS | HT |
| --- | --- | --- | --- | --- | --- | --- | --- |
| PT | 5 | 0 | 2 | 1 | 0 | 0 | 2 |
| GL | 0 | 7 | 0 | 1 | 0 | 3 | 0 |
| BD | 0 | 0 | 6 | 1 | 0 | 0 | 4 |
| PN | 0 | 0 | 1 | 5 | 3 | 0 | 1 |
| PO | 0 | 0 | 1 | 4 | 5 | 0 | 0 |
| DS | 0 | 2 | 0 | 1 | 0 | 7 | 0 |
| HT | 1 | 0 | 4 | 1 | 0 | 0 | 5 | | 0 |
| | CC | CI | CF | PMIA | PR | DIC | Deg | Win |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| CC | - | 0 | 5 | 4 | 5 | 5 | 6 | 25 |
| CI | 0 | - | 6 | 5 | 6 | 6 | 6 | 29 |
| CF | 0 | 0 | - | 4 | 6 | 6 | 6 | 22 |
| PMIA | 0 | 0 | 1 | - | 3 | 4 | 5 | 13 | | | PR | 0 | 0 | 0 | 3 | - | 6 | 6 | 15 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DIC | 0 | 0 | 0 | 1 | 0 | - | 6 | 7 |
| Deg | 0 | 0 | 0 | 1 | 0 | 0 | - | 1 |
| Loss | 0 | 0 | 12 | 18 | 20 | 27 | 35 | | | 1 |
| | CC | CI | CF | PMIA | PR | DIC | Deg | Win |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| CC | - | 0 | 5 | 4 | 5 | 5 | 6 | 25 |
| CI | 0 | - | 6 | 5 | 6 | 6 | 6 | 29 |
| CF | 0 | 0 | - | 4 | 6 | 6 | 6 | 22 |
| PMIA | 0 | 0 | 1 | - | 3 | 4 | 5 | 13 | | | PO | 0 | 0 | 1 | 4 | 5 | 0 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| DS | 0 | 2 | 0 | 1 | 0 | 7 | 0 |
| HT | 1 | 0 | 4 | 1 | 0 | 0 | 5 | | 0 |
| Trainingset(featureset) | Accuracy | Precision | Recall | F-score1 |
| --- | --- | --- | --- | --- |
| Train-set+Dev-set(baseline) | 0.906 | 0.911 | 0.906 | 0.903 | | | Train-set+Dev-set(extended) | 0.928 | 0.937 | 0.929 | 0.930 |
| --- | --- | --- | --- | --- |
| Train-set+Dev-set+AL(baseline) | 0.898 | 0.911 | 0.898 | 0.898 |
| Train-set+Dev-set+AL(extended) | 0.932 | 0.945 | 0.932 | 0.935 | | 1 |
| Trainingset(featureset) | Accuracy | Precision | Recall | F-score1 |
| --- | --- | --- | --- | --- |
| Train-set+Dev-set(baseline) | 0.906 | 0.911 | 0.906 | 0.903 | | | Trainingset(featureset) | Accuracy | Precision | Recall | F-score1 |
| --- | --- | --- | --- | --- |
| Train-set(baseline) | 0.853 | 0.857 | 0.853 | 0.848 |
| Train-set(extended) | 0.860 | 0.871 | 0.860 | 0.858 |
| Train-set+AL(baseline) | 0.867 | 0.883 | 0.867 | 0.868 |
| Train-set+AL(extended) | 0.884 | 0.899 | 0.885 | 0.886 | | 0 |
| Trainingset(featureset) | Accuracy | Precision | Recall | F-score1 |
| --- | --- | --- | --- | --- |
| Train-set+Dev-set(baseline) | 0.906 | 0.911 | 0.906 | 0.903 |
| Train-set+Dev-set(extended) | 0.928 | 0.937 | 0.929 | 0.930 | | | Train-set+Dev-set+AL(baseline) | 0.898 | 0.911 | 0.898 | 0.898 |
| --- | --- | --- | --- | --- |
| Train-set+Dev-set+AL(extended) | 0.932 | 0.945 | 0.932 | 0.935 | | 1 |
| Trainingset(featureset) | Accuracy | Precision | Recall | F-score1 |
| --- | --- | --- | --- | --- |
| Train-set+Dev-set(baseline) | 0.906 | 0.911 | 0.906 | 0.903 |
| Train-set+Dev-set(extended) | 0.928 | 0.937 | 0.929 | 0.930 | | | Train-set(extended) | 0.860 | 0.871 | 0.860 | 0.858 |
| --- | --- | --- | --- | --- |
| Train-set+AL(baseline) | 0.867 | 0.883 | 0.867 | 0.868 |
| Train-set+AL(extended) | 0.884 | 0.899 | 0.885 | 0.886 | | 0 |
| DataSet | Measure | (cid:96)-Graph | R(cid:96)-Graph |
| --- | --- | --- | --- |
| Heart | AC | 0.5111 | 0.6444 |
| NMI | 0.0064 | 0.0590 | | | | ExtendedYaleB | AC | 0.8480 | 0.8521 |
| --- | --- | --- | --- |
| NMI | 0.8612 | 0.8634 | |
| UMISTFace | AC | 0.6730 | 0.7078 |
| NMI | 0.7924 | 0.8153 | | | 1 |
| DataSet | Measure | (cid:96)-Graph | R(cid:96)-Graph |
| --- | --- | --- | --- |
| Heart | AC | 0.5111 | 0.6444 |
| NMI | 0.0064 | 0.0590 | | | | DataSet | Measure | KM | SC | (cid:96)-Graph | SMCE | OMP-Graph | (cid:96)-Graph |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ionosphere | AC | 0.7097 | 0.7350 | 0.5128 | 0.6809 | 0.6353 | 0.7692 |
| NMI | 0.1287 | 0.2155 | 0.1165 | 0.0871 | 0.0299 | 0.2609 | |
| MNIST | AC | 0.5621 | 0.4922 | 0.4948 | 0.5784 | 0.5754 | 0.6590 |
| NMI | 0.5113 | 0.4755 | 0.5210 | 0.6332 | 0.5463 | 0.6709 | | | 0 |
| DataSet | Measure | (cid:96)-Graph | R(cid:96)-Graph |
| --- | --- | --- | --- |
| Heart | AC | 0.5111 | 0.6444 |
| NMI | 0.0064 | 0.0590 | |
| ExtendedYaleB | AC | 0.8480 | 0.8521 |
| NMI | 0.8612 | 0.8634 | | | | UMISTFace | AC | 0.6730 | 0.7078 |
| --- | --- | --- | --- |
| NMI | 0.7924 | 0.8153 | | | 1 |
| DataSet | Measure | (cid:96)-Graph | R(cid:96)-Graph |
| --- | --- | --- | --- |
| Heart | AC | 0.5111 | 0.6444 |
| NMI | 0.0064 | 0.0590 | |
| ExtendedYaleB | AC | 0.8480 | 0.8521 |
| NMI | 0.8612 | 0.8634 | | | | NMI | 0.1287 | 0.2155 | 0.1165 | 0.0871 | 0.0299 | 0.2609 | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| MNIST | AC | 0.5621 | 0.4922 | 0.4948 | 0.5784 | 0.5754 | 0.6590 |
| NMI | 0.5113 | 0.4755 | 0.5210 | 0.6332 | 0.5463 | 0.6709 | | | 0 |
| | (n,k,d,w)min | ii=0<br>n−k |
| --- | --- | --- |
| RM(10,4) | (1024,386,64,192) | ≤2 |
| RM(10,5) | (1024,638,32,98) | ≤2 | | | RM(11,5) | (2048,1024,64,306) | ≤2 |
| --- | --- | --- |
| RM(12,5) | (4096,1586,128,855) | ≤2 |
| RM(12,6) | (4096,2510,64,458) | ≤2 | | 1 |
| | (n,k,d,w)min | ii=0<br>n−k |
| --- | --- | --- |
| RM(10,4) | (1024,386,64,192) | ≤2 |
| RM(10,5) | (1024,638,32,98) | ≤2 | | | n | CountofSubsets<br>ofXwithn<br>S=2n | n | ofXwithn<br>n(n+1)<br>S=(−n) |
| --- | --- | --- | --- |
| 6 | 2 | 6 | 2 |
| 7 | 5 | 7 | 5 |
| 8 | 8 | 8 | 8 |
| 9 | 13 | 9 | 13 |
| 10 | 134 | 10 | 24 |
| 50 | 416868 | 15 | 521 |
| 100 | 482240364 | 20 | 11812 |
| 150 | 114613846376 | 30 | 7206286 |
| 200 | 11954655830925 | 40 | 5076120114 |
| 250 | 732839540340934 | 50 | 3831141038816 | | 0 |
| | (n,k,d,w)min | ii=0<br>n−k |
| --- | --- | --- |
| RM(10,4) | (1024,386,64,192) | ≤2 |
| RM(10,5) | (1024,638,32,98) | ≤2 | | | RM(11,5) | (2048,1024,64,306) | ≤2 |
| --- | --- | --- |
| RM(12,5) | (4096,1586,128,855) | ≤2 |
| RM(12,6) | (4096,2510,64,458) | ≤2 | | 1 |
| | (n,k,d,w)min | ii=0<br>n−k |
| --- | --- | --- |
| RM(10,4) | (1024,386,64,192) | ≤2 |
| RM(10,5) | (1024,638,32,98) | ≤2 | | | 200 | 11954655830925 | 40 | 5076120114 |
| --- | --- | --- | --- |
| 250 | 732839540340934 | 50 | 3831141038816 | | 0 |
| FuelCategory | CategoryLabel | EIA-860Labels |
| --- | --- | --- |
| Coal | COW | ANT,BIT,LIG,SUB,WC |
| Petroleum | PEL | RC,DFO,JF,KER,PC,RFO,WO |
| NaturalGas | NG | BFG,NG,OG,PG,SG,SGC | | | Nuclear | NUC | NUC |
| --- | --- | --- |
| Biomass | BIO | AB,MSW,OBS,WDS,OBL,SLW,BLQ,WDL |
| DispatchableRenewables | DRN | WAT,GEO |
| Renewables | RN | SUN,WND | | 1 |
| FuelCategory | CategoryLabel | EIA-860Labels |
| --- | --- | --- |
| Coal | COW | ANT,BIT,LIG,SUB,WC |
| Petroleum | PEL | RC,DFO,JF,KER,PC,RFO,WO |
| NaturalGas | NG | BFG,NG,OG,PG,SG,SGC | | | Domain | Annotations | Aspectcorr. | Polaritycorr. | Corr.Rate |
| --- | --- | --- | --- | --- |
| C.S.(Engineer)<br>C.S.(DataMining)<br>C.S.(IR)<br>C.S.(NLP)<br>Energy<br>Politics | 1298<br>982<br>89<br>741<br>536<br>1640 | 294<br>246<br>33<br>243<br>158<br>446 | 71<br>80<br>3<br>38<br>29<br>104 | .227<br>.251<br>.371<br>.328<br>.295<br>.328 |
| Total | 5286 | 1420 | 325 | - |
| Domain | Annotations | Aspectcorr. | Polaritycorr. | Corr.Rate |
| C.S.(Engineer)<br>C.S.(DataMining)<br>C.S.(IR)<br>C.S.(NLP)<br>Energy<br>Politics | 1351<br>1632<br>182<br>772<br>534<br>1767 | 207<br>266<br>43<br>135<br>100<br>250 | 188<br>312<br>30<br>106<br>99<br>272 | .153<br>.163<br>.236<br>.175<br>.187<br>.141 |
| Total | 6238 | 1001 | 1007 | - | | 0 |
| FuelCategory | CategoryLabel | EIA-860Labels |
| --- | --- | --- |
| Coal | COW | ANT,BIT,LIG,SUB,WC |
| Petroleum | PEL | RC,DFO,JF,KER,PC,RFO,WO |
| NaturalGas | NG | BFG,NG,OG,PG,SG,SGC |
| Nuclear | NUC | NUC | | | Biomass | BIO | AB,MSW,OBS,WDS,OBL,SLW,BLQ,WDL |
| --- | --- | --- |
| DispatchableRenewables | DRN | WAT,GEO |
| Renewables | RN | SUN,WND | | 1 |
| FuelCategory | CategoryLabel | EIA-860Labels |
| --- | --- | --- |
| Coal | COW | ANT,BIT,LIG,SUB,WC |
| Petroleum | PEL | RC,DFO,JF,KER,PC,RFO,WO |
| NaturalGas | NG | BFG,NG,OG,PG,SG,SGC |
| Nuclear | NUC | NUC | | | C.S.(Engineer)<br>C.S.(DataMining)<br>C.S.(IR)<br>C.S.(NLP)<br>Energy<br>Politics | 1351<br>1632<br>182<br>772<br>534<br>1767 | 207<br>266<br>43<br>135<br>100<br>250 | 188<br>312<br>30<br>106<br>99<br>272 | .153<br>.163<br>.236<br>.175<br>.187<br>.141 |
| --- | --- | --- | --- | --- |
| Total | 6238 | 1001 | 1007 | - | | 0 |
| Dataset | Variable# | Avgdegree | Maxdegree |
| --- | --- | --- | --- |
| Alarm | 37 | 1.2432 | 4 |
| Hailfinder | 56 | 1.1786 | 4 |
| Win95pts | 76 | 0.9211 | 6 | | | Pigs | 441 | 1.3424 | 2 |
| --- | --- | --- | --- |
| Link | 724 | 1.5539 | 3 | | 1 |
| Dataset | Variable# | Avgdegree | Maxdegree |
| --- | --- | --- | --- |
| Alarm | 37 | 1.2432 | 4 |
| Hailfinder | 56 | 1.1786 | 4 |
| Win95pts | 76 | 0.9211 | 6 | | | Dataset | Asia | Child | Alarm | Sachs | Insurance | Water | Win95pts | Hepar2 | Hailfinder |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dimension | 8 | 20 | 37 | 11 | 27 | 32 | 76 | 70 | 56 |
| Avgcardinality | 2 | 3 | 2.84 | 3 | 3.30 | 3.63 | 2 | 2.31 | 3.98 |
| Maxcardinality | 2 | 6 | 4 | 3 | 5 | 4 | 2 | 4 | 11 |
| Avgdegree | 2 | 2.5 | 2.49 | 3.09 | 3.85 | 4.12 | 2.95 | 3.51 | 2.36 |
| Maxin-degree | 2 | 2 | 4 | 3 | 3 | 5 | 7 | 6 | 4 | | 0 |
| Dataset | Variable# | Avgdegree | Maxdegree |
| --- | --- | --- | --- |
| Alarm | 37 | 1.2432 | 4 |
| Hailfinder | 56 | 1.1786 | 4 |
| Win95pts | 76 | 0.9211 | 6 | | | Pigs | 441 | 1.3424 | 2 |
| --- | --- | --- | --- |
| Link | 724 | 1.5539 | 3 | | 1 |
| Dataset | Variable# | Avgdegree | Maxdegree |
| --- | --- | --- | --- |
| Alarm | 37 | 1.2432 | 4 |
| Hailfinder | 56 | 1.1786 | 4 |
| Win95pts | 76 | 0.9211 | 6 | | | Avgdegree | 2 | 2.5 | 2.49 | 3.09 | 3.85 | 4.12 | 2.95 | 3.51 | 2.36 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Maxin-degree | 2 | 2 | 4 | 3 | 3 | 5 | 7 | 6 | 4 | | 0 |
| | RAND-WALK | TSCCA | | |
| --- | --- | --- | --- | --- |
| orig. | proc. | orig. | proc. | |
| RG65 | 80.66 | 82.96 | 47.53 | 47.67 |
| WS | 65.89 | 74.37 | 54.21 | 54.35 |
| RW | 45.11 | 51.23 | 43.96 | 43.72 |
| MEN | 73.56 | 77.22 | 65.48 | 65.62 |
| MTurk | 64.35 | 66.11 | 59.65 | 60.03 | | | SimLex | 34.05 | 36.55 | 34.86 | 34.91 |
| --- | --- | --- | --- | --- |
| SimVerb | 16.05 | 21.84 | 23.79 | 23.83 | | 1 |
| | RAND-WALK | TSCCA | | |
| --- | --- | --- | --- | --- |
| orig. | proc. | orig. | proc. | |
| RG65 | 80.66 | 82.96 | 47.53 | 47.67 |
| WS | 65.89 | 74.37 | 54.21 | 54.35 |
| RW | 45.11 | 51.23 | 43.96 | 43.72 |
| MEN | 73.56 | 77.22 | 65.48 | 65.62 |
| MTurk | 64.35 | 66.11 | 59.65 | 60.03 | | | | RAND-WALK | TSCCA | | |
| --- | --- | --- | --- | --- |
| orig. | proc. | orig. | proc. | |
| 2012 | 38.03 | 37.66 | 44.51 | 44.63 |
| 2013 | 37.47 | 36.85 | 43.21 | 42.74 |
| 2014 | 46.06 | 48.32 | 52.85 | 52.87 |
| 2015 | 47.82 | 51.76 | 56.22 | 56.14 |
| SICK | 51.58 | 51.76 | 56.15 | 56.11 |
| all | 43.48 | 44.67 | 50.01 | 50.23 | | 0 |
| | RAND-WALK | TSCCA | | |
| --- | --- | --- | --- | --- |
| orig. | proc. | orig. | proc. | |
| RG65 | 80.66 | 82.96 | 47.53 | 47.67 |
| WS | 65.89 | 74.37 | 54.21 | 54.35 |
| RW | 45.11 | 51.23 | 43.96 | 43.72 | | | MEN | 73.56 | 77.22 | 65.48 | 65.62 |
| --- | --- | --- | --- | --- |
| MTurk | 64.35 | 66.11 | 59.65 | 60.03 |
| SimLex | 34.05 | 36.55 | 34.86 | 34.91 |
| SimVerb | 16.05 | 21.84 | 23.79 | 23.83 | | 1 |
| | RAND-WALK | TSCCA | | |
| --- | --- | --- | --- | --- |
| orig. | proc. | orig. | proc. | |
| RG65 | 80.66 | 82.96 | 47.53 | 47.67 |
| WS | 65.89 | 74.37 | 54.21 | 54.35 |
| RW | 45.11 | 51.23 | 43.96 | 43.72 | | | 2013 | 37.47 | 36.85 | 43.21 | 42.74 |
| --- | --- | --- | --- | --- |
| 2014 | 46.06 | 48.32 | 52.85 | 52.87 |
| 2015 | 47.82 | 51.76 | 56.22 | 56.14 |
| SICK | 51.58 | 51.76 | 56.15 | 56.11 |
| all | 43.48 | 44.67 | 50.01 | 50.23 | | 0 |
| Dataset | c(EXIF,mm)err | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Rother | Jiang | Arie | VisualSFM | 1DSfM | L2 | L1 | | | fountain-P11 | 23.3 | 14.0 | 22.6 | 20.7 | 32.2 | 6.9 | 7.0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Herz-Jesu-P25 | 49.5 | 64.0 | 47.9 | 45.3 | 64.9 | 25.5 | 26.2 |
| castle-P30 | 2651.8 | 235.0 | - | 190.1 | - | 317.3 | 166.7 | | 1 |
| Dataset | c(EXIF,mm)err | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Rother | Jiang | Arie | VisualSFM | 1DSfM | L2 | L1 | | | | #images | η | COLMAP | Ours | SpeedUp |
| --- | --- | --- | --- | --- | --- |
| Fountain | 11 | ×1 | 506.64 | 177.80 | 2.85 |
| ×0.5 | 202.02 | 44.16 | 4.57 | | |
| ×0.25 | 88.38 | 12.41 | 7.12 | | |
| Herzjesu | 8 | ×1 | 363.9 | 92.57 | 3.93 |
| ×0.5 | 142.80 | 23.19 | 6.16 | | |
| ×0.25 | 63.36 | 7.28 | 8.70 | | | | 0 |
| Dataset | c(EXIF,mm)err | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Rother | Jiang | Arie | VisualSFM | 1DSfM | L2 | L1 | |
| fountain-P11 | 23.3 | 14.0 | 22.6 | 20.7 | 32.2 | 6.9 | 7.0 | | | Herz-Jesu-P25 | 49.5 | 64.0 | 47.9 | 45.3 | 64.9 | 25.5 | 26.2 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| castle-P30 | 2651.8 | 235.0 | - | 190.1 | - | 317.3 | 166.7 | | 1 |
| Dataset | c(EXIF,mm)err | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Rother | Jiang | Arie | VisualSFM | 1DSfM | L2 | L1 | |
| fountain-P11 | 23.3 | 14.0 | 22.6 | 20.7 | 32.2 | 6.9 | 7.0 | | | ×0.25 | 88.38 | 12.41 | 7.12 | | |
| --- | --- | --- | --- | --- | --- |
| Herzjesu | 8 | ×1 | 363.9 | 92.57 | 3.93 |
| ×0.5 | 142.80 | 23.19 | 6.16 | | |
| ×0.25 | 63.36 | 7.28 | 8.70 | | | | 0 |
| R | PCA | FBsPCA | FFBsPCA |
| --- | --- | --- | --- |
| 30 | 8 | 7 | 51 | | | 60 | 214 | 50 | 87 |
| --- | --- | --- | --- |
| 90 | 1,636 | 168 | 148 |
| 120 | 1,640 | 413 | 234 |
| 150 | 1,808 | 757 | 371 |
| 180 | 1,988 | 1,437 | 657 |
| 210 | 2,106 | 2,274 | 695 |
| 240 | 2,188 | 3,827 | 892 | | 1 |
| R | PCA | FBsPCA | FFBsPCA |
| --- | --- | --- | --- |
| 30 | 8 | 7 | 51 | | | 449 | 144 |
| --- | --- |
| 457 | 162 |
| 434 | 158 |
| 541 | 184 |
| 615 | 245 |
| 585 | 233 |
| 217 | 99 |
| 236 | 110 |
| 285 | 155 |
| 120 | 57 |
| 112 | 52 |
| 190 | 105 |
| 57 | 10 |
| 67 | 24 |
| 346 | 212 |
| 123 | 43 |
| 95 | 57 |
| 119 | 86 |
| 310 | 212 |
| 110 | 85 |
| 160 | 111 |
| 40 | 6 |
| 116 | 84 |
| 76 | 47 | | 0 |
| R | PCA | FBsPCA | FFBsPCA |
| --- | --- | --- | --- |
| 30 | 8 | 7 | 51 |
| 60 | 214 | 50 | 87 |
| 90 | 1,636 | 168 | 148 |
| 120 | 1,640 | 413 | 234 |
| 150 | 1,808 | 757 | 371 | | | 180 | 1,988 | 1,437 | 657 |
| --- | --- | --- | --- |
| 210 | 2,106 | 2,274 | 695 |
| 240 | 2,188 | 3,827 | 892 | | 1 |
| R | PCA | FBsPCA | FFBsPCA |
| --- | --- | --- | --- |
| 30 | 8 | 7 | 51 |
| 60 | 214 | 50 | 87 |
| 90 | 1,636 | 168 | 148 |
| 120 | 1,640 | 413 | 234 |
| 150 | 1,808 | 757 | 371 | | | 110 | 85 |
| --- | --- |
| 160 | 111 |
| 40 | 6 |
| 116 | 84 |
| 76 | 47 | | 0 |
| | RealServersFakeServers | ISP |
| --- | --- | --- |
| China | 202.46.32.29220.181.57.217<br>180.76.76.76223.96.100.100 | ShenzhenSunriseTechnologyCo.Ltd. | | | Indonesia | 202.134.0.155202.134.2.10<br>202.134.1.10180.131.144.44 | PTTelkomDivisiMultimedia |
| --- | --- | --- |
| Iran | 94.183.43.17094.183.92.90<br>2.179.167.1005.161.128.10 | AriaShatelCompanyLtd |
| Turkey | 195.175.39.39195.175.30.39<br>195.175.39.40195.175.30.100 | TurkTelekomunikasyonAnonimSirketi | | 1 |
| | RealServersFakeServers | ISP |
| --- | --- | --- |
| China | 202.46.32.29220.181.57.217<br>180.76.76.76223.96.100.100 | ShenzhenSunriseTechnologyCo.Ltd. | | | | Year | R | P | F |
| --- | --- | --- | --- | --- |
| MSRA-TD500 | | | | |
| CCTN | – | 0.65 | 0.79 | 0.71 |
| Yinetal. | 2015 | 0.63 | 0.81 | 0.71 |
| Yinetal. | 2014 | 0.61 | 0.71 | 0.66 |
| Yaoetal. | 2014 | 0.62 | 0.64 | 0.61 |
| Kangetal. | 2014 | 0.62 | 0.71 | 0.66 |
| Yaoetal. | 2012 | 0.63 | 0.63 | 0.60 |
| ICDAR2011 | | | | |
| CCTN | – | 0.79 | 0.88 | 0.84 |
| Yinetal. | 2015 | 0.66 | 0.84 | 0.74 |
| ICDAR2013 | | | | |
| CCTN | – | 0.83 | 0.90 | 0.86 |
| Yinetal. | 2015 | 0.65 | 0.84 | 0.73 | | 0 |
| | RealServersFakeServers | ISP |
| --- | --- | --- |
| China | 202.46.32.29220.181.57.217<br>180.76.76.76223.96.100.100 | ShenzhenSunriseTechnologyCo.Ltd. |
| Indonesia | 202.134.0.155202.134.2.10<br>202.134.1.10180.131.144.44 | PTTelkomDivisiMultimedia | | | Iran | 94.183.43.17094.183.92.90<br>2.179.167.1005.161.128.10 | AriaShatelCompanyLtd |
| --- | --- | --- |
| Turkey | 195.175.39.39195.175.30.39<br>195.175.39.40195.175.30.100 | TurkTelekomunikasyonAnonimSirketi | | 1 |
| | RealServersFakeServers | ISP |
| --- | --- | --- |
| China | 202.46.32.29220.181.57.217<br>180.76.76.76223.96.100.100 | ShenzhenSunriseTechnologyCo.Ltd. |
| Indonesia | 202.134.0.155202.134.2.10<br>202.134.1.10180.131.144.44 | PTTelkomDivisiMultimedia | | | CCTN | – | 0.65 | 0.79 | 0.71 |
| --- | --- | --- | --- | --- |
| Yinetal. | 2015 | 0.63 | 0.81 | 0.71 |
| Yinetal. | 2014 | 0.61 | 0.71 | 0.66 |
| Yaoetal. | 2014 | 0.62 | 0.64 | 0.61 |
| Kangetal. | 2014 | 0.62 | 0.71 | 0.66 |
| Yaoetal. | 2012 | 0.63 | 0.63 | 0.60 |
| ICDAR2011 | | | | |
| CCTN | – | 0.79 | 0.88 | 0.84 |
| Yinetal. | 2015 | 0.66 | 0.84 | 0.74 |
| ICDAR2013 | | | | |
| CCTN | – | 0.83 | 0.90 | 0.86 |
| Yinetal. | 2015 | 0.65 | 0.84 | 0.73 | | 0 |
| Instance | n | e | d | β(n) | αmin | α/nmin |
| --- | --- | --- | --- | --- | --- | --- |
| L125.ash608 | 125 | 390 | 0.05 | 83 | 2 | 0.016 |
| L125.will199 | 125 | 386 | 0.05 | 83 | 1 | 0.008 | | | L125.west0167 | 125 | 444 | 0.06 | 83 | 1 | 0.008 |
| --- | --- | --- | --- | --- | --- | --- |
| ash331 | 104 | 331 | 0.06 | 69 | 2 | 0.019 |
| west0132 | 132 | 560 | 0.06 | 88 | 1 | 0.008 |
| rw136 | 136 | 641 | 0.07 | 90 | 1 | 0.007 |
| bcspwr03 | 118 | 576 | 0.08 | 78 | 2 | 0.017 |
| gre115 | 115 | 576 | 0.09 | 76 | 3 | 0.026 |
| L125.dw162 | 125 | 943 | 0.12 | 83 | 6 | 0.048 |
| L125.can187 | 125 | 1022 | 0.13 | 83 | 12 | 0.096 |
| L125.gre185 | 125 | 1177 | 0.15 | 83 | 6 | 0.048 |
| L125.can161 | 125 | 1257 | 0.16 | 83 | 12 | 0.096 |
| L125.lop163 | 125 | 1218 | 0.16 | 83 | 9 | 0.072 |
| can144 | 144 | 1656 | 0.16 | 96 | 18 | 0.125 |
| lunda | 147 | 2837 | 0.26 | 98 | 11 | 0.075 |
| L125.bcsstk05 | 125 | 2701 | 0.35 | 83 | 17 | 0.136 |
| L125.dwt193 | 125 | 2982 | 0.38 | 83 | 21 | 0.168 |
| L125.fs1831 | 125 | 3392 | 0.44 | 83 | 1 | 0.008 |
| bcsstk04 | 132 | 5918 | 0.68 | 88 | 48 | 0.364 |
| arc130 | 130 | 7763 | 0.93 | 86 | 21 | 0.162 | | 1 |
| Instance | n | e | d | β(n) | αmin | α/nmin |
| --- | --- | --- | --- | --- | --- | --- |
| L125.ash608 | 125 | 390 | 0.05 | 83 | 2 | 0.016 |
| L125.will199 | 125 | 386 | 0.05 | 83 | 1 | 0.008 | | | Instance | n | e | d | β(n) | αmin | α/nmin |
| --- | --- | --- | --- | --- | --- | --- |
| ash219 | 85 | 219 | 0.06 | 56 | 2 | 0.024 |
| dwt72 | 72 | 170 | 0.07 | 48 | 2 | 0.028 |
| can62 | 62 | 210 | 0.11 | 41 | 2 | 0.032 |
| dwt66 | 66 | 255 | 0.12 | 44 | 4 | 0.061 |
| bcspwr02 | 49 | 177 | 0.15 | 32 | 2 | 0.041 |
| dwt59 | 59 | 256 | 0.15 | 39 | 3 | 0.051 |
| bcspwr01 | 39 | 118 | 0.16 | 26 | 2 | 0.051 |
| ash85 | 85 | 616 | 0.17 | 56 | 6 | 0.071 |
| dwt87 | 87 | 726 | 0.19 | 58 | 4 | 0.046 |
| impcolb | 59 | 329 | 0.19 | 39 | 3 | 0.051 |
| west0067 | 67 | 411 | 0.19 | 44 | 3 | 0.045 |
| will57 | 57 | 304 | 0.19 | 38 | 2 | 0.035 |
| can96 | 96 | 912 | 0.20 | 64 | 14 | 0.146 |
| steam3 | 80 | 712 | 0.23 | 53 | 8 | 0.100 |
| curtis54 | 54 | 337 | 0.24 | 36 | 5 | 0.093 |
| can73 | 73 | 652 | 0.25 | 48 | 10 | 0.137 |
| bfw62a | 62 | 639 | 0.34 | 41 | 3 | 0.048 |
| ibm32 | 32 | 179 | 0.36 | 21 | 4 | 0.125 |
| pores1 | 30 | 179 | 0.41 | 20 | 5 | 0.167 |
| can61 | 61 | 866 | 0.47 | 40 | 12 | 0.197 |
| bcsstk01 | 48 | 622 | 0.55 | 32 | 18 | 0.375 |
| can24 | 24 | 156 | 0.57 | 16 | 8 | 0.333 |
| fidapm05 | 42 | 528 | 0.61 | 28 | 12 | 0.286 |
| fidap005 | 27 | 234 | 0.67 | 18 | 9 | 0.333 | | 0 |
| Instance | n | e | d | β(n) | αmin | α/nmin |
| --- | --- | --- | --- | --- | --- | --- |
| L125.ash608 | 125 | 390 | 0.05 | 83 | 2 | 0.016 |
| L125.will199 | 125 | 386 | 0.05 | 83 | 1 | 0.008 |
| L125.west0167 | 125 | 444 | 0.06 | 83 | 1 | 0.008 |
| ash331 | 104 | 331 | 0.06 | 69 | 2 | 0.019 |
| west0132 | 132 | 560 | 0.06 | 88 | 1 | 0.008 |
| rw136 | 136 | 641 | 0.07 | 90 | 1 | 0.007 |
| bcspwr03 | 118 | 576 | 0.08 | 78 | 2 | 0.017 |
| gre115 | 115 | 576 | 0.09 | 76 | 3 | 0.026 |
| L125.dw162 | 125 | 943 | 0.12 | 83 | 6 | 0.048 |
| L125.can187 | 125 | 1022 | 0.13 | 83 | 12 | 0.096 |
| L125.gre185 | 125 | 1177 | 0.15 | 83 | 6 | 0.048 |
| L125.can161 | 125 | 1257 | 0.16 | 83 | 12 | 0.096 |
| L125.lop163 | 125 | 1218 | 0.16 | 83 | 9 | 0.072 |
| can144 | 144 | 1656 | 0.16 | 96 | 18 | 0.125 |
| lunda | 147 | 2837 | 0.26 | 98 | 11 | 0.075 |
| L125.bcsstk05 | 125 | 2701 | 0.35 | 83 | 17 | 0.136 | | | L125.dwt193 | 125 | 2982 | 0.38 | 83 | 21 | 0.168 |
| --- | --- | --- | --- | --- | --- | --- |
| L125.fs1831 | 125 | 3392 | 0.44 | 83 | 1 | 0.008 |
| bcsstk04 | 132 | 5918 | 0.68 | 88 | 48 | 0.364 |
| arc130 | 130 | 7763 | 0.93 | 86 | 21 | 0.162 | | 1 |
| Instance | n | e | d | β(n) | αmin | α/nmin |
| --- | --- | --- | --- | --- | --- | --- |
| L125.ash608 | 125 | 390 | 0.05 | 83 | 2 | 0.016 |
| L125.will199 | 125 | 386 | 0.05 | 83 | 1 | 0.008 |
| L125.west0167 | 125 | 444 | 0.06 | 83 | 1 | 0.008 |
| ash331 | 104 | 331 | 0.06 | 69 | 2 | 0.019 |
| west0132 | 132 | 560 | 0.06 | 88 | 1 | 0.008 |
| rw136 | 136 | 641 | 0.07 | 90 | 1 | 0.007 |
| bcspwr03 | 118 | 576 | 0.08 | 78 | 2 | 0.017 |
| gre115 | 115 | 576 | 0.09 | 76 | 3 | 0.026 |
| L125.dw162 | 125 | 943 | 0.12 | 83 | 6 | 0.048 |
| L125.can187 | 125 | 1022 | 0.13 | 83 | 12 | 0.096 |
| L125.gre185 | 125 | 1177 | 0.15 | 83 | 6 | 0.048 |
| L125.can161 | 125 | 1257 | 0.16 | 83 | 12 | 0.096 |
| L125.lop163 | 125 | 1218 | 0.16 | 83 | 9 | 0.072 |
| can144 | 144 | 1656 | 0.16 | 96 | 18 | 0.125 |
| lunda | 147 | 2837 | 0.26 | 98 | 11 | 0.075 |
| L125.bcsstk05 | 125 | 2701 | 0.35 | 83 | 17 | 0.136 | | | ibm32 | 32 | 179 | 0.36 | 21 | 4 | 0.125 |
| --- | --- | --- | --- | --- | --- | --- |
| pores1 | 30 | 179 | 0.41 | 20 | 5 | 0.167 |
| can61 | 61 | 866 | 0.47 | 40 | 12 | 0.197 |
| bcsstk01 | 48 | 622 | 0.55 | 32 | 18 | 0.375 |
| can24 | 24 | 156 | 0.57 | 16 | 8 | 0.333 |
| fidapm05 | 42 | 528 | 0.61 | 28 | 12 | 0.286 |
| fidap005 | 27 | 234 | 0.67 | 18 | 9 | 0.333 | | 0 |
| | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 9860 | 0.037 | 0.219 | 0.064 |
| C-CENI | 10121 | 0.018 | 0.162 | 0.032 |
| I-CENI | 10446 | 0.021 | 0.322 | 0.039 | | | MMRate | 46078 | 0.033 | 0.007 | 0.012 |
| --- | --- | --- | --- | --- |
| NetRate | 18378 | 0.027 | 0.249 | 0.049 | | 1 |
| | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 9860 | 0.037 | 0.219 | 0.064 |
| C-CENI | 10121 | 0.018 | 0.162 | 0.032 |
| I-CENI | 10446 | 0.021 | 0.322 | 0.039 | | | | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 8182 | 0.058 | 0.140 | 0.082 |
| C-CENI | 7729 | 0.038 | 0.128 | 0.059 |
| I-CENI | 8559 | 0.043 | 0.233 | 0.073 |
| MMRate | 37328 | 0.046 | 0.144 | 0.070 |
| NetRate | 16461 | 0.045 | 0.168 | 0.071 | | 0 |
| | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 9860 | 0.037 | 0.219 | 0.064 | | | C-CENI | 10121 | 0.018 | 0.162 | 0.032 |
| --- | --- | --- | --- | --- |
| I-CENI | 10446 | 0.021 | 0.322 | 0.039 |
| MMRate | 46078 | 0.033 | 0.007 | 0.012 |
| NetRate | 18378 | 0.027 | 0.249 | 0.049 | | 1 |
| | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 9860 | 0.037 | 0.219 | 0.064 | | | C-CENI | 7729 | 0.038 | 0.128 | 0.059 |
| --- | --- | --- | --- | --- |
| I-CENI | 8559 | 0.043 | 0.233 | 0.073 |
| MMRate | 37328 | 0.046 | 0.144 | 0.070 |
| NetRate | 16461 | 0.045 | 0.168 | 0.071 | | 0 |
| n= | k= | R.T.(ms) |
| --- | --- | --- |
| 1M | 1301 | 470 |
| 2.25M | 1383 | 1110 |
| 4M | 1323 | 2078 | | | 6.25M | 1261 | 4093 |
| --- | --- | --- |
| 9M | 1256 | 7031 | | 1 |
| n= | k= | R.T.(ms) |
| --- | --- | --- |
| 1M | 1301 | 470 |
| 2.25M | 1383 | 1110 |
| 4M | 1323 | 2078 | | | r | 2 | 3 | 4 |
| --- | --- | --- | --- |
| n1 | 1000 | 957 | 814 |
| n2 | 964 | 867 | 571 |
| n3 | 36 | 90 | 243 |
| n4 | 0 | 43 | 180 |
| n5 | 0 | 0 | 6 | | 0 |
| n= | k= | R.T.(ms) |
| --- | --- | --- |
| 1M | 1301 | 470 | | | 2.25M | 1383 | 1110 |
| --- | --- | --- |
| 4M | 1323 | 2078 |
| 6.25M | 1261 | 4093 |
| 9M | 1256 | 7031 | | 1 |
| n= | k= | R.T.(ms) |
| --- | --- | --- |
| 1M | 1301 | 470 | | | n2 | 964 | 867 | 571 |
| --- | --- | --- | --- |
| n3 | 36 | 90 | 243 |
| n4 | 0 | 43 | 180 |
| n5 | 0 | 0 | 6 | | 0 |
| Fixednetworks<br>−1−5<br>Configurationofevolutionarynetworkwhenitreaches:(i)b<10,(ii)b<10. | | | | | |
| --- | --- | --- | --- | --- | --- |
| m×n | b<10 | b<10 | b<10 | b<10 | b<10 | | | 32×32(i) | 2 | 5 | 8 | 12 | 16 |
| --- | --- | --- | --- | --- | --- |
| 320×320(i) | 2 | 5 | 9 | 13 | 17 |
| 32×32(ii) | 2 | 4 | 7 | 9 | 12 |
| 320×320(ii) | 2 | 5 | 7 | 10 | 12 | | 1 |
| Fixednetworks<br>−1−5<br>Configurationofevolutionarynetworkwhenitreaches:(i)b<10,(ii)b<10. | | | | | |
| --- | --- | --- | --- | --- | --- |
| m×n | b<10 | b<10 | b<10 | b<10 | b<10 | | | Net | ISPA |
| --- | --- |
| A<br>B | 112.1<br>92.1 |
| A<br>B | 123.3<br>133.3 |
| A<br>B | 144.8<br>156.5 |
| A<br>B | 81.8<br>99.5 |
| A<br>B | 96.0<br>105.3 |
| A<br>B | 105.5<br>106.7 | | 0 |
| Fixednetworks<br>−1−5<br>Configurationofevolutionarynetworkwhenitreaches:(i)b<10,(ii)b<10. | | | | | |
| --- | --- | --- | --- | --- | --- |
| m×n | b<10 | b<10 | b<10 | b<10 | b<10 |
| 32×32(i) | 2 | 5 | 8 | 12 | 16 |
| 320×320(i) | 2 | 5 | 9 | 13 | 17 | | | 32×32(ii) | 2 | 4 | 7 | 9 | 12 |
| --- | --- | --- | --- | --- | --- |
| 320×320(ii) | 2 | 5 | 7 | 10 | 12 | | 1 |
| Fixednetworks<br>−1−5<br>Configurationofevolutionarynetworkwhenitreaches:(i)b<10,(ii)b<10. | | | | | |
| --- | --- | --- | --- | --- | --- |
| m×n | b<10 | b<10 | b<10 | b<10 | b<10 |
| 32×32(i) | 2 | 5 | 8 | 12 | 16 |
| 320×320(i) | 2 | 5 | 9 | 13 | 17 | | | A<br>B | 123.3<br>133.3 |
| --- | --- |
| A<br>B | 144.8<br>156.5 |
| A<br>B | 81.8<br>99.5 |
| A<br>B | 96.0<br>105.3 |
| A<br>B | 105.5<br>106.7 | | 0 |
| GlobalNet | RefineNet | AP(OKS) |
| --- | --- | --- |
| — | L2loss | 68.2 |
| L2loss | L2loss | 68.6 |
| — | L2loss* | 68.5 | | | L2loss | L2loss* | 69.4 |
| --- | --- | --- |
| L2loss* | L2loss* | 69.1 | | 1 |
| GlobalNet | RefineNet | AP(OKS) |
| --- | --- | --- |
| — | L2loss | 68.2 |
| L2loss | L2loss | 68.6 |
| — | L2loss* | 68.5 | | | 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 | | 0 |
| GlobalNet | RefineNet | AP(OKS) |
| --- | --- | --- |
| — | L2loss | 68.2 | | | L2loss | L2loss | 68.6 |
| --- | --- | --- |
| — | L2loss* | 68.5 |
| L2loss | L2loss* | 69.4 |
| L2loss* | L2loss* | 69.1 | | 1 |
| GlobalNet | RefineNet | AP(OKS) |
| --- | --- | --- |
| — | L2loss | 68.2 | | | GlobalNet+1bottleneck+Concat | 69.2 | 6.92G |
| --- | --- | --- |
| ours(CPN) | 69.4 | 6.20G | | 0 |
| b | 7 | 9 | 10 | 12 |
| --- | --- | --- | --- | --- |
| CW | 81min | 92min | 103min | 124min | | | QC | 0.99 | 0.994 | 0.993 | 0.991 |
| --- | --- | --- | --- | --- |
| CC | 102min | 123min | 128min | 131min |
| QD | 0.94 | 0.96 | 0.95 | 0.94 | | 1 |
| b | 7 | 9 | 10 | 12 |
| --- | --- | --- | --- | --- |
| CW | 81min | 92min | 103min | 124min | | | m | 2,000 | 4,000 | 6,000 | 8,000 | 10,000 |
| --- | --- | --- | --- | --- | --- |
| CW | 99min | 102min | 121min | 155min | 190min |
| QC | 0.985 | 0.994 | 0.995 | 0.995 | 0.997 |
| CC | 95min | 123min | 132min | 141min | 151min |
| QD | 0.92 | 0.96 | 0.97 | 0.97 | 0.98 | | 0 |
| b | 7 | 9 | 10 | 12 |
| --- | --- | --- | --- | --- |
| CW | 81min | 92min | 103min | 124min | | | QC | 0.99 | 0.994 | 0.993 | 0.991 |
| --- | --- | --- | --- | --- |
| CC | 102min | 123min | 128min | 131min |
| QD | 0.94 | 0.96 | 0.95 | 0.94 | | 1 |
| b | 7 | 9 | 10 | 12 |
| --- | --- | --- | --- | --- |
| CW | 81min | 92min | 103min | 124min | | | QC | 0.985 | 0.994 | 0.995 | 0.995 | 0.997 |
| --- | --- | --- | --- | --- | --- |
| CC | 95min | 123min | 132min | 141min | 151min |
| QD | 0.92 | 0.96 | 0.97 | 0.97 | 0.98 | | 0 |
| | #images | η | COLMAP | Ours | SpeedUp |
| --- | --- | --- | --- | --- | --- |
| Fountain | 11 | ×1 | 506.64 | 177.80 | 2.85 | | | ×0.5 | 202.02 | 44.16 | 4.57 | | |
| --- | --- | --- | --- | --- | --- |
| ×0.25 | 88.38 | 12.41 | 7.12 | | |
| Herzjesu | 8 | ×1 | 363.9 | 92.57 | 3.93 |
| ×0.5 | 142.80 | 23.19 | 6.16 | | |
| ×0.25 | 63.36 | 7.28 | 8.70 | | | | 1 |
| | #images | η | COLMAP | Ours | SpeedUp |
| --- | --- | --- | --- | --- | --- |
| Fountain | 11 | ×1 | 506.64 | 177.80 | 2.85 | | | Dataset | c(EXIF,mm)err | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Rother | Jiang | Arie | VisualSFM | 1DSfM | L2 | L1 | |
| fountain-P11 | 23.3 | 14.0 | 22.6 | 20.7 | 32.2 | 6.9 | 7.0 |
| Herz-Jesu-P25 | 49.5 | 64.0 | 47.9 | 45.3 | 64.9 | 25.5 | 26.2 |
| castle-P30 | 2651.8 | 235.0 | - | 190.1 | - | 317.3 | 166.7 | | 0 |
| | #images | η | COLMAP | Ours | SpeedUp |
| --- | --- | --- | --- | --- | --- |
| Fountain | 11 | ×1 | 506.64 | 177.80 | 2.85 |
| ×0.5 | 202.02 | 44.16 | 4.57 | | |
| ×0.25 | 88.38 | 12.41 | 7.12 | | |
| Herzjesu | 8 | ×1 | 363.9 | 92.57 | 3.93 | | | ×0.5 | 142.80 | 23.19 | 6.16 |
| --- | --- | --- | --- |
| ×0.25 | 63.36 | 7.28 | 8.70 | | 1 |
| | #images | η | COLMAP | Ours | SpeedUp |
| --- | --- | --- | --- | --- | --- |
| Fountain | 11 | ×1 | 506.64 | 177.80 | 2.85 |
| ×0.5 | 202.02 | 44.16 | 4.57 | | |
| ×0.25 | 88.38 | 12.41 | 7.12 | | |
| Herzjesu | 8 | ×1 | 363.9 | 92.57 | 3.93 | | | Herz-Jesu-P25 | 49.5 | 64.0 | 47.9 | 45.3 | 64.9 | 25.5 | 26.2 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| castle-P30 | 2651.8 | 235.0 | - | 190.1 | - | 317.3 | 166.7 | | 0 |
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