premise string | hypothesis string | label int64 |
|---|---|---|
| Numberofwords | | | |
| --- | --- | --- | --- |
| 1Quartile | 2Quartile(Median) | 3Quartile | |
| Stanford | 5 | 15 | 18,5 |
| Yelp | 15,5 | 36 | 67,6 |
| Debate | 12 | 15,5 | 18 |
| ReviewsI | 19 | 13 | 32,5 |
| TwitterI | 14 | 20 | 23,5 |
| Myspace | 12 | 18 | 17 |
| Youtube | 6 | 11 | 26 |
| Digg | 5,5 | 15 | 19 |
| RW | 20 | 27 | 104 |
| BBC | 14 | 68 | 17 |
| Amazon | 14 | 10 | 4 | | | NYT | 18 | 8 | 6 |
| --- | --- | --- | --- |
| TweetsII | 8 | 10 | 15 |
| ReviewsII | 20 | 11 | 10 |
| Tricky | 10 | 12 | 11 | | 1 |
| Numberofwords | | | |
| --- | --- | --- | --- |
| 1Quartile | 2Quartile(Median) | 3Quartile | |
| Stanford | 5 | 15 | 18,5 |
| Yelp | 15,5 | 36 | 67,6 |
| Debate | 12 | 15,5 | 18 |
| ReviewsI | 19 | 13 | 32,5 |
| TwitterI | 14 | 20 | 23,5 |
| Myspace | 12 | 18 | 17 |
| Youtube | 6 | 11 | 26 |
| Digg | 5,5 | 15 | 19 |
| RW | 20 | 27 | 104 |
| BBC | 14 | 68 | 17 |
| Amazon | 14 | 10 | 4 | | | Platform | #campaigns | #tasks | #totalbudget |
| --- | --- | --- | --- |
| Smartphone | 1102 | 231,892 | $27,702.07 |
| Google+ | 823 | 57,203 | $18,960.50 |
| Other | 797 | 349,937 | $31,333.06 |
| Twitter | 747 | 83,731 | $14,047.21 |
| Facebook | 666 | 115,967 | $15,657.86 |
| YouTube | 616 | 248,914 | $29,322.28 |
| Reddit | 539 | 77,104 | $5,434.15 |
| Redacted | 501 | 132,401 | $13,397.94 |
| Google | 330 | 261,923 | $18,672.37 |
| RDT | 296 | 80,844 | $8,034.94 |
| MBS | 218 | 38,859 | $5,497.36 |
| Instagram | 172 | 19,421 | $2,072.35 |
| Amazon | 156 | 55,760 | $6,934.85 |
| Mix | 144 | 11,803 | $1,458.55 |
| Questionsite | 126 | 16,190 | $2,447.59 |
| Forum | 84 | 7,558 | $964.15 |
| Gmail | 50 | 10,275 | $2,908.35 |
| eBay | 22 | 6,014 | $570.52 |
| Yahoo | 21 | 45,686 | $2,355.13 |
| Ali | 9 | 3,945 | $551.91 |
| Bing | 4 | 675 | $69.00 |
| Browseradd-on | 3 | 214 | $73.96 | | 0 |
| Numberofwords | | | |
| --- | --- | --- | --- |
| 1Quartile | 2Quartile(Median) | 3Quartile | |
| Stanford | 5 | 15 | 18,5 |
| Yelp | 15,5 | 36 | 67,6 |
| Debate | 12 | 15,5 | 18 |
| ReviewsI | 19 | 13 | 32,5 |
| TwitterI | 14 | 20 | 23,5 |
| Myspace | 12 | 18 | 17 |
| Youtube | 6 | 11 | 26 |
| Digg | 5,5 | 15 | 19 |
| RW | 20 | 27 | 104 |
| BBC | 14 | 68 | 17 |
| Amazon | 14 | 10 | 4 | | | NYT | 18 | 8 | 6 |
| --- | --- | --- | --- |
| TweetsII | 8 | 10 | 15 |
| ReviewsII | 20 | 11 | 10 |
| Tricky | 10 | 12 | 11 | | 1 |
| Numberofwords | | | |
| --- | --- | --- | --- |
| 1Quartile | 2Quartile(Median) | 3Quartile | |
| Stanford | 5 | 15 | 18,5 |
| Yelp | 15,5 | 36 | 67,6 |
| Debate | 12 | 15,5 | 18 |
| ReviewsI | 19 | 13 | 32,5 |
| TwitterI | 14 | 20 | 23,5 |
| Myspace | 12 | 18 | 17 |
| Youtube | 6 | 11 | 26 |
| Digg | 5,5 | 15 | 19 |
| RW | 20 | 27 | 104 |
| BBC | 14 | 68 | 17 |
| Amazon | 14 | 10 | 4 | | | YouTube | 616 | 248,914 | $29,322.28 |
| --- | --- | --- | --- |
| Reddit | 539 | 77,104 | $5,434.15 |
| Redacted | 501 | 132,401 | $13,397.94 |
| Google | 330 | 261,923 | $18,672.37 |
| RDT | 296 | 80,844 | $8,034.94 |
| MBS | 218 | 38,859 | $5,497.36 |
| Instagram | 172 | 19,421 | $2,072.35 |
| Amazon | 156 | 55,760 | $6,934.85 |
| Mix | 144 | 11,803 | $1,458.55 |
| Questionsite | 126 | 16,190 | $2,447.59 |
| Forum | 84 | 7,558 | $964.15 |
| Gmail | 50 | 10,275 | $2,908.35 |
| eBay | 22 | 6,014 | $570.52 |
| Yahoo | 21 | 45,686 | $2,355.13 |
| Ali | 9 | 3,945 | $551.91 |
| Bing | 4 | 675 | $69.00 |
| Browseradd-on | 3 | 214 | $73.96 | | 0 |
| Model | Manuallyadded | | | | |
| --- | --- | --- | --- | --- | --- |
| Tagset | full | reduced | full | | |
| Previouslytrainedmodel | – | – | no | yes | no | | | Maximumsuffixlenght<br>parameter | – | – | 15 | 5 | 15 | 5 | 15 | 5 | 15 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Numberofsuffixes<br>Maximumsuffixlenght<br>Totalnumberoftags<br>Tagspersuffix | 208<br>–<br>376<br>1.8 | 208<br>–<br>362<br>1.7 | 16<br>1<br>97<br>6 | 94<br>4<br>445<br>4.7 | 16<br>1<br>97<br>6 | 100<br>4<br>340<br>3.4 | 16<br>1<br>87<br>5.4 | 78<br>4<br>418<br>5.4 | 16<br>2<br>51<br>3.2 | | 1 |
| Model | Manuallyadded | | | | |
| --- | --- | --- | --- | --- | --- |
| Tagset | full | reduced | full | | |
| Previouslytrainedmodel | – | – | no | yes | no | | | Model | Manuallyadded | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Tagset | full | reduced | full | | | | | | |
| Previouslytrainedmodel | – | – | no | yes | no | | | | |
| Maximumsuffixlenght<br>parameter | – | – | 15 | 5 | 15 | 5 | 15 | 5 | 15 |
| Numberofsuffixes<br>Maximumsuffixlenght<br>Totalnumberoftags<br>Tagspersuffix | 208<br>–<br>376<br>1.8 | 208<br>–<br>362<br>1.7 | 16<br>1<br>97<br>6 | 94<br>4<br>445<br>4.7 | 16<br>1<br>97<br>6 | 100<br>4<br>340<br>3.4 | 16<br>1<br>87<br>5.4 | 78<br>4<br>418<br>5.4 | 16<br>2<br>51<br>3.2 | | 0 |
| Model | Manuallyadded | | |
| --- | --- | --- | --- |
| Tagset | full | reduced | full | | | Previouslytrainedmodel | – | – | no | yes | no | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Maximumsuffixlenght<br>parameter | – | – | 15 | 5 | 15 | 5 | 15 | 5 | 15 |
| Numberofsuffixes<br>Maximumsuffixlenght<br>Totalnumberoftags<br>Tagspersuffix | 208<br>–<br>376<br>1.8 | 208<br>–<br>362<br>1.7 | 16<br>1<br>97<br>6 | 94<br>4<br>445<br>4.7 | 16<br>1<br>97<br>6 | 100<br>4<br>340<br>3.4 | 16<br>1<br>87<br>5.4 | 78<br>4<br>418<br>5.4 | 16<br>2<br>51<br>3.2 | | 1 |
| Model | Manuallyadded | | |
| --- | --- | --- | --- |
| Tagset | full | reduced | full | | | Previouslytrainedmodel | – | – | no | yes | no | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Maximumsuffixlenght<br>parameter | – | – | 15 | 5 | 15 | 5 | 15 | 5 | 15 |
| Numberofsuffixes<br>Maximumsuffixlenght<br>Totalnumberoftags<br>Tagspersuffix | 208<br>–<br>376<br>1.8 | 208<br>–<br>362<br>1.7 | 16<br>1<br>97<br>6 | 94<br>4<br>445<br>4.7 | 16<br>1<br>97<br>6 | 100<br>4<br>340<br>3.4 | 16<br>1<br>87<br>5.4 | 78<br>4<br>418<br>5.4 | 16<br>2<br>51<br>3.2 | | 0 |
| Features | L-SVM | K-SVM | NB | DT | RF | LR |
| --- | --- | --- | --- | --- | --- | --- |
| GTMicroExpression | 0.7964 | 0.8102 | 0.8325 | 0.7731 | 0.8151 | 0.8275 |
| GTMicroExpression+IDT | 0.8456 | 0.8137 | 0.8468 | 0.7834 | 0.8205 | 0.8988 |
| GTMicroExpression+IDT+Transcript | 0.8594 | 0.8137 | 0.8923 | 0.8074 | 0.8205 | 0.8988 | | | GTMicroExpression+IDT+MFCC | 0.8969 | 0.9002 | 0.8668 | 0.7834 | 0.8319 | 0.9221 |
| --- | --- | --- | --- | --- | --- | --- |
| GTMicroExpression+AllModalities | 0.9065 | 0.9002 | 0.8905 | 0.8074 | 0.8731 | 0.9221 | | 1 |
| Features | L-SVM | K-SVM | NB | DT | RF | LR |
| --- | --- | --- | --- | --- | --- | --- |
| GTMicroExpression | 0.7964 | 0.8102 | 0.8325 | 0.7731 | 0.8151 | 0.8275 |
| GTMicroExpression+IDT | 0.8456 | 0.8137 | 0.8468 | 0.7834 | 0.8205 | 0.8988 |
| GTMicroExpression+IDT+Transcript | 0.8594 | 0.8137 | 0.8923 | 0.8074 | 0.8205 | 0.8988 | | | Features | L-SVM | K-SVM | NB | DT | RF | LR |
| --- | --- | --- | --- | --- | --- | --- |
| IDT | 0.7731 | 0.6374 | 0.5984 | 0.5895 | 0.5567 | 0.6425 |
| MicroExpression | 0.7502 | 0.7540 | 0.7629 | 0.7269 | 0.8064 | 0.7398 |
| Transcript | 0.6457 | 0.4667 | 0.6625 | 0.5251 | 0.6172 | 0.5643 |
| MFCC | 0.7694 | 0.8171 | 0.6726 | 0.4369 | 0.7393 | 0.6683 |
| IDT+MicroExpression | 0.8347 | 0.7540 | 0.7629 | 0.7687 | 0.8184 | 0.7419 |
| IDT+MicroExpression+Transcripts | 0.8347 | 0.7540 | 0.7776 | 0.7777 | 0.8184 | 0.7419 |
| IDT+MicroExpression+MFCC | 0.8596 | 0.8233 | 0.7629 | 0.7687 | 0.8477 | 0.7894 |
| AllModalities | 0.8773 | 0.8233 | 0.7776 | 0.7777 | 0.8477 | 0.7894 | | 0 |
| Features | L-SVM | K-SVM | NB | DT | RF | LR |
| --- | --- | --- | --- | --- | --- | --- |
| GTMicroExpression | 0.7964 | 0.8102 | 0.8325 | 0.7731 | 0.8151 | 0.8275 |
| GTMicroExpression+IDT | 0.8456 | 0.8137 | 0.8468 | 0.7834 | 0.8205 | 0.8988 |
| GTMicroExpression+IDT+Transcript | 0.8594 | 0.8137 | 0.8923 | 0.8074 | 0.8205 | 0.8988 | | | GTMicroExpression+IDT+MFCC | 0.8969 | 0.9002 | 0.8668 | 0.7834 | 0.8319 | 0.9221 |
| --- | --- | --- | --- | --- | --- | --- |
| GTMicroExpression+AllModalities | 0.9065 | 0.9002 | 0.8905 | 0.8074 | 0.8731 | 0.9221 | | 1 |
| Features | L-SVM | K-SVM | NB | DT | RF | LR |
| --- | --- | --- | --- | --- | --- | --- |
| GTMicroExpression | 0.7964 | 0.8102 | 0.8325 | 0.7731 | 0.8151 | 0.8275 |
| GTMicroExpression+IDT | 0.8456 | 0.8137 | 0.8468 | 0.7834 | 0.8205 | 0.8988 |
| GTMicroExpression+IDT+Transcript | 0.8594 | 0.8137 | 0.8923 | 0.8074 | 0.8205 | 0.8988 | | | MFCC | 0.7694 | 0.8171 | 0.6726 | 0.4369 | 0.7393 | 0.6683 |
| --- | --- | --- | --- | --- | --- | --- |
| IDT+MicroExpression | 0.8347 | 0.7540 | 0.7629 | 0.7687 | 0.8184 | 0.7419 |
| IDT+MicroExpression+Transcripts | 0.8347 | 0.7540 | 0.7776 | 0.7777 | 0.8184 | 0.7419 |
| IDT+MicroExpression+MFCC | 0.8596 | 0.8233 | 0.7629 | 0.7687 | 0.8477 | 0.7894 |
| AllModalities | 0.8773 | 0.8233 | 0.7776 | 0.7777 | 0.8477 | 0.7894 | | 0 |
| Methods | 12bits24bits32bits48bits |
| --- | --- |
| MAP | |
| 1-sub-network | 0.5520.5660.5580.581 |
| 2-sub-networks | 0.4670.4940.4770.515 | | | PrecisionwithinHammingradius2 | |
| --- | --- |
| 1-sub-network | 0.5270.6150.6020.625 |
| 2-sub-networks | 0.4500.5640.5490.588 | | 1 |
| Methods | 12bits24bits32bits48bits |
| --- | --- |
| MAP | |
| 1-sub-network | 0.5520.5660.5580.581 |
| 2-sub-networks | 0.4670.4940.4770.515 | | | Methods | 12bits24bits32bits48bits |
| --- | --- |
| MAP | |
| 1-sub-network | 0.6740.6970.7130.715 |
| 2-sub-networks | 0.6400.6860.6880.697 |
| PrecisionwithinHammingradius2 | |
| 1-sub-network | 0.6230.6860.7100.714 |
| 2-sub-networks | 0.5790.6640.6960.704 | | 0 |
| Methods | 12bits24bits32bits48bits |
| --- | --- |
| MAP | |
| 1-sub-network | 0.5520.5660.5580.581 | | | 2-sub-networks | 0.4670.4940.4770.515 |
| --- | --- |
| PrecisionwithinHammingradius2 | |
| 1-sub-network | 0.5270.6150.6020.625 |
| 2-sub-networks | 0.4500.5640.5490.588 | | 1 |
| Methods | 12bits24bits32bits48bits |
| --- | --- |
| MAP | |
| 1-sub-network | 0.5520.5660.5580.581 | | | 1-sub-network | 0.6740.6970.7130.715 |
| --- | --- |
| 2-sub-networks | 0.6400.6860.6880.697 |
| PrecisionwithinHammingradius2 | |
| 1-sub-network | 0.6230.6860.7100.714 |
| 2-sub-networks | 0.5790.6640.6960.704 | | 0 |
| | Method | Numberofbuildings<br>102048 | | | |
| --- | --- | --- | --- | --- | --- |
| Mean<br>(µ) | St.dev.<br>(Σ) | Mean<br>(µ) | St.dev.<br>(Σ) | Mean<br>(µ) | St.dev.<br>(Σ) | | | Peak[kW] | - | 59.79 | 6.12 | 124.72 | 10.28 | 281.88 | 14.32 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Peak[kW]<br>reduction | DQN<br>DPG | 54.85<br>44.91 | 5.93<br>4.80 | 116.72<br>92.41 | 9.24<br>7.74 | 254.67<br>207.73 | 13.21<br>11.48 |
| Cost[$/day] | - | 57.79 | 20.90 | 118.03 | 30.01 | 231.27 | 38.76 |
| Minimized<br>cost[$/day] | DQN<br>DPG | 47.71<br>44.35 | 17.83<br>16.01 | 93.68<br>82.71 | 24.18<br>21.48 | 198.51<br>167.70 | 32.67<br>28.62 | | 1 |
| | Method | Numberofbuildings<br>102048 | | | |
| --- | --- | --- | --- | --- | --- |
| Mean<br>(µ) | St.dev.<br>(Σ) | Mean<br>(µ) | St.dev.<br>(Σ) | Mean<br>(µ) | St.dev.<br>(Σ) | | | | Method | BBBIIIIII | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Mean<br>(µ) | St.dev.<br>(Σ) | Mean<br>(µ) | St.dev.<br>(Σ) | Mean<br>(µ) | St.dev.<br>(Σ) | | |
| Peak[kW] | - | 3.81 | 1.72 | 3.77 | 2.32 | 4.55 | 1.52 |
| Peak[kW]<br>reduction | DQN<br>DPG | 3.12<br>2.97 | 1.51<br>1.46 | 3.48<br>2.69 | 2.13<br>1.14 | 3.62<br>3.17 | 1.34<br>1.29 |
| Cost[$/day] | - | 2.31 | 3.09 | 1.93 | 2.23 | 3.13 | 3.85 |
| Minimized<br>cost[$/day] | DQN<br>DPG | 2.19<br>2.08 | 3.01<br>2.78 | 1.91<br>1.79 | 2.18<br>2.06 | 2.85<br>2.73 | 3.62<br>3.38 | | 0 |
| | Method | Numberofbuildings<br>102048 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Mean<br>(µ) | St.dev.<br>(Σ) | Mean<br>(µ) | St.dev.<br>(Σ) | Mean<br>(µ) | St.dev.<br>(Σ) | | |
| Peak[kW] | - | 59.79 | 6.12 | 124.72 | 10.28 | 281.88 | 14.32 |
| Peak[kW]<br>reduction | DQN<br>DPG | 54.85<br>44.91 | 5.93<br>4.80 | 116.72<br>92.41 | 9.24<br>7.74 | 254.67<br>207.73 | 13.21<br>11.48 | | | Cost[$/day] | - | 57.79 | 20.90 | 118.03 | 30.01 | 231.27 | 38.76 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Minimized<br>cost[$/day] | DQN<br>DPG | 47.71<br>44.35 | 17.83<br>16.01 | 93.68<br>82.71 | 24.18<br>21.48 | 198.51<br>167.70 | 32.67<br>28.62 | | 1 |
| | Method | Numberofbuildings<br>102048 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Mean<br>(µ) | St.dev.<br>(Σ) | Mean<br>(µ) | St.dev.<br>(Σ) | Mean<br>(µ) | St.dev.<br>(Σ) | | |
| Peak[kW] | - | 59.79 | 6.12 | 124.72 | 10.28 | 281.88 | 14.32 |
| Peak[kW]<br>reduction | DQN<br>DPG | 54.85<br>44.91 | 5.93<br>4.80 | 116.72<br>92.41 | 9.24<br>7.74 | 254.67<br>207.73 | 13.21<br>11.48 | | | Cost[$/day] | - | 2.31 | 3.09 | 1.93 | 2.23 | 3.13 | 3.85 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Minimized<br>cost[$/day] | DQN<br>DPG | 2.19<br>2.08 | 3.01<br>2.78 | 1.91<br>1.79 | 2.18<br>2.06 | 2.85<br>2.73 | 3.62<br>3.38 | | 0 |
| | NoFBaccount |
| --- | --- |
| Neuroticism | -.070 |
| Extraversion | -.170 | | | Openness | -.301** |
| --- | --- |
| Agreeableness | -.118 |
| Conscientiousness | -.127 | | 1 |
| | NoFBaccount |
| --- | --- |
| Neuroticism | -.070 |
| Extraversion | -.170 | | | | Usage | Pessimism | Addiction |
| --- | --- | --- | --- |
| Neuroticism | .009 | .180 | .426** |
| Extraversion | .116 | -.048 | -.043 |
| Openness | -.019 | .004 | .055 |
| Agreeableness | -.053 | -.111 | -.042 |
| Conscientiousness | .186 | .025 | -.241* |
| Usage | 1 | .684** | -.009 |
| Pessimism | .684** | 1 | .078 |
| Addiction | -.009 | .078 | 1 | | 0 |
| | NoFBaccount |
| --- | --- |
| Neuroticism | -.070 | | | Extraversion | -.170 |
| --- | --- |
| Openness | -.301** |
| Agreeableness | -.118 |
| Conscientiousness | -.127 | | 1 |
| | NoFBaccount |
| --- | --- |
| Neuroticism | -.070 | | | Agreeableness | -.053 | -.111 | -.042 |
| --- | --- | --- | --- |
| Conscientiousness | .186 | .025 | -.241* |
| Usage | 1 | .684** | -.009 |
| Pessimism | .684** | 1 | .078 |
| Addiction | -.009 | .078 | 1 | | 0 |
| | | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | |
| 2 | 0.315 | 97Mb | 2 | 0.345 | 256Mb | | | 2 | 0.282 | 388Mb | 2 | 0.321 | 1024Mb |
| --- | --- | --- | --- | --- | --- |
| 2 | 0.259 | 1552Mb | 2 | 0.305 | 4096Mb | | 1 |
| | | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | |
| 2 | 0.315 | 97Mb | 2 | 0.345 | 256Mb | | | | | | GFLOPS | GB/s | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Kernel | R×Rxy | T×Txy | Initial | Buf | Tex | Initial | Buf | Tex |
| 8 | 1×1 | 8×8 | 414 | 562 | 510 | 53 | 72 | 65 |
| 9 | 1×2 | 16×8 | 771 | 837 | 818 | 49 | 54 | 53 |
| 10 | 2×1 | 8×16 | 783 | 852 | 834 | 50 | 55 | 54 |
| 11 | 2×2 | 8×8 | 801 | 944 | 1023 | 53 | 61 | 66 |
| 12 | 2×2 | 16×16 | 644 | 908 | 897 | 21 | 31 | 30 | | 0 |
| | | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | | | | 2 | 0.315 | 97Mb | 2 | 0.345 | 256Mb |
| --- | --- | --- | --- | --- | --- |
| 2 | 0.282 | 388Mb | 2 | 0.321 | 1024Mb |
| 2 | 0.259 | 1552Mb | 2 | 0.305 | 4096Mb | | 1 |
| | | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | | | | 8 | 1×1 | 8×8 | 414 | 562 | 510 | 53 | 72 | 65 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 9 | 1×2 | 16×8 | 771 | 837 | 818 | 49 | 54 | 53 |
| 10 | 2×1 | 8×16 | 783 | 852 | 834 | 50 | 55 | 54 |
| 11 | 2×2 | 8×8 | 801 | 944 | 1023 | 53 | 61 | 66 |
| 12 | 2×2 | 16×16 | 644 | 908 | 897 | 21 | 31 | 30 | | 0 |
| Labelingtype | variable | HQprofile | MQprofile |
| --- | --- | --- | --- |
| Drawatightboundingbox | t | 42.0sec | 26.0sec |
| Answertype-1question | t | 1.6sec | 1.6sec | | | Answertype-2question | t | 2.4sec | 2.4sec |
| --- | --- | --- | --- |
| Verifymissingobjects | t | 2.6sec | 0.0sec | | 1 |
| Labelingtype | variable | HQprofile | MQprofile |
| --- | --- | --- | --- |
| Drawatightboundingbox | t | 42.0sec | 26.0sec |
| Answertype-1question | t | 1.6sec | 1.6sec | | | Variable | Description |
| --- | --- |
| j | theidentifieroftheneighbor |
| tj | theageoftheneighbor |
| aj | theattributevalueoftheneighbor |
| rj | therandomvalueoftheneighbor | | 0 |
| Labelingtype | variable | HQprofile | MQprofile |
| --- | --- | --- | --- |
| Drawatightboundingbox | t | 42.0sec | 26.0sec |
| Answertype-1question | t | 1.6sec | 1.6sec | | | Answertype-2question | t | 2.4sec | 2.4sec |
| --- | --- | --- | --- |
| Verifymissingobjects | t | 2.6sec | 0.0sec | | 1 |
| Labelingtype | variable | HQprofile | MQprofile |
| --- | --- | --- | --- |
| Drawatightboundingbox | t | 42.0sec | 26.0sec |
| Answertype-1question | t | 1.6sec | 1.6sec | | | aj | theattributevalueoftheneighbor |
| --- | --- |
| rj | therandomvalueoftheneighbor | | 0 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| jnh01<br>(sat) | t<br>n | 10,2<br>970 | 95,2(3,5)<br>5215(362) | 14,2<br>515 | 2,2<br>100 | 13,2<br>100 | 13<br>100 | 4,2<br>481 | 6,2<br>692 |
| jnh17<br>(sat) | t<br>n | 3,1<br>477 | 57,3(0,5)<br>4914(189) | 18,8<br>1233 | 1,9<br>132 | 10,1<br>131 | 9,9<br>131 | 1,4<br>216 | 1,5<br>204 | | | jnh201<br>(sat) | t<br>n | 3<br>336 | 79,6(2,1)<br>5222(121) | 3,3<br>168 | 2,6<br>177 | 11<br>180 | 10,7<br>180 | 1,13<br>179 | 1,14<br>178 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| jnh301<br>(sat) | t<br>n | 33,4<br>2671 | 121(14,5)<br>6144(1488) | 38,2<br>1541 | 2,2<br>110 | 5,7<br>108 | 5,5<br>108 | 7<br>608 | 8<br>787 |
| aim-50-1-<br>6-unsat-2 | t<br>n | 0,15<br>1577 | 0,43(0,13)<br>6314(1404) | 0,21<br>1412 | 0,82<br>6774 | 0,49<br>474 | 0,5<br>474 | 0,07<br>691 | 0,08<br>474 |
| aim-100-1-<br>6-unsat-1 | t<br>n | 0,34<br>3592 | 1,47(1,05)<br>17238(10681) | 1,42<br>7932 | 91<br>697503 | 4,3<br>2338 | 6,3<br>3890 | 0,16<br>1609 | 0,2<br>1229 |
| aim-200-1-<br>6-sat-1 | t<br>n | 0,76<br>4665 | 1,28(0,47)<br>11714(3236) | 2,1<br>1371 | 1,66<br>4747 | 1,9<br>213 | 1,8<br>213 | 0,24<br>1756 | 0,26<br>1442 |
| aim-200-1-<br>6-unsat-1 | t<br>n | 1,9<br>12748 | 3,2(2,4)<br>26454(16159) | 5,3<br>28548 | 105,9<br>436746 | 4,8<br>1615 | 8,5<br>3654 | 0,19<br>1255 | 0,23<br>1093 |
| pret-60-<br>25(unsat) | t<br>n | 1255<br>44,6M | 1385(1385)<br>44,777M(43,773M) | >1h<br>– | 3589<br>95,4M | >1h<br>– | >1h<br>– | 1027<br>42,5M | 1108<br>43,8M |
| dubois-20<br>(unsat) | t<br>n | 1196<br>44,9M | 1196(1196)<br>44,461M(44,457M) | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | 1004<br>40,5M | 1245<br>43,8M |
| Averagedcputime | t | 250,3 | 294 | 857,1 | – | – | – | 204,5 | 237 | | 1 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| jnh01<br>(sat) | t<br>n | 10,2<br>970 | 95,2(3,5)<br>5215(362) | 14,2<br>515 | 2,2<br>100 | 13,2<br>100 | 13<br>100 | 4,2<br>481 | 6,2<br>692 |
| jnh17<br>(sat) | t<br>n | 3,1<br>477 | 57,3(0,5)<br>4914(189) | 18,8<br>1233 | 1,9<br>132 | 10,1<br>131 | 9,9<br>131 | 1,4<br>216 | 1,5<br>204 | | | Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ehi-85-0<br>(unsat) | t<br>n | 2,1<br>722 | 94,2(0,15)<br>8005(4) | 2,7<br>61 | 11,7<br>3 | 12,1<br>3 | 12<br>3 | 0,15<br>4 | 1,2<br>149 |
| ehi-85-2<br>(unsat) | t<br>n | 1<br>248 | 101,6(0,15)<br>7944(5) | 2,4<br>12 | 11,8<br>4 | 12,4<br>4 | 12,4<br>4 | 5,6<br>650 | 1,1<br>145 |
| geo50-d4-<br>75-2(sat) | t<br>n | 334,9<br>50483 | 526(490,6)<br>88615(76247) | 311,3<br>46772 | >1h<br>– | >1h<br>– | >1h<br>– | 280<br>42946 | 129,2<br>18545 |
| frb30-15-1<br>(sat) | t<br>n | 10,5<br>3557 | 42(15,4)<br>15833(4426) | 13,2<br>3275 | 66,4<br>17866 | 295,6<br>71052 | 375,6<br>85017 | 20,5<br>6044 | 15,6<br>4493 |
| frb30-15-2<br>(sat) | t<br>n | 63,7<br>21330 | 123,6(97,8)<br>38765(27458) | 55,4<br>20019 | 273,4<br>79936 | 5,4<br>1306 | 391,3<br>81911 | 86,8<br>26596 | 91,2<br>26296 |
| 40-8-753-<br>0,1(sat) | t<br>n | 76,5<br>21164 | 70,9(45,9)<br>21369(13422) | 60,4<br>15239 | 2117<br>523831 | 404,5<br>67979 | 931,3<br>180281 | 50,5<br>13823 | 486,3<br>127686 |
| 40-11-414-<br>0,2(unsat) | t<br>n | 1192<br>336691 | 1261(1234)<br>354778(345212) | 1219<br>345886 | >1h<br>– | >1h<br>– | >1h<br>– | 1178<br>346368 | 1162<br>332844 |
| 40-16-250-<br>0,35(unsat) | t<br>n | 2919<br>741883 | 2928(2895)<br>755386(743183) | 3172<br>750910 | >1h<br>– | >1h<br>– | >1h<br>– | 2893<br>747757 | 3038<br>764989 |
| 40-25-180-<br>0,5(unsat) | t<br>n | 2481<br>373742 | 2689(2632)<br>402266(385072) | 2878<br>390292 | >1h<br>– | >1h<br>– | >1h<br>– | 2340<br>349685 | 2606<br>389603 |
| Averagedcputime | t | 786,7 | 870,7 | 857,1 | – | – | – | 761,6 | 836,7 | | 0 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| jnh01<br>(sat) | t<br>n | 10,2<br>970 | 95,2(3,5)<br>5215(362) | 14,2<br>515 | 2,2<br>100 | 13,2<br>100 | 13<br>100 | 4,2<br>481 | 6,2<br>692 | | | jnh17<br>(sat) | t<br>n | 3,1<br>477 | 57,3(0,5)<br>4914(189) | 18,8<br>1233 | 1,9<br>132 | 10,1<br>131 | 9,9<br>131 | 1,4<br>216 | 1,5<br>204 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| jnh201<br>(sat) | t<br>n | 3<br>336 | 79,6(2,1)<br>5222(121) | 3,3<br>168 | 2,6<br>177 | 11<br>180 | 10,7<br>180 | 1,13<br>179 | 1,14<br>178 |
| jnh301<br>(sat) | t<br>n | 33,4<br>2671 | 121(14,5)<br>6144(1488) | 38,2<br>1541 | 2,2<br>110 | 5,7<br>108 | 5,5<br>108 | 7<br>608 | 8<br>787 |
| aim-50-1-<br>6-unsat-2 | t<br>n | 0,15<br>1577 | 0,43(0,13)<br>6314(1404) | 0,21<br>1412 | 0,82<br>6774 | 0,49<br>474 | 0,5<br>474 | 0,07<br>691 | 0,08<br>474 |
| aim-100-1-<br>6-unsat-1 | t<br>n | 0,34<br>3592 | 1,47(1,05)<br>17238(10681) | 1,42<br>7932 | 91<br>697503 | 4,3<br>2338 | 6,3<br>3890 | 0,16<br>1609 | 0,2<br>1229 |
| aim-200-1-<br>6-sat-1 | t<br>n | 0,76<br>4665 | 1,28(0,47)<br>11714(3236) | 2,1<br>1371 | 1,66<br>4747 | 1,9<br>213 | 1,8<br>213 | 0,24<br>1756 | 0,26<br>1442 |
| aim-200-1-<br>6-unsat-1 | t<br>n | 1,9<br>12748 | 3,2(2,4)<br>26454(16159) | 5,3<br>28548 | 105,9<br>436746 | 4,8<br>1615 | 8,5<br>3654 | 0,19<br>1255 | 0,23<br>1093 |
| pret-60-<br>25(unsat) | t<br>n | 1255<br>44,6M | 1385(1385)<br>44,777M(43,773M) | >1h<br>– | 3589<br>95,4M | >1h<br>– | >1h<br>– | 1027<br>42,5M | 1108<br>43,8M |
| dubois-20<br>(unsat) | t<br>n | 1196<br>44,9M | 1196(1196)<br>44,461M(44,457M) | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | 1004<br>40,5M | 1245<br>43,8M |
| Averagedcputime | t | 250,3 | 294 | 857,1 | – | – | – | 204,5 | 237 | | 1 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| jnh01<br>(sat) | t<br>n | 10,2<br>970 | 95,2(3,5)<br>5215(362) | 14,2<br>515 | 2,2<br>100 | 13,2<br>100 | 13<br>100 | 4,2<br>481 | 6,2<br>692 | | | geo50-d4-<br>75-2(sat) | t<br>n | 334,9<br>50483 | 526(490,6)<br>88615(76247) | 311,3<br>46772 | >1h<br>– | >1h<br>– | >1h<br>– | 280<br>42946 | 129,2<br>18545 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| frb30-15-1<br>(sat) | t<br>n | 10,5<br>3557 | 42(15,4)<br>15833(4426) | 13,2<br>3275 | 66,4<br>17866 | 295,6<br>71052 | 375,6<br>85017 | 20,5<br>6044 | 15,6<br>4493 |
| frb30-15-2<br>(sat) | t<br>n | 63,7<br>21330 | 123,6(97,8)<br>38765(27458) | 55,4<br>20019 | 273,4<br>79936 | 5,4<br>1306 | 391,3<br>81911 | 86,8<br>26596 | 91,2<br>26296 |
| 40-8-753-<br>0,1(sat) | t<br>n | 76,5<br>21164 | 70,9(45,9)<br>21369(13422) | 60,4<br>15239 | 2117<br>523831 | 404,5<br>67979 | 931,3<br>180281 | 50,5<br>13823 | 486,3<br>127686 |
| 40-11-414-<br>0,2(unsat) | t<br>n | 1192<br>336691 | 1261(1234)<br>354778(345212) | 1219<br>345886 | >1h<br>– | >1h<br>– | >1h<br>– | 1178<br>346368 | 1162<br>332844 |
| 40-16-250-<br>0,35(unsat) | t<br>n | 2919<br>741883 | 2928(2895)<br>755386(743183) | 3172<br>750910 | >1h<br>– | >1h<br>– | >1h<br>– | 2893<br>747757 | 3038<br>764989 |
| 40-25-180-<br>0,5(unsat) | t<br>n | 2481<br>373742 | 2689(2632)<br>402266(385072) | 2878<br>390292 | >1h<br>– | >1h<br>– | >1h<br>– | 2340<br>349685 | 2606<br>389603 |
| Averagedcputime | t | 786,7 | 870,7 | 857,1 | – | – | – | 761,6 | 836,7 | | 0 |
| | Euclidean<br>mAPrank-1 | SqEuclidean<br>mAPrank-1 |
| --- | --- | --- |
| BoW+KISSME<br>LOMO+XQDA<br>Baseline<br>PAN<br>SVDNet | 12.1725.13<br>17.0430.75<br>44.9965.22<br>51.5171.59<br>56.8076.70 | --<br>--<br>--<br>--<br>-- |
| TriHard<br>AWTL | 54.6073.24<br>54.9774.23 | 0.280.89<br>52.3771.45 | | | TriHard(+Aug)<br>AWTL(+Aug) | 56.6574.91<br>57.2875.31 | 0.481.25<br>55.9475.04 |
| --- | --- | --- |
| TriHard(+Aug+HNM)<br>AWTL(+Aug+HNM) | 54.9074.23<br>58.7477.69 | 0.300.94<br>57.8476.21 |
| DPFL(1-stream)<br>DPFL(2-stream)<br>AWTL(2-stream) | 48.9070.10<br>60.6079.20<br>63.4079.80 | --<br>--<br>63.2779.08 | | 1 |
| | Euclidean<br>mAPrank-1 | SqEuclidean<br>mAPrank-1 |
| --- | --- | --- |
| BoW+KISSME<br>LOMO+XQDA<br>Baseline<br>PAN<br>SVDNet | 12.1725.13<br>17.0430.75<br>44.9965.22<br>51.5171.59<br>56.8076.70 | --<br>--<br>--<br>--<br>-- |
| TriHard<br>AWTL | 54.6073.24<br>54.9774.23 | 0.280.89<br>52.3771.45 | | | | Euclidean | SqEuclidean |
| --- | --- | --- |
| | mAPrank-1 | mAPrank-1 |
| DNS<br>GatedSiamese<br>PointSet<br>SomaNet<br>PAN | 29.8755.43<br>39.5565.88<br>44.2770.72<br>47.8973.87<br>63.3582.81 | --<br>--<br>--<br>--<br>-- |
| TriHard<br>AWTL | 66.6382.99<br>68.0384.20 | 64.4782.01<br>65.9582.16 |
| TriHard(+Aug)<br>AWTL(+Aug) | 69.5785.14<br>70.8386.11 | 68.9284.12<br>69.6484.71 |
| TriHard(+Aug+HNM)<br>AWTL(+Aug+HNM) | 71.1386.40<br>71.7686.94 | 0.160.36<br>70.1985.39 |
| DPFL(1-stream)<br>DPFL(2-stream)<br>AWTL(2-stream) | 66.5085.70<br>72.6088.06<br>75.6789.46 | --<br>--<br>74.8187.92 | | 0 |
| | Euclidean<br>mAPrank-1 | SqEuclidean<br>mAPrank-1 |
| --- | --- | --- |
| BoW+KISSME<br>LOMO+XQDA<br>Baseline<br>PAN<br>SVDNet | 12.1725.13<br>17.0430.75<br>44.9965.22<br>51.5171.59<br>56.8076.70 | --<br>--<br>--<br>--<br>-- |
| TriHard<br>AWTL | 54.6073.24<br>54.9774.23 | 0.280.89<br>52.3771.45 | | | TriHard(+Aug)<br>AWTL(+Aug) | 56.6574.91<br>57.2875.31 | 0.481.25<br>55.9475.04 |
| --- | --- | --- |
| TriHard(+Aug+HNM)<br>AWTL(+Aug+HNM) | 54.9074.23<br>58.7477.69 | 0.300.94<br>57.8476.21 |
| DPFL(1-stream)<br>DPFL(2-stream)<br>AWTL(2-stream) | 48.9070.10<br>60.6079.20<br>63.4079.80 | --<br>--<br>63.2779.08 | | 1 |
| | Euclidean<br>mAPrank-1 | SqEuclidean<br>mAPrank-1 |
| --- | --- | --- |
| BoW+KISSME<br>LOMO+XQDA<br>Baseline<br>PAN<br>SVDNet | 12.1725.13<br>17.0430.75<br>44.9965.22<br>51.5171.59<br>56.8076.70 | --<br>--<br>--<br>--<br>-- |
| TriHard<br>AWTL | 54.6073.24<br>54.9774.23 | 0.280.89<br>52.3771.45 | | | DNS<br>GatedSiamese<br>PointSet<br>SomaNet<br>PAN | 29.8755.43<br>39.5565.88<br>44.2770.72<br>47.8973.87<br>63.3582.81 | --<br>--<br>--<br>--<br>-- |
| --- | --- | --- |
| TriHard<br>AWTL | 66.6382.99<br>68.0384.20 | 64.4782.01<br>65.9582.16 |
| TriHard(+Aug)<br>AWTL(+Aug) | 69.5785.14<br>70.8386.11 | 68.9284.12<br>69.6484.71 |
| TriHard(+Aug+HNM)<br>AWTL(+Aug+HNM) | 71.1386.40<br>71.7686.94 | 0.160.36<br>70.1985.39 |
| DPFL(1-stream)<br>DPFL(2-stream)<br>AWTL(2-stream) | 66.5085.70<br>72.6088.06<br>75.6789.46 | --<br>--<br>74.8187.92 | | 0 |
| n | Φ(C)n | LFP | RP |
| --- | --- | --- | --- |
| 5 | 3 | 3 | 3.47 |
| 10 | 13 | 13.47 | 14.92 |
| 15 | 28 | 29.69 | 33.05 |
| 20 | 51 | 53.11 | 58.42 | | | 25 | 78 | 82.27 | 90.28 |
| --- | --- | --- | --- |
| 30 | 113 | 118.08 | 129.29 |
| 35 | 153 | 160.31 | 174.77 |
| 40 | 201 | 209.02 | 227.20 | | 1 |
| n | Φ(C)n | LFP | RP |
| --- | --- | --- | --- |
| 5 | 3 | 3 | 3.47 |
| 10 | 13 | 13.47 | 14.92 |
| 15 | 28 | 29.69 | 33.05 |
| 20 | 51 | 53.11 | 58.42 | | | n | φ(n)opt | n | φ(n)opt | n | φ(n)opt | n | φ(n)opt |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 65 | 0.644217 | 69 | 0.643676 | 73 | 0.645275 | 77 | 0.645053 |
| 66 | 0.644281 | 70 | 0.644399 | 74 | 0.645136 | 78 | 0.645234 |
| 67 | 0.644240 | 71 | 0.645067 | 75 | 0.645072 | 79 | 0.645524 |
| 68 | 0.644104 | 72 | 0.645317 | 76 | 0.644715 | 80 | 0.645595 | | 0 |
| n | Φ(C)n | LFP | RP |
| --- | --- | --- | --- |
| 5 | 3 | 3 | 3.47 |
| 10 | 13 | 13.47 | 14.92 |
| 15 | 28 | 29.69 | 33.05 | | | 20 | 51 | 53.11 | 58.42 |
| --- | --- | --- | --- |
| 25 | 78 | 82.27 | 90.28 |
| 30 | 113 | 118.08 | 129.29 |
| 35 | 153 | 160.31 | 174.77 |
| 40 | 201 | 209.02 | 227.20 | | 1 |
| n | Φ(C)n | LFP | RP |
| --- | --- | --- | --- |
| 5 | 3 | 3 | 3.47 |
| 10 | 13 | 13.47 | 14.92 |
| 15 | 28 | 29.69 | 33.05 | | | 66 | 0.644281 | 70 | 0.644399 | 74 | 0.645136 | 78 | 0.645234 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 67 | 0.644240 | 71 | 0.645067 | 75 | 0.645072 | 79 | 0.645524 |
| 68 | 0.644104 | 72 | 0.645317 | 76 | 0.644715 | 80 | 0.645595 | | 0 |
| n | \|E\| | OPTbound | Random | Distributed<br>Greedy | Centralized<br>Greedy |
| --- | --- | --- | --- | --- | --- |
| 1000 | 5000 | 5000 | 3950 | 4837 | 4832 |
| 1000 | 10000 | 10000 | 6330 | 7625 | 7647 |
| 1000 | 20000 | 10000 | 8655 | 9677 | 9727 |
| 500 | 5000 | 5000 | 3951 | 4626 | 4628 |
| 500 | 10000 | 10000 | 6305 | 7277 | 7296 |
| 500 | 20000 | 10000 | 8640 | 9443 | 9470 |
| 2000 | 5000 | 5000 | 3961 | 4953 | 4954 | | | 2000 | 10000 | 10000 | 6345 | 8047 | 8068 |
| --- | --- | --- | --- | --- | --- |
| 2000 | 20000 | 10000 | 8665 | 9908 | 9959 | | 1 |
| n | \|E\| | OPTbound | Random | Distributed<br>Greedy | Centralized<br>Greedy |
| --- | --- | --- | --- | --- | --- |
| 1000 | 5000 | 5000 | 3950 | 4837 | 4832 |
| 1000 | 10000 | 10000 | 6330 | 7625 | 7647 |
| 1000 | 20000 | 10000 | 8655 | 9677 | 9727 |
| 500 | 5000 | 5000 | 3951 | 4626 | 4628 |
| 500 | 10000 | 10000 | 6305 | 7277 | 7296 |
| 500 | 20000 | 10000 | 8640 | 9443 | 9470 |
| 2000 | 5000 | 5000 | 3961 | 4953 | 4954 | | | ℵ | ℵ0 | ℵ1 | ℵ2 | ℵ3 | ℵ4 | ℵ5 | ℵ6 | ℵ7 | ℵ8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| n | 82 | 116 | 164 | 232 | 328 | 463 | 655 | 927 | 1310 |
| JavaSHA1PRNG | | | | | | | | | |
| 0.9 | 20 | 16 | 20 | 20 | 16 | 14 | 17 | 11 | 11 |
| −0.9 | 18 | 20 | 18 | 17 | 14 | 11 | 12 | 11 | 9 |
| 0.95 | 14 | 12 | 13 | 18 | 12 | 10 | 15 | 7 | 8 |
| −0.95 | 13 | 13 | 14 | 9 | 10 | 7 | 9 | 8 | 6 |
| NISTSP80090ASHA1-DRBGatsamplesize1000 | | | | | | | | | |
| 0.9 | 15 | 16 | 15 | 12 | 8 | 9 | 17 | 10 | 8 |
| −0.9 | 15 | 19 | 12 | 18 | 10 | 16 | 14 | 9 | ‘2 |
| 0.95 | 10 | 9 | 12 | 10 | 5 | 5 | 11 | 6 | 6 |
| −0.95 | 11 | 12 | 8 | 13 | 8 | 10 | 10 | 7 | 12 |
| NISTSP80090ASHA256-DRBGatsamplesize1000 | | | | | | | | | |
| 0.9 | 13 | 16 | 14 | 20 | 13 | 15 | 21 | 16 | 9 |
| −0.9 | 16 | 13 | 14 | 5 | 13 | 9 | 11 | 13 | 10 |
| 0.95 | 9 | 10 | 12 | 15 | 9 | 10 | 16 | 14 | 3 |
| −0.95 | 13 | 9 | 8 | 4 | 8 | 6 | 9 | 12 | 9 |
| NISTSP80090ASHA256-DRBGatsamplesize10000 | | | | | | | | | |
| 0.9 | 164 | 157 | 162 | 145 | 128 | 128 | 133 | 121 | 114 |
| −0.9 | 154 | 142 | 142 | 130 | 123 | 128 | 123 | 120 | 107 |
| 0.95 | 120 | 107 | 127 | 110 | 89 | 93 | 93 | 84 | 70 |
| −0.95 | 107 | 106 | 92 | 99 | 91 | 93 | 95 | 84 | 78 | | 0 |
| n | \|E\| | OPTbound | Random | Distributed<br>Greedy | Centralized<br>Greedy |
| --- | --- | --- | --- | --- | --- |
| 1000 | 5000 | 5000 | 3950 | 4837 | 4832 |
| 1000 | 10000 | 10000 | 6330 | 7625 | 7647 |
| 1000 | 20000 | 10000 | 8655 | 9677 | 9727 |
| 500 | 5000 | 5000 | 3951 | 4626 | 4628 |
| 500 | 10000 | 10000 | 6305 | 7277 | 7296 |
| 500 | 20000 | 10000 | 8640 | 9443 | 9470 | | | 2000 | 5000 | 5000 | 3961 | 4953 | 4954 |
| --- | --- | --- | --- | --- | --- |
| 2000 | 10000 | 10000 | 6345 | 8047 | 8068 |
| 2000 | 20000 | 10000 | 8665 | 9908 | 9959 | | 1 |
| n | \|E\| | OPTbound | Random | Distributed<br>Greedy | Centralized<br>Greedy |
| --- | --- | --- | --- | --- | --- |
| 1000 | 5000 | 5000 | 3950 | 4837 | 4832 |
| 1000 | 10000 | 10000 | 6330 | 7625 | 7647 |
| 1000 | 20000 | 10000 | 8655 | 9677 | 9727 |
| 500 | 5000 | 5000 | 3951 | 4626 | 4628 |
| 500 | 10000 | 10000 | 6305 | 7277 | 7296 |
| 500 | 20000 | 10000 | 8640 | 9443 | 9470 | | | 0.95 | 120 | 107 | 127 | 110 | 89 | 93 | 93 | 84 | 70 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| −0.95 | 107 | 106 | 92 | 99 | 91 | 93 | 95 | 84 | 78 | | 0 |
| Features | OnClaimRecall |
| --- | --- |
| Title/Claimreview | 0.72 |
| PageContent | 0.85 |
| Topicmatch | 0.62 | | | Thematictopicmatch | 0.55 |
| --- | --- |
| Allfeatures | 0.88 | | 1 |
| Features | OnClaimRecall |
| --- | --- |
| Title/Claimreview | 0.72 |
| PageContent | 0.85 |
| Topicmatch | 0.62 | | | Features | OnClaim | OnTheme | Irrelevant |
| --- | --- | --- | --- |
| Title/Claimreview | 0.24(91) | 0.23(99) | 0.52(202) |
| PageContent | 0.25(128) | 0.30(188) | 0.43(219) |
| Topics | 0.10(67) | 0.25(153) | 0.63(310) |
| Thematictopics | 0.11(65) | 0.35(182) | 0.53(257) |
| Allfeatures | 0.23(130) | 0.41(232) | 0.35(198) | | 0 |
| Features | OnClaimRecall |
| --- | --- |
| Title/Claimreview | 0.72 |
| PageContent | 0.85 |
| Topicmatch | 0.62 | | | Thematictopicmatch | 0.55 |
| --- | --- |
| Allfeatures | 0.88 | | 1 |
| Features | OnClaimRecall |
| --- | --- |
| Title/Claimreview | 0.72 |
| PageContent | 0.85 |
| Topicmatch | 0.62 | | | Thematictopics | 0.11(65) | 0.35(182) | 0.53(257) |
| --- | --- | --- | --- |
| Allfeatures | 0.23(130) | 0.41(232) | 0.35(198) | | 0 |
| Layer | Input | FilterSize | Stride | NumberofFilters | Activation | Output |
| --- | --- | --- | --- | --- | --- | --- |
| Conv1 | 240*240 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv2 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 | | | Conv3 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| --- | --- | --- | --- | --- | --- | --- |
| Conv4 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv5 | 240*240*32 | 3*3 | 1 | 1 | Linear | 240*240 |
| DataFidelity | 240*240 | N/A | N/A | N/A | N/A | 240*240 | | 1 |
| Layer | Input | FilterSize | Stride | NumberofFilters | Activation | Output |
| --- | --- | --- | --- | --- | --- | --- |
| Conv1 | 240*240 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv2 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 | | | Layer | Input | FilterSize | Stride | NumberofFilters | Activation | Output |
| --- | --- | --- | --- | --- | --- | --- |
| Conv1 | 240*240 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv2 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| Conv3 | 240*240*32 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv4 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| Conv5 | 240*240*32 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv6 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| Conv7 | 240*240*32 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv8 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| Conv9 | 240*240*32 | 3*3 | 1 | 1 | Linear | 240*240 |
| DataFidelity | 240*240 | N/A | N/A | N/A | N/A | 240*240 | | 0 |
| Layer | Input | FilterSize | Stride | NumberofFilters | Activation | Output |
| --- | --- | --- | --- | --- | --- | --- |
| Conv1 | 240*240 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv2 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv3 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 | | | Conv4 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| --- | --- | --- | --- | --- | --- | --- |
| Conv5 | 240*240*32 | 3*3 | 1 | 1 | Linear | 240*240 |
| DataFidelity | 240*240 | N/A | N/A | N/A | N/A | 240*240 | | 1 |
| Layer | Input | FilterSize | Stride | NumberofFilters | Activation | Output |
| --- | --- | --- | --- | --- | --- | --- |
| Conv1 | 240*240 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv2 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 |
| Conv3 | 240*240*32 | 3*3 | 1 | 32 | ReLU | 240*240*32 | | | Conv6 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| --- | --- | --- | --- | --- | --- | --- |
| Conv7 | 240*240*32 | 3*3 | 1 | 64 | ReLU | 240*240*64 |
| Conv8 | 240*240*64 | 1*1 | 1 | 32 | ReLU | 240*240*32 |
| Conv9 | 240*240*32 | 3*3 | 1 | 1 | Linear | 240*240 |
| DataFidelity | 240*240 | N/A | N/A | N/A | N/A | 240*240 | | 0 |
| Architecture | #classes | STL-10 | CIFAR-10(400) | CIFAR-10 | Caltech-101 |
| --- | --- | --- | --- | --- | --- |
| 32c5-32c5-64f | 8000 | 63.8±0.4 | 66.1±0.4 | 71.3 | 78.2±0.6 |
| 64c5-64c5-128f | 8000 | 67.1±0.3 | 69.7±0.3 | 75.7 | 79.8±0.5 |
| 64c7-64c5-128f | 8000 | 66.3±0.4 | 69.5±0.3 | 75.0 | 79.4±0.7 |
| 64c5-64c5-64c5-128f | 8000 | 68.5±0.3 | 70.9±0.3 | 77.0 | 82.2±0.7 |
| 64c5-64c5-64c5-64c5-128f | 8000 | 64.7±0.5 | 67.5±0.3 | 75.2 | 75.7±0.4 | | | 128c5-64c5-128f | 8000 | 67.2±0.4 | 69.9±0.2 | 76.1 | 80.1±0.5 |
| --- | --- | --- | --- | --- | --- |
| 64c5-256c5-128f | 8000 | 69.2±0.3 | 71.7±0.3 | 77.9 | 81.6±0.5 |
| 64c5-64c5-512f | 8000 | 69.0±0.4 | 71.7±0.2 | 79.3 | 82.9±0.4 |
| 128c5-256c5-512f | 8000 | 71.2±0.3 | 73.9±0.3 | 81.5 | 84.3±0.6 |
| 128c5-256c5-512f | 16000 | 71.9±0.3 | 74.3±0.3 | 81.4 | 84.6±0.6 |
| 64c5-128c5-256c5-512f | 16000 | 72.8±0.4 | 75.3±0.3 | 82.0 | 85.5±0.4 |
| 92c5-256c5-512c5-1024f | 16000 | 73.9±0.4 | 76.0±0.2 | 83.6 | 86.9±0.6 | | 1 |
| Architecture | #classes | STL-10 | CIFAR-10(400) | CIFAR-10 | Caltech-101 |
| --- | --- | --- | --- | --- | --- |
| 32c5-32c5-64f | 8000 | 63.8±0.4 | 66.1±0.4 | 71.3 | 78.2±0.6 |
| 64c5-64c5-128f | 8000 | 67.1±0.3 | 69.7±0.3 | 75.7 | 79.8±0.5 |
| 64c7-64c5-128f | 8000 | 66.3±0.4 | 69.5±0.3 | 75.0 | 79.4±0.7 |
| 64c5-64c5-64c5-128f | 8000 | 68.5±0.3 | 70.9±0.3 | 77.0 | 82.2±0.7 |
| 64c5-64c5-64c5-64c5-128f | 8000 | 64.7±0.5 | 67.5±0.3 | 75.2 | 75.7±0.4 | | | 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 | 0.4550 | 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 | 0.3608 | | 0 |
| Architecture | #classes | STL-10 | CIFAR-10(400) | CIFAR-10 | Caltech-101 |
| --- | --- | --- | --- | --- | --- |
| 32c5-32c5-64f | 8000 | 63.8±0.4 | 66.1±0.4 | 71.3 | 78.2±0.6 |
| 64c5-64c5-128f | 8000 | 67.1±0.3 | 69.7±0.3 | 75.7 | 79.8±0.5 |
| 64c7-64c5-128f | 8000 | 66.3±0.4 | 69.5±0.3 | 75.0 | 79.4±0.7 |
| 64c5-64c5-64c5-128f | 8000 | 68.5±0.3 | 70.9±0.3 | 77.0 | 82.2±0.7 |
| 64c5-64c5-64c5-64c5-128f | 8000 | 64.7±0.5 | 67.5±0.3 | 75.2 | 75.7±0.4 |
| 128c5-64c5-128f | 8000 | 67.2±0.4 | 69.9±0.2 | 76.1 | 80.1±0.5 |
| 64c5-256c5-128f | 8000 | 69.2±0.3 | 71.7±0.3 | 77.9 | 81.6±0.5 |
| 64c5-64c5-512f | 8000 | 69.0±0.4 | 71.7±0.2 | 79.3 | 82.9±0.4 |
| 128c5-256c5-512f | 8000 | 71.2±0.3 | 73.9±0.3 | 81.5 | 84.3±0.6 |
| 128c5-256c5-512f | 16000 | 71.9±0.3 | 74.3±0.3 | 81.4 | 84.6±0.6 | | | 64c5-128c5-256c5-512f | 16000 | 72.8±0.4 | 75.3±0.3 | 82.0 | 85.5±0.4 |
| --- | --- | --- | --- | --- | --- |
| 92c5-256c5-512c5-1024f | 16000 | 73.9±0.4 | 76.0±0.2 | 83.6 | 86.9±0.6 | | 1 |
| Architecture | #classes | STL-10 | CIFAR-10(400) | CIFAR-10 | Caltech-101 |
| --- | --- | --- | --- | --- | --- |
| 32c5-32c5-64f | 8000 | 63.8±0.4 | 66.1±0.4 | 71.3 | 78.2±0.6 |
| 64c5-64c5-128f | 8000 | 67.1±0.3 | 69.7±0.3 | 75.7 | 79.8±0.5 |
| 64c7-64c5-128f | 8000 | 66.3±0.4 | 69.5±0.3 | 75.0 | 79.4±0.7 |
| 64c5-64c5-64c5-128f | 8000 | 68.5±0.3 | 70.9±0.3 | 77.0 | 82.2±0.7 |
| 64c5-64c5-64c5-64c5-128f | 8000 | 64.7±0.5 | 67.5±0.3 | 75.2 | 75.7±0.4 |
| 128c5-64c5-128f | 8000 | 67.2±0.4 | 69.9±0.2 | 76.1 | 80.1±0.5 |
| 64c5-256c5-128f | 8000 | 69.2±0.3 | 71.7±0.3 | 77.9 | 81.6±0.5 |
| 64c5-64c5-512f | 8000 | 69.0±0.4 | 71.7±0.2 | 79.3 | 82.9±0.4 |
| 128c5-256c5-512f | 8000 | 71.2±0.3 | 73.9±0.3 | 81.5 | 84.3±0.6 |
| 128c5-256c5-512f | 16000 | 71.9±0.3 | 74.3±0.3 | 81.4 | 84.6±0.6 | | | 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 | 0.3608 | | 0 |
| | UCF-101 | HMDB-51 |
| --- | --- | --- |
| IDT+FV | 85.9 | 57.2 |
| IDT+HSV | 87.9 | 61.1 | | | MoFAP | 88.3 | 61.7 |
| --- | --- | --- |
| TDD+FV | 90.3 | 63.2 |
| Two-stream | 88 | 59.4 |
| TSN | 94 | 68 |
| TSNCorrnet(ours) | 94.3 | 69 | | 1 |
| | UCF-101 | HMDB-51 |
| --- | --- | --- |
| IDT+FV | 85.9 | 57.2 |
| IDT+HSV | 87.9 | 61.1 | | | | VGG-F | CaffeNet | GoogLeNet | VGG-16 | VGG-19 | ResNet-152 | Mean |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Baseline | 12.62 | 12.9 | 10.29 | 8.62 | 8.40 | 8.99 | 10.30 |
| FFF(w/oData) | 81.59 | 80.92 | 56.44 | 47.10 | 43.62 | 29.78 | 56.58 |
| Ours(w/oData) | 92.37 | 89.04 | 75.28 | 71.59 | 69.45 | 60.72 | 76.41 |
| UAP(wData) | 93.8 | 93.1 | 78.5 | 77.8 | 80.8 | 84.0 | 84.67 | | 0 |
| | UCF-101 | HMDB-51 |
| --- | --- | --- |
| IDT+FV | 85.9 | 57.2 |
| IDT+HSV | 87.9 | 61.1 |
| MoFAP | 88.3 | 61.7 |
| TDD+FV | 90.3 | 63.2 | | | Two-stream | 88 | 59.4 |
| --- | --- | --- |
| TSN | 94 | 68 |
| TSNCorrnet(ours) | 94.3 | 69 | | 1 |
| | UCF-101 | HMDB-51 |
| --- | --- | --- |
| IDT+FV | 85.9 | 57.2 |
| IDT+HSV | 87.9 | 61.1 |
| MoFAP | 88.3 | 61.7 |
| TDD+FV | 90.3 | 63.2 | | | FFF(w/oData) | 81.59 | 80.92 | 56.44 | 47.10 | 43.62 | 29.78 | 56.58 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Ours(w/oData) | 92.37 | 89.04 | 75.28 | 71.59 | 69.45 | 60.72 | 76.41 |
| UAP(wData) | 93.8 | 93.1 | 78.5 | 77.8 | 80.8 | 84.0 | 84.67 | | 0 |
| p | TargetFER | CompressionRate | SourceEntropy |
| --- | --- | --- | --- |
| 0.058 | −3<br>10 | 0.50 | 0.3195 | | | 0.048 | 10 | 0.50 | 0.2778 |
| --- | --- | --- | --- |
| 0.134 | 10 | 0.75 | 0.5710 |
| 0.126 | 10 | 0.75 | 0.5464 | | 1 |
| p | TargetFER | CompressionRate | SourceEntropy |
| --- | --- | --- | --- |
| 0.058 | −3<br>10 | 0.50 | 0.3195 | | | p | TargetFER | CompressionRate | SourceEntropy |
| --- | --- | --- | --- |
| 0.026 | −3<br>10 | 0.50 | 0.1739 |
| 0.018 | 10 | 0.50 | 0.1301 |
| 0.068 | 10 | 0.75 | 0.3584 |
| 0.054 | 10 | 0.75 | 0.3032 | | 0 |
| p | TargetFER | CompressionRate | SourceEntropy |
| --- | --- | --- | --- |
| 0.058 | −3<br>10 | 0.50 | 0.3195 |
| 0.048 | 10 | 0.50 | 0.2778 | | | 0.134 | 10 | 0.75 | 0.5710 |
| --- | --- | --- | --- |
| 0.126 | 10 | 0.75 | 0.5464 | | 1 |
| p | TargetFER | CompressionRate | SourceEntropy |
| --- | --- | --- | --- |
| 0.058 | −3<br>10 | 0.50 | 0.3195 |
| 0.048 | 10 | 0.50 | 0.2778 | | | 0.018 | 10 | 0.50 | 0.1301 |
| --- | --- | --- | --- |
| 0.068 | 10 | 0.75 | 0.3584 |
| 0.054 | 10 | 0.75 | 0.3032 | | 0 |
| | BL | SL | SR | BH | SH | Ins |
| --- | --- | --- | --- | --- | --- | --- |
| BL | 17 | 5 | 1 | - | - | 10 |
| SL | 4 | 24 | 2 | - | 1 | 19 |
| SR | 3 | - | 29 | - | 1 | 44 | | | BH | - | 1 | - | 20 | 1 | 19 |
| --- | --- | --- | --- | --- | --- | --- |
| SH | 1 | - | - | 1 | 23 | 32 |
| Del | - | 1 | - | - | - | - |
| Total | 25 | 31 | 32 | 21 | 26 | 124 | | 1 |
| | BL | SL | SR | BH | SH | Ins |
| --- | --- | --- | --- | --- | --- | --- |
| BL | 17 | 5 | 1 | - | - | 10 |
| SL | 4 | 24 | 2 | - | 1 | 19 |
| SR | 3 | - | 29 | - | 1 | 44 | | | | BL | SL | SR | BH | SH | Ins |
| --- | --- | --- | --- | --- | --- | --- |
| BL | 15 | 4 | - | 6 | 1 | 1 |
| SL | 2 | 17 | 1 | - | 9 | 15 |
| SR | 2 | 1 | 27 | 1 | 5 | 8 |
| BH | 5 | - | - | 14 | 2 | 6 |
| SH | - | 7 | 4 | - | 9 | 12 |
| Del | 1 | 2 | - | - | - | - |
| Total | 25 | 31 | 32 | 21 | 26 | 42 | | 0 |
| | BL | SL | SR | BH | SH | Ins |
| --- | --- | --- | --- | --- | --- | --- |
| BL | 17 | 5 | 1 | - | - | 10 |
| SL | 4 | 24 | 2 | - | 1 | 19 |
| SR | 3 | - | 29 | - | 1 | 44 |
| BH | - | 1 | - | 20 | 1 | 19 | | | SH | 1 | - | - | 1 | 23 | 32 |
| --- | --- | --- | --- | --- | --- | --- |
| Del | - | 1 | - | - | - | - |
| Total | 25 | 31 | 32 | 21 | 26 | 124 | | 1 |
| | BL | SL | SR | BH | SH | Ins |
| --- | --- | --- | --- | --- | --- | --- |
| BL | 17 | 5 | 1 | - | - | 10 |
| SL | 4 | 24 | 2 | - | 1 | 19 |
| SR | 3 | - | 29 | - | 1 | 44 |
| BH | - | 1 | - | 20 | 1 | 19 | | | SL | 2 | 17 | 1 | - | 9 | 15 |
| --- | --- | --- | --- | --- | --- | --- |
| SR | 2 | 1 | 27 | 1 | 5 | 8 |
| BH | 5 | - | - | 14 | 2 | 6 |
| SH | - | 7 | 4 | - | 9 | 12 |
| Del | 1 | 2 | - | - | - | - |
| Total | 25 | 31 | 32 | 21 | 26 | 42 | | 0 |
| Architecture | Architecturedetails | Params.<br>6<br>[×10] | Av.<br>GAP |
| --- | --- | --- | --- |
| ROIFC<br>AVFusion | FCLayers:12K-12K-12K,DO:0.3<br>(seeSec.??) | 502<br>(seeSec.??) | 81.84<br>81.8 | | | GatedResnet8K<br>GatedResnet10K<br>GatedResnet10K | 3ResnetLayers:8K-8K-8K-Gated,DO0.4<br>2(2-conv)ResnetLayers:10K-10K-Gated,DO0.3<br>2(2-conv)ResnetLayers:10K-10K-Gated,DO0.4 | 238<br>238<br>238 | 82.89<br>82.8<br>82.8 |
| --- | --- | --- | --- |
| GatedFC10K<br>GatedFC10K<br>GatedFC12K<br>GatedFC12K | 3FCLayers:10K-10K-10K-Gated,DO:0.3<br>3FCLayers:10K-10K-10K-Gated,DO:0.4<br>3FCLayers:12K-12K-12K-Gated,DO:0.3<br>3FCLayers:12K-12K-12K-Gated,DO:0.4 | 358<br>358<br>502<br>502 | 82.49<br>82.77<br>82.41<br>82.72 |
| LSTM<br>GRU | 2layers,1024cells<br>2layers,1200cells | 31<br>34 | 81.88<br>82.15 |
| GatedBOW<br>Non-GatedBOW<br>GatednetVLAD<br>GatednetRVLAD<br>GatednetFV | 4096Clusters<br>8000Clusters<br>256Clusters<br>256Clusters<br>128Clusters | 39<br>17<br>308<br>307<br>308 | 81.97<br>81.88<br>82.89<br>82.95<br>82.37 | | 1 |
| Architecture | Architecturedetails | Params.<br>6<br>[×10] | Av.<br>GAP |
| --- | --- | --- | --- |
| ROIFC<br>AVFusion | FCLayers:12K-12K-12K,DO:0.3<br>(seeSec.??) | 502<br>(seeSec.??) | 81.84<br>81.8 | | | Structure | CS |
| --- | --- |
| 1LSTMlayer | 71.8 |
| 2LSTMlayers | 75.2 |
| 3LSTMlayers | 76.0 |
| 4LSTMlayers | 76.0 |
| 5LSTMlayers | 76.7 |
| 6LSTMlayers | 76.7 |
| 5LSTMlayers | 79.4 |
| ResNet-18 | 86.1 |
| ResNet-50 | 87.5 |
| ResNet-101 | 87.3 |
| ResNet-152 | 87.2 |
| ResNet-50+8layers | 88.2 | | 0 |
| Architecture | Architecturedetails | Params.<br>6<br>[×10] | Av.<br>GAP |
| --- | --- | --- | --- |
| ROIFC<br>AVFusion | FCLayers:12K-12K-12K,DO:0.3<br>(seeSec.??) | 502<br>(seeSec.??) | 81.84<br>81.8 |
| GatedResnet8K<br>GatedResnet10K<br>GatedResnet10K | 3ResnetLayers:8K-8K-8K-Gated,DO0.4<br>2(2-conv)ResnetLayers:10K-10K-Gated,DO0.3<br>2(2-conv)ResnetLayers:10K-10K-Gated,DO0.4 | 238<br>238<br>238 | 82.89<br>82.8<br>82.8 |
| GatedFC10K<br>GatedFC10K<br>GatedFC12K<br>GatedFC12K | 3FCLayers:10K-10K-10K-Gated,DO:0.3<br>3FCLayers:10K-10K-10K-Gated,DO:0.4<br>3FCLayers:12K-12K-12K-Gated,DO:0.3<br>3FCLayers:12K-12K-12K-Gated,DO:0.4 | 358<br>358<br>502<br>502 | 82.49<br>82.77<br>82.41<br>82.72 | | | LSTM<br>GRU | 2layers,1024cells<br>2layers,1200cells | 31<br>34 | 81.88<br>82.15 |
| --- | --- | --- | --- |
| GatedBOW<br>Non-GatedBOW<br>GatednetVLAD<br>GatednetRVLAD<br>GatednetFV | 4096Clusters<br>8000Clusters<br>256Clusters<br>256Clusters<br>128Clusters | 39<br>17<br>308<br>307<br>308 | 81.97<br>81.88<br>82.89<br>82.95<br>82.37 | | 1 |
| Architecture | Architecturedetails | Params.<br>6<br>[×10] | Av.<br>GAP |
| --- | --- | --- | --- |
| ROIFC<br>AVFusion | FCLayers:12K-12K-12K,DO:0.3<br>(seeSec.??) | 502<br>(seeSec.??) | 81.84<br>81.8 |
| GatedResnet8K<br>GatedResnet10K<br>GatedResnet10K | 3ResnetLayers:8K-8K-8K-Gated,DO0.4<br>2(2-conv)ResnetLayers:10K-10K-Gated,DO0.3<br>2(2-conv)ResnetLayers:10K-10K-Gated,DO0.4 | 238<br>238<br>238 | 82.89<br>82.8<br>82.8 |
| GatedFC10K<br>GatedFC10K<br>GatedFC12K<br>GatedFC12K | 3FCLayers:10K-10K-10K-Gated,DO:0.3<br>3FCLayers:10K-10K-10K-Gated,DO:0.4<br>3FCLayers:12K-12K-12K-Gated,DO:0.3<br>3FCLayers:12K-12K-12K-Gated,DO:0.4 | 358<br>358<br>502<br>502 | 82.49<br>82.77<br>82.41<br>82.72 | | | ResNet-18 | 86.1 |
| --- | --- |
| ResNet-50 | 87.5 |
| ResNet-101 | 87.3 |
| ResNet-152 | 87.2 |
| ResNet-50+8layers | 88.2 | | 0 |
| L | GraphQMF | nonzeroDCgraphBior | zeroDCgraphBior | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | SNR(dB) | Θ | SNR(dB) | Θ | SNR(dB) | Θ |
| 4 | 32.20 | 0.98 | 286.84 | 0.88 | 286.54 | 0.70 |
| 8 | 32.25 | 0.98 | 282.89 | 0.87 | 282.71 | 0.66 |
| 10 | 42.17 | 1.00 | 270.05 | 0.81 | 270.00 | 0.65 | | | 14 | 48.09 | 1.00 | 230.83 | 0.85 | 230.73 | 0.64 |
| --- | --- | --- | --- | --- | --- | --- |
| 16 | 44.78 | 0.99 | 222.08 | 0.94 | 222.05 | 0.64 |
| 18 | 45.23 | 0.99 | 190.53 | 0.92 | 190.43 | 0.63 |
| 20 | 54.61 | 1.00 | 170.78 | 0.94 | 170.68 | 0.63 | | 1 |
| L | GraphQMF | nonzeroDCgraphBior | zeroDCgraphBior | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | SNR(dB) | Θ | SNR(dB) | Θ | SNR(dB) | Θ |
| 4 | 32.20 | 0.98 | 286.84 | 0.88 | 286.54 | 0.70 |
| 8 | 32.25 | 0.98 | 282.89 | 0.87 | 282.71 | 0.66 |
| 10 | 42.17 | 1.00 | 270.05 | 0.81 | 270.00 | 0.65 | | | | N | PSNR(dB) | RelErr | Iter | Time(s) |
| --- | --- | --- | --- | --- | --- |
| Lena | 1 | 28.83 | 0.0827 | 16 | 0.5 |
| 5 | 29.40 | 0.0774 | 23 | 1.2 | |
| 20 | 29.45 | 0.0769 | 26 | 3.1 | |
| 200 | 29.45 | 0.0769 | 36 | 35.5 | |
| 1000 | 29.45 | 0.0769 | 36 | 199.1 | |
| Barbara | 1 | 27.49 | 0.0790 | 9 | 0.3 |
| 5 | 27.80 | 0.0762 | 19 | 1.0 | |
| 20 | 27.82 | 0.0761 | 20 | 2.5 | |
| 200 | 27.82 | 0.0761 | 20 | 20.4 | |
| 1000 | 27.82 | 0.0761 | 20 | 119.2 | | | 0 |
| L | GraphQMF | nonzeroDCgraphBior | zeroDCgraphBior | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | SNR(dB) | Θ | SNR(dB) | Θ | SNR(dB) | Θ | | | 4 | 32.20 | 0.98 | 286.84 | 0.88 | 286.54 | 0.70 |
| --- | --- | --- | --- | --- | --- | --- |
| 8 | 32.25 | 0.98 | 282.89 | 0.87 | 282.71 | 0.66 |
| 10 | 42.17 | 1.00 | 270.05 | 0.81 | 270.00 | 0.65 |
| 14 | 48.09 | 1.00 | 230.83 | 0.85 | 230.73 | 0.64 |
| 16 | 44.78 | 0.99 | 222.08 | 0.94 | 222.05 | 0.64 |
| 18 | 45.23 | 0.99 | 190.53 | 0.92 | 190.43 | 0.63 |
| 20 | 54.61 | 1.00 | 170.78 | 0.94 | 170.68 | 0.63 | | 1 |
| L | GraphQMF | nonzeroDCgraphBior | zeroDCgraphBior | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | SNR(dB) | Θ | SNR(dB) | Θ | SNR(dB) | Θ | | | 20 | 29.45 | 0.0769 | 26 | 3.1 | |
| --- | --- | --- | --- | --- | --- |
| 200 | 29.45 | 0.0769 | 36 | 35.5 | |
| 1000 | 29.45 | 0.0769 | 36 | 199.1 | |
| Barbara | 1 | 27.49 | 0.0790 | 9 | 0.3 |
| 5 | 27.80 | 0.0762 | 19 | 1.0 | |
| 20 | 27.82 | 0.0761 | 20 | 2.5 | |
| 200 | 27.82 | 0.0761 | 20 | 20.4 | |
| 1000 | 27.82 | 0.0761 | 20 | 119.2 | | | 0 |
| Strategy | RMSE±STD | Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.1320±0.0161 | 0.3034 | 211 | - | | | GKKM | 0.1325±0.0150 | 1.8930 | 15 | 0.7694 |
| --- | --- | --- | --- | --- |
| M=5,µ=0.2500,σ=0.10840 | | | | |
| CCBS<br>GCBS | 0.1358±0.0154<br>0.1585±0.0229 | 0.0550<br>0.0227 | 7<br>5 | 0.2441<br>0.2212 |
| M=10,µ=0.1111,σ=0.05890 | | | | |
| CCBS<br>GCBS | 0.1224±0.0125<br>0.1323±0.0158 | 0.0740<br>0.0172 | 14<br>12 | 0.1110<br>0.1076 |
| M=20,µ=0.0526,σ=0.03410 | | | | |
| CCBS<br>GCBS | 0.1132±0.0118<br>0.1179±0.0131 | 0.0731<br>0.0204 | 22<br>20 | 0.0506<br>0.0491 |
| M=30,µ=0.0345,σ=0.02420 | | | | |
| CCBS<br>GCBS | 0.1123±0.0131<br>0.1166±0.0143 | 0.1679<br>0.0248 | 29<br>28 | 0.0339<br>0.0323 | | 1 |
| Strategy | RMSE±STD | Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.1320±0.0161 | 0.3034 | 211 | - | | | Strategy | RMSE±STD | Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.0442±0.0011 | 0.2499 | 211 | - |
| GKKM | 0.1883±0.0317 | 1.8460 | 14 | 0.7969 |
| M=5,µ=0.2500,σ=0.10340 | | | | |
| CCBS<br>GCBS | 0.2045±0.0375<br>0.2441±0.0500 | 0.1001<br>0.0374 | 7<br>5 | 0.2490<br>0.2097 |
| M=10,µ=0.1111,σ=0.05240 | | | | |
| CCBS<br>GCBS | 0.1430±0.0192<br>0.1505±0.0209 | 0.0702<br>0.0191 | 14<br>13 | 0.1079<br>0.1078 |
| M=20,µ=0.0526,σ=0.02730 | | | | |
| CCBS<br>GCBS | 0.0907±0.0069<br>0.0941±0.0081 | 0.2874<br>0.0245 | 24<br>21 | 0.0517<br>0.0492 |
| M=30,µ=0.0345,σ=0.01820 | | | | |
| CCBS<br>GCBS | 0.0705±0.0035<br>0.0674±0.0034 | 0.6403<br>0.0162 | 34<br>32 | 0.0339<br>0.0331 | | 0 |
| Strategy | RMSE±STD | Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.1320±0.0161 | 0.3034 | 211 | - |
| GKKM | 0.1325±0.0150 | 1.8930 | 15 | 0.7694 |
| M=5,µ=0.2500,σ=0.10840 | | | | |
| CCBS<br>GCBS | 0.1358±0.0154<br>0.1585±0.0229 | 0.0550<br>0.0227 | 7<br>5 | 0.2441<br>0.2212 |
| M=10,µ=0.1111,σ=0.05890 | | | | |
| CCBS<br>GCBS | 0.1224±0.0125<br>0.1323±0.0158 | 0.0740<br>0.0172 | 14<br>12 | 0.1110<br>0.1076 |
| M=20,µ=0.0526,σ=0.03410 | | | | | | | CCBS<br>GCBS | 0.1132±0.0118<br>0.1179±0.0131 | 0.0731<br>0.0204 | 22<br>20 | 0.0506<br>0.0491 |
| --- | --- | --- | --- | --- |
| M=30,µ=0.0345,σ=0.02420 | | | | |
| CCBS<br>GCBS | 0.1123±0.0131<br>0.1166±0.0143 | 0.1679<br>0.0248 | 29<br>28 | 0.0339<br>0.0323 | | 1 |
| Strategy | RMSE±STD | Time | Nb | µ |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.1320±0.0161 | 0.3034 | 211 | - |
| GKKM | 0.1325±0.0150 | 1.8930 | 15 | 0.7694 |
| M=5,µ=0.2500,σ=0.10840 | | | | |
| CCBS<br>GCBS | 0.1358±0.0154<br>0.1585±0.0229 | 0.0550<br>0.0227 | 7<br>5 | 0.2441<br>0.2212 |
| M=10,µ=0.1111,σ=0.05890 | | | | |
| CCBS<br>GCBS | 0.1224±0.0125<br>0.1323±0.0158 | 0.0740<br>0.0172 | 14<br>12 | 0.1110<br>0.1076 |
| M=20,µ=0.0526,σ=0.03410 | | | | | | | CCBS<br>GCBS | 0.2045±0.0375<br>0.2441±0.0500 | 0.1001<br>0.0374 | 7<br>5 | 0.2490<br>0.2097 |
| --- | --- | --- | --- | --- |
| M=10,µ=0.1111,σ=0.05240 | | | | |
| CCBS<br>GCBS | 0.1430±0.0192<br>0.1505±0.0209 | 0.0702<br>0.0191 | 14<br>13 | 0.1079<br>0.1078 |
| M=20,µ=0.0526,σ=0.02730 | | | | |
| CCBS<br>GCBS | 0.0907±0.0069<br>0.0941±0.0081 | 0.2874<br>0.0245 | 24<br>21 | 0.0517<br>0.0492 |
| M=30,µ=0.0345,σ=0.01820 | | | | |
| CCBS<br>GCBS | 0.0705±0.0035<br>0.0674±0.0034 | 0.6403<br>0.0162 | 34<br>32 | 0.0339<br>0.0331 | | 0 |
| ph | Iofptl |
| --- | --- |
| 0.55 | 0.30to0.40 |
| 0.60 | 0.20to0.30 |
| 0.65 | 0.15to0.24 |
| 0.70 | 0.09to0.17 | | | 0.75 | 0.05to0.12 |
| --- | --- |
| 0.80 | 0.03to0.09 |
| 0.85 | 0.01to0.07 |
| 0.90 | 0.003to0.04 |
| 0.95 | 0.001to0.03 | | 1 |
| ph | Iofptl |
| --- | --- |
| 0.55 | 0.30to0.40 |
| 0.60 | 0.20to0.30 |
| 0.65 | 0.15to0.24 |
| 0.70 | 0.09to0.17 | | | | M1 | M2 | M3 | M4 | CE | M5 |
| --- | --- | --- | --- | --- | --- | --- |
| O1 | 0.763 | 0.775 | 0.694 | 0.602 | 0.701 | 0.534 |
| O2 | 1.05 | 1.02 | 0.894 | 0.838 | 0.908 | 0.752 |
| O3 | 0.781 | 0.693 | 0.674 | 0.571 | 0.561 | 0.549 |
| O4 | 0.310 | 0.307 | 0.265 | 0.238 | 0.236 | 0.212 |
| O5 | 0.344 | 0.321 | 0.297 | 0.256 | 0.251 | 0.231 |
| O6 | 0.732 | 0.714 | 0.593 | 0.576 | 0.585 | 0.541 | | 0 |
| ph | Iofptl |
| --- | --- |
| 0.55 | 0.30to0.40 |
| 0.60 | 0.20to0.30 | | | 0.65 | 0.15to0.24 |
| --- | --- |
| 0.70 | 0.09to0.17 |
| 0.75 | 0.05to0.12 |
| 0.80 | 0.03to0.09 |
| 0.85 | 0.01to0.07 |
| 0.90 | 0.003to0.04 |
| 0.95 | 0.001to0.03 | | 1 |
| ph | Iofptl |
| --- | --- |
| 0.55 | 0.30to0.40 |
| 0.60 | 0.20to0.30 | | | O5 | 0.344 | 0.321 | 0.297 | 0.256 | 0.251 | 0.231 |
| --- | --- | --- | --- | --- | --- | --- |
| O6 | 0.732 | 0.714 | 0.593 | 0.576 | 0.585 | 0.541 | | 0 |
| WN18 |
| --- |
| MRH10Time | | | 19994.04m34s |
| --- |
| 22894.24m25s |
| 20794.12m32s | | 1 |
| WN18 |
| --- |
| MRH10Time | | | IDNetworkstructureAveragePERmin-maxPERparamsops |
| --- |
| 1DNN2000+2x100022.0221.86-22.116.9M6.9M |
| 2DNN2000+4x100021.8721.68-21.988.9M8.9M |
| 3CNNLWS+2x100020.1719.92-20.415.4M10.7M |
| 4CNNFWS+2x100020.3120.16-20.588.5M13.6M |
| 5CNNFWS+FWS+2x100020.2320.11-20.294.5M11.7M |
| 6CNNFWS+LWS+2x100020.3619.91-20.614.1M7.5M | | 0 |
| WN18 |
| --- |
| MRH10Time |
| 19994.04m34s | | | 22894.24m25s |
| --- |
| 20794.12m32s | | 1 |
| WN18 |
| --- |
| MRH10Time |
| 19994.04m34s | | | 5CNNFWS+FWS+2x100020.2320.11-20.294.5M11.7M |
| --- |
| 6CNNFWS+LWS+2x100020.3619.91-20.614.1M7.5M | | 0 |
| Lexicon | MEN-3k | RG-65 | WS-353 | TOEFL | SYN-REL | SA |
| --- | --- | --- | --- | --- | --- | --- |
| Glove | 73.7 | 76.7 | 60.5 | 89.7 | 67.0 | 79.6 |
| +PPDB<br>+WNsyn<br>+WNall<br>+FN | 1.4<br>0.0<br>2.2<br>–3.6 | 2.9<br>2.7<br>7.5<br>–1.0 | –1.2<br>0.5<br>0.7<br>–5.3 | 5.1<br>5.1<br>2.6<br>2.6 | –0.4<br>–12.4<br>–8.4<br>–7.0 | 1.6<br>0.7<br>0.5<br>0.0 |
| SG | 67.8 | 72.8 | 65.6 | 85.3 | 73.9 | 81.2 |
| +PPDB<br>+WNsyn<br>+WNall<br>+FN | 5.4<br>0.7<br>2.5<br>–3.2 | 3.5<br>3.9<br>5.0<br>2.6 | 4.4<br>0.0<br>1.9<br>–4.9 | 10.7<br>9.3<br>9.3<br>1.3 | –2.3<br>–13.6<br>–10.7<br>–7.3 | 0.9<br>0.7<br>–0.3<br>0.5 |
| GC | 31.3 | 62.8 | 62.3 | 60.8 | 10.9 | 67.8 | | | +PPDB<br>+WNsyn<br>+WNall<br>+FN | 7.0<br>3.6<br>6.7<br>1.8 | 6.1<br>6.4<br>10.2<br>4.0 | 2.0<br>0.6<br>2.3<br>0.0 | 13.1<br>7.3<br>4.4<br>4.4 | 5.3<br>–1.7<br>–0.6<br>–0.6 | 1.1<br>0.0<br>0.2<br>0.2 |
| --- | --- | --- | --- | --- | --- | --- |
| Multi | 75.8 | 75.5 | 68.1 | 84.0 | 45.5 | 81.0 |
| +PPDB<br>+WNsyn<br>+WNall<br>+FN | 3.8<br>1.2<br>2.9<br>1.8 | 4.0<br>0.2<br>8.5<br>4.0 | 6.0<br>2.2<br>4.3<br>0.0 | 12.0<br>6.6<br>6.6<br>4.4 | 4.3<br>–12.3<br>–10.6<br>–0.6 | 0.6<br>1.4<br>1.4<br>0.2 | | 1 |
| Lexicon | MEN-3k | RG-65 | WS-353 | TOEFL | SYN-REL | SA |
| --- | --- | --- | --- | --- | --- | --- |
| Glove | 73.7 | 76.7 | 60.5 | 89.7 | 67.0 | 79.6 |
| +PPDB<br>+WNsyn<br>+WNall<br>+FN | 1.4<br>0.0<br>2.2<br>–3.6 | 2.9<br>2.7<br>7.5<br>–1.0 | –1.2<br>0.5<br>0.7<br>–5.3 | 5.1<br>5.1<br>2.6<br>2.6 | –0.4<br>–12.4<br>–8.4<br>–7.0 | 1.6<br>0.7<br>0.5<br>0.0 |
| SG | 67.8 | 72.8 | 65.6 | 85.3 | 73.9 | 81.2 |
| +PPDB<br>+WNsyn<br>+WNall<br>+FN | 5.4<br>0.7<br>2.5<br>–3.2 | 3.5<br>3.9<br>5.0<br>2.6 | 4.4<br>0.0<br>1.9<br>–4.9 | 10.7<br>9.3<br>9.3<br>1.3 | –2.3<br>–13.6<br>–10.7<br>–7.3 | 0.9<br>0.7<br>–0.3<br>0.5 |
| GC | 31.3 | 62.8 | 62.3 | 60.8 | 10.9 | 67.8 | | | DS | M | de | fr | ru | it | nl | pt | sv | es | ar | fa | M.AVG |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MC | ESA<br>LSA<br>W2V<br>GloVe | -0.18<br>-0.13<br>-0.02<br>-0.31 | -0.03<br>0.31<br>0.43<br>0.22 | -0.36<br>0.04<br>0.07<br>-0.11 | 0.03<br>0.16<br>0.05<br>0.25 | -0.16<br>0.20<br>0.21<br>0.14 | -0.44<br>0.70<br>1.04<br>-0.10 | 0.31<br>0.27<br>1.00<br>0.51 | -0.32<br>0.17<br>0.13<br>0.26 | -0.16<br>0.50<br>0.88<br>0.85 | 0.03<br>0.68<br>0.09<br>0.75 | -0.13<br>0.29<br>0.39<br>0.25 |
| RG | ESA<br>LSA<br>W2V<br>GloVe | -0.09<br>-0.03<br>-0.11<br>-0.11 | 0.19<br>1.04<br>0.39<br>0.55 | -0.18<br>0.14<br>0.08<br>0.01 | 0.21<br>0.52<br>0.14<br>0.31 | 0.08<br>0.30<br>0.18<br>0.43 | 0.11<br>1.15<br>0.76<br>0.28 | 0.12<br>0.26<br>0.23<br>0.35 | -0.19<br>0.77<br>0.14<br>0.17 | 0.06<br>0.57<br>0.59<br>1.04 | 0.25<br>0.52<br>0.44<br>0.36 | 0.06<br>0.52<br>0.28<br>0.34 |
| WS353 | ESA<br>LSA<br>W2V<br>GloVe | 0.08<br>0.12<br>0.14<br>0.10 | 0.40<br>0.43<br>0.19<br>0.41 | -0.07<br>0.19<br>0.09<br>0.00 | 0.18<br>0.45<br>0.14<br>0.41 | -0.18<br>0.09<br>0.08<br>0.00 | -0.02<br>-0.01<br>-0.04<br>-0.14 | -0.07<br>0.27<br>0.33<br>0.28 | -0.07<br>0.21<br>0.04<br>0.30 | 0.60<br>0.34<br>0.12<br>0.28 | -0.13<br>0.01<br>0.00<br>0.04 | 0.07<br>0.21<br>0.11<br>0.17 |
| | AVG | 0.06 | 0.52 | 0.13 | 0.36 | 0.23 | 0.29 | 0.70 | 0.22 | 0.59 | 0.82 | | | 0 |
| Lexicon | MEN-3k | RG-65 | WS-353 | TOEFL | SYN-REL | SA |
| --- | --- | --- | --- | --- | --- | --- |
| Glove | 73.7 | 76.7 | 60.5 | 89.7 | 67.0 | 79.6 |
| +PPDB<br>+WNsyn<br>+WNall<br>+FN | 1.4<br>0.0<br>2.2<br>–3.6 | 2.9<br>2.7<br>7.5<br>–1.0 | –1.2<br>0.5<br>0.7<br>–5.3 | 5.1<br>5.1<br>2.6<br>2.6 | –0.4<br>–12.4<br>–8.4<br>–7.0 | 1.6<br>0.7<br>0.5<br>0.0 |
| SG | 67.8 | 72.8 | 65.6 | 85.3 | 73.9 | 81.2 |
| +PPDB<br>+WNsyn<br>+WNall<br>+FN | 5.4<br>0.7<br>2.5<br>–3.2 | 3.5<br>3.9<br>5.0<br>2.6 | 4.4<br>0.0<br>1.9<br>–4.9 | 10.7<br>9.3<br>9.3<br>1.3 | –2.3<br>–13.6<br>–10.7<br>–7.3 | 0.9<br>0.7<br>–0.3<br>0.5 |
| GC | 31.3 | 62.8 | 62.3 | 60.8 | 10.9 | 67.8 | | | +PPDB<br>+WNsyn<br>+WNall<br>+FN | 7.0<br>3.6<br>6.7<br>1.8 | 6.1<br>6.4<br>10.2<br>4.0 | 2.0<br>0.6<br>2.3<br>0.0 | 13.1<br>7.3<br>4.4<br>4.4 | 5.3<br>–1.7<br>–0.6<br>–0.6 | 1.1<br>0.0<br>0.2<br>0.2 |
| --- | --- | --- | --- | --- | --- | --- |
| Multi | 75.8 | 75.5 | 68.1 | 84.0 | 45.5 | 81.0 |
| +PPDB<br>+WNsyn<br>+WNall<br>+FN | 3.8<br>1.2<br>2.9<br>1.8 | 4.0<br>0.2<br>8.5<br>4.0 | 6.0<br>2.2<br>4.3<br>0.0 | 12.0<br>6.6<br>6.6<br>4.4 | 4.3<br>–12.3<br>–10.6<br>–0.6 | 0.6<br>1.4<br>1.4<br>0.2 | | 1 |
| Lexicon | MEN-3k | RG-65 | WS-353 | TOEFL | SYN-REL | SA |
| --- | --- | --- | --- | --- | --- | --- |
| Glove | 73.7 | 76.7 | 60.5 | 89.7 | 67.0 | 79.6 |
| +PPDB<br>+WNsyn<br>+WNall<br>+FN | 1.4<br>0.0<br>2.2<br>–3.6 | 2.9<br>2.7<br>7.5<br>–1.0 | –1.2<br>0.5<br>0.7<br>–5.3 | 5.1<br>5.1<br>2.6<br>2.6 | –0.4<br>–12.4<br>–8.4<br>–7.0 | 1.6<br>0.7<br>0.5<br>0.0 |
| SG | 67.8 | 72.8 | 65.6 | 85.3 | 73.9 | 81.2 |
| +PPDB<br>+WNsyn<br>+WNall<br>+FN | 5.4<br>0.7<br>2.5<br>–3.2 | 3.5<br>3.9<br>5.0<br>2.6 | 4.4<br>0.0<br>1.9<br>–4.9 | 10.7<br>9.3<br>9.3<br>1.3 | –2.3<br>–13.6<br>–10.7<br>–7.3 | 0.9<br>0.7<br>–0.3<br>0.5 |
| GC | 31.3 | 62.8 | 62.3 | 60.8 | 10.9 | 67.8 | | | WS353 | ESA<br>LSA<br>W2V<br>GloVe | 0.08<br>0.12<br>0.14<br>0.10 | 0.40<br>0.43<br>0.19<br>0.41 | -0.07<br>0.19<br>0.09<br>0.00 | 0.18<br>0.45<br>0.14<br>0.41 | -0.18<br>0.09<br>0.08<br>0.00 | -0.02<br>-0.01<br>-0.04<br>-0.14 | -0.07<br>0.27<br>0.33<br>0.28 | -0.07<br>0.21<br>0.04<br>0.30 | 0.60<br>0.34<br>0.12<br>0.28 | -0.13<br>0.01<br>0.00<br>0.04 | 0.07<br>0.21<br>0.11<br>0.17 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | AVG | 0.06 | 0.52 | 0.13 | 0.36 | 0.23 | 0.29 | 0.70 | 0.22 | 0.59 | 0.82 | | | 0 |
| HWNetEnhancements | mAP |
| --- | --- |
| HWNet | 0.6336 |
| HWNet+ResNet(R) | 0.7198 |
| HWNet+R+Multi-Scale-ROI(M) | 0.8457 | | | HWNet+R+M+Elastic-Distortion(E) | 0.8574 |
| --- | --- |
| HWNet+R+M+E+IIIT-HWS(S) | 0.8973 |
| HWNet+R+M+E+S+Test-Aug.(HWNetv2) | 0.9065 | | 1 |
| HWNetEnhancements | mAP |
| --- | --- |
| HWNet | 0.6336 |
| HWNet+ResNet(R) | 0.7198 |
| HWNet+R+Multi-Scale-ROI(M) | 0.8457 | | | h | Compression | Distortion |
| --- | --- | --- |
| 1 | 49 | 0.135196 |
| 2 | 24.5 | 0.124725 |
| 3 | 16.33333333 | 0.0947032 |
| 5 | 9.8 | 0.0354035 |
| 7 | 7 | 0.031808 |
| 20 | 2.45 | 0.0149272 | | 0 |
| HWNetEnhancements | mAP |
| --- | --- |
| HWNet | 0.6336 |
| HWNet+ResNet(R) | 0.7198 |
| HWNet+R+Multi-Scale-ROI(M) | 0.8457 |
| HWNet+R+M+Elastic-Distortion(E) | 0.8574 | | | HWNet+R+M+E+IIIT-HWS(S) | 0.8973 |
| --- | --- |
| HWNet+R+M+E+S+Test-Aug.(HWNetv2) | 0.9065 | | 1 |
| HWNetEnhancements | mAP |
| --- | --- |
| HWNet | 0.6336 |
| HWNet+ResNet(R) | 0.7198 |
| HWNet+R+Multi-Scale-ROI(M) | 0.8457 |
| HWNet+R+M+Elastic-Distortion(E) | 0.8574 | | | 7 | 7 | 0.031808 |
| --- | --- | --- |
| 20 | 2.45 | 0.0149272 | | 0 |
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