premise string | hypothesis string | label int64 |
|---|---|---|
| ID | LandCoverClass | N.ofPixels |
| --- | --- | --- |
| (1) | Urbanareas | 10000 |
| (2) | Otherbuilt-upsurfaces | 1500 | | | (3) | Forests | 10000 |
| --- | --- | --- |
| (4) | SparseVegetation | 5095 |
| (5) | Rocksandbaresoil | 3729 |
| (6) | Grassland | 1744 |
| (7) | Sugarcanecrops | 2832 |
| (8) | Othercrops | 1500 |
| (9) | Water | 1500 | | 1 |
| ID | LandCoverClass | N.ofPixels |
| --- | --- | --- |
| (1) | Urbanareas | 10000 |
| (2) | Otherbuilt-upsurfaces | 1500 | | | Dataset | \|Triples\| | \|Predicates\| | MK-tree | IK-tree | RDF-3X |
| --- | --- | --- | --- | --- | --- |
| Jamendo | 1,049,639 | 28 | 0.74 | 0.74 | 37.73 |
| Dblp | 46,597,620 | 27 | 82.48 | 84.04 | 1,643.31 |
| Geonames | 112,235,492 | 26 | 152.20 | 156.01 | 3,584.80 |
| DBpedia | 232,542,405 | 39,672 | 931.44 | 788.19 | 9,757.58 | | 0 |
| ID | LandCoverClass | N.ofPixels |
| --- | --- | --- |
| (1) | Urbanareas | 10000 |
| (2) | Otherbuilt-upsurfaces | 1500 | | | (3) | Forests | 10000 |
| --- | --- | --- |
| (4) | SparseVegetation | 5095 |
| (5) | Rocksandbaresoil | 3729 |
| (6) | Grassland | 1744 |
| (7) | Sugarcanecrops | 2832 |
| (8) | Othercrops | 1500 |
| (9) | Water | 1500 | | 1 |
| ID | LandCoverClass | N.ofPixels |
| --- | --- | --- |
| (1) | Urbanareas | 10000 |
| (2) | Otherbuilt-upsurfaces | 1500 | | | Dblp | 46,597,620 | 27 | 82.48 | 84.04 | 1,643.31 |
| --- | --- | --- | --- | --- | --- |
| Geonames | 112,235,492 | 26 | 152.20 | 156.01 | 3,584.80 |
| DBpedia | 232,542,405 | 39,672 | 931.44 | 788.19 | 9,757.58 | | 0 |
| CS |
| --- |
| 38.6 | | | 50.1 |
| --- |
| 60.2 |
| 59.1 |
| 62.9 |
| 69.2 |
| 73.4 |
| 74.4 |
| 74.6 |
| 79.6 |
| 80.0 |
| 77.0 |
| 79.8 |
| 87.9 |
| 88.4 |
| 89.1 | | 1 |
| CS |
| --- |
| 38.6 | | | 0.646 | 0.625 | 0.812 |
| --- | --- | --- |
| - | 0.378 | - |
| - | - | 0.847 |
| - | - | - |
| 0.555 | 0.448 | 0.626 |
| - | 0.374 | - |
| - | - | - |
| 0.494 | - | 0.631 | | 0 |
| CS |
| --- |
| 38.6 | | | 50.1 |
| --- |
| 60.2 |
| 59.1 |
| 62.9 |
| 69.2 |
| 73.4 |
| 74.4 |
| 74.6 |
| 79.6 |
| 80.0 |
| 77.0 |
| 79.8 |
| 87.9 |
| 88.4 |
| 89.1 | | 1 |
| CS |
| --- |
| 38.6 | | | - | - | - |
| --- | --- | --- |
| 0.494 | - | 0.631 | | 0 |
| Word1 | Word2 | Sci.med | Pretrained | WordNet |
| --- | --- | --- | --- | --- |
| school | children | 0.034 | 0.462 | 0.463 |
| university | students | 0.275 | 0.425 | 0.435 |
| company | industry | 0.0434 | 0.524 | 0.520 | | | boy | girl | 0.089 | 0.804 | 0.863 |
| --- | --- | --- | --- | --- |
| mother | father | 0.613 | 0.829 | 0.849 |
| national | international | 0.687 | 0.650 | 0.687 |
| library | books | 0.435 | 0.566 | 0.560 | | 1 |
| Word1 | Word2 | Sci.med | Pretrained | WordNet |
| --- | --- | --- | --- | --- |
| school | children | 0.034 | 0.462 | 0.463 |
| university | students | 0.275 | 0.425 | 0.435 |
| company | industry | 0.0434 | 0.524 | 0.520 | | | Classes | NumberofImages | PercentofDataset |
| --- | --- | --- |
| Chores | 725 | 1.79 |
| Driving | 1031 | 2.54 |
| Cooking | 759 | 1.87 |
| Exercising | 502 | 1.24 |
| Reading | 1414 | 3.48 |
| Presentation | 848 | 2.09 |
| Dogs | 1149 | 2.83 |
| Resting | 106 | 0.26 |
| Eating | 4699 | 11.58 |
| Working | 13895 | 34.24 |
| Chatting | 113 | 0.28 |
| TV | 1584 | 3.90 |
| Meeting | 1312 | 3.23 |
| Cleaning | 642 | 1.59 |
| Socializing | 970 | 2.39 |
| Shopping | 606 | 1.49 |
| Biking | 696 | 1.71 |
| Family | 8267 | 20.37 |
| Hygiene | 1266 | 3.12 | | 0 |
| Word1 | Word2 | Sci.med | Pretrained | WordNet |
| --- | --- | --- | --- | --- |
| school | children | 0.034 | 0.462 | 0.463 |
| university | students | 0.275 | 0.425 | 0.435 |
| company | industry | 0.0434 | 0.524 | 0.520 |
| boy | girl | 0.089 | 0.804 | 0.863 | | | mother | father | 0.613 | 0.829 | 0.849 |
| --- | --- | --- | --- | --- |
| national | international | 0.687 | 0.650 | 0.687 |
| library | books | 0.435 | 0.566 | 0.560 | | 1 |
| Word1 | Word2 | Sci.med | Pretrained | WordNet |
| --- | --- | --- | --- | --- |
| school | children | 0.034 | 0.462 | 0.463 |
| university | students | 0.275 | 0.425 | 0.435 |
| company | industry | 0.0434 | 0.524 | 0.520 |
| boy | girl | 0.089 | 0.804 | 0.863 | | | Cleaning | 642 | 1.59 |
| --- | --- | --- |
| Socializing | 970 | 2.39 |
| Shopping | 606 | 1.49 |
| Biking | 696 | 1.71 |
| Family | 8267 | 20.37 |
| Hygiene | 1266 | 3.12 | | 0 |
| Timings |
| --- |
| 412.579 |
| 159.950 |
| 62.638 |
| 4.572 | | | 3.175 |
| --- |
| 1.113 | | 1 |
| Timings |
| --- |
| 412.579 |
| 159.950 |
| 62.638 |
| 4.572 | | | K | Time(seconds) |
| --- | --- |
| 100 | 7.898881 |
| 200 | 12.972909 |
| 300 | 17.126809 |
| 400 | 20.611251 |
| 500 | 23.639403 |
| 600 | 45.750178 |
| 700 | 33.864268 |
| 800 | 55.053441 |
| 900 | 74.374957 |
| 1000 | 52.925832 | | 0 |
| Timings |
| --- |
| 412.579 |
| 159.950 |
| 62.638 |
| 4.572 | | | 3.175 |
| --- |
| 1.113 | | 1 |
| Timings |
| --- |
| 412.579 |
| 159.950 |
| 62.638 |
| 4.572 | | | 700 | 33.864268 |
| --- | --- |
| 800 | 55.053441 |
| 900 | 74.374957 |
| 1000 | 52.925832 | | 0 |
| WSJ10test | | | | |
| --- | --- | --- | --- | --- |
| Precision | Recall | F1 | Precision | Recall |
| 63.4<br>54.7<br>49.1<br>36.2<br>57.1 | 71.9<br>48.3<br>63.4<br>40.6<br>54.4 | 67.4<br>51.3<br>55.3<br>38.2<br>55.7 | 60.1<br>47.8<br>-<br>25.3<br>- | 61.7<br>40.5<br>-<br>29.0<br>- | | | 64.5 | 82.6 | 72.4 | 53.0 | 70.5 |
| --- | --- | --- | --- | --- |
| 55.1 | 70.5 | 61.8 | 41.5 | 55.3 | | 1 |
| WSJ10test | | | | |
| --- | --- | --- | --- | --- |
| Precision | Recall | F1 | Precision | Recall |
| 63.4<br>54.7<br>49.1<br>36.2<br>57.1 | 71.9<br>48.3<br>63.4<br>40.6<br>54.4 | 67.4<br>51.3<br>55.3<br>38.2<br>55.7 | 60.1<br>47.8<br>-<br>25.3<br>- | 61.7<br>40.5<br>-<br>29.0<br>- | | | WSJ10 | | | | |
| --- | --- | --- | --- | --- |
| Precision | Recall | F1 | Precision | Recall |
| 75.3<br>74.6 | 76.1<br>66.7 | 75.7<br>70.5 | 58.7<br>60.0 | 55.9<br>49.4 |
| 65.5 | 83.6 | 73.4 | 47.0 | 63.6 |
| 55.2 | 70.0 | 61.7 | 35.4 | 47.4 | | 0 |
| WSJ10test | | | | |
| --- | --- | --- | --- | --- |
| Precision | Recall | F1 | Precision | Recall |
| 63.4<br>54.7<br>49.1<br>36.2<br>57.1 | 71.9<br>48.3<br>63.4<br>40.6<br>54.4 | 67.4<br>51.3<br>55.3<br>38.2<br>55.7 | 60.1<br>47.8<br>-<br>25.3<br>- | 61.7<br>40.5<br>-<br>29.0<br>- | | | 64.5 | 82.6 | 72.4 | 53.0 | 70.5 |
| --- | --- | --- | --- | --- |
| 55.1 | 70.5 | 61.8 | 41.5 | 55.3 | | 1 |
| WSJ10test | | | | |
| --- | --- | --- | --- | --- |
| Precision | Recall | F1 | Precision | Recall |
| 63.4<br>54.7<br>49.1<br>36.2<br>57.1 | 71.9<br>48.3<br>63.4<br>40.6<br>54.4 | 67.4<br>51.3<br>55.3<br>38.2<br>55.7 | 60.1<br>47.8<br>-<br>25.3<br>- | 61.7<br>40.5<br>-<br>29.0<br>- | | | 65.5 | 83.6 | 73.4 | 47.0 | 63.6 |
| --- | --- | --- | --- | --- |
| 55.2 | 70.0 | 61.7 | 35.4 | 47.4 | | 0 |
| Signal | linear | 2-thorder | 3-thorder |
| --- | --- | --- | --- |
| CHIRP | 2.32E−05 | 2.25E−05 | 2.10E−05 | | | 20Hz | 7.16E−05 | 6.96E−05 | 6.62E−05 |
| --- | --- | --- | --- |
| 50Hz | 5.33E−04 | 0.000535 | 0.00053928 |
| 70Hz | 0.0001184 | 0.0001142 | 0.0001132 |
| MULTISINE6 | 0.0003404 | 0.000340 | 0.0003391 |
| MULTISINE3 | 0.0023386 | 0.0022054 | 0.0020482 | | 1 |
| Signal | linear | 2-thorder | 3-thorder |
| --- | --- | --- | --- |
| CHIRP | 2.32E−05 | 2.25E−05 | 2.10E−05 | | | Signal | OutputRange |
| --- | --- |
| CHIRP | [-0.21,0.27] |
| 20Hz | [-0.05,0.05] |
| 50Hz | [-0.17,0.17] |
| 70Hz | [-0.19,0.19] |
| MULTISINE6 | [-0.34,0.62] |
| MULTISINE3 | [-0.45,0.58] | | 0 |
| Signal | linear | 2-thorder | 3-thorder |
| --- | --- | --- | --- |
| CHIRP | 2.32E−05 | 2.25E−05 | 2.10E−05 |
| 20Hz | 7.16E−05 | 6.96E−05 | 6.62E−05 |
| 50Hz | 5.33E−04 | 0.000535 | 0.00053928 |
| 70Hz | 0.0001184 | 0.0001142 | 0.0001132 | | | MULTISINE6 | 0.0003404 | 0.000340 | 0.0003391 |
| --- | --- | --- | --- |
| MULTISINE3 | 0.0023386 | 0.0022054 | 0.0020482 | | 1 |
| Signal | linear | 2-thorder | 3-thorder |
| --- | --- | --- | --- |
| CHIRP | 2.32E−05 | 2.25E−05 | 2.10E−05 |
| 20Hz | 7.16E−05 | 6.96E−05 | 6.62E−05 |
| 50Hz | 5.33E−04 | 0.000535 | 0.00053928 |
| 70Hz | 0.0001184 | 0.0001142 | 0.0001132 | | | 20Hz | [-0.05,0.05] |
| --- | --- |
| 50Hz | [-0.17,0.17] |
| 70Hz | [-0.19,0.19] |
| MULTISINE6 | [-0.34,0.62] |
| MULTISINE3 | [-0.45,0.58] | | 0 |
| Features |
| --- |
| Static<br>Dynamic | | | Static<br>Dynamic |
| --- |
| Static<br>Dynamic |
| Static<br>Dynamic | | 1 |
| Features |
| --- |
| Static<br>Dynamic | | | Feature | WER |
| --- | --- |
| MelFB | 21.9 |
| VTLN-warpedmelFB | 21.3 |
| VTLN-warpedmelFB+fMLLR | 21.2 |
| VTLN-warpedmelFB+d+dd | 20.7 |
| VTLN-warpedmelFB+d+dd+energy | 21.0 | | 0 |
| Features |
| --- |
| Static<br>Dynamic |
| Static<br>Dynamic | | | Static<br>Dynamic |
| --- |
| Static<br>Dynamic | | 1 |
| Features |
| --- |
| Static<br>Dynamic |
| Static<br>Dynamic | | | VTLN-warpedmelFB+d+dd | 20.7 |
| --- | --- |
| VTLN-warpedmelFB+d+dd+energy | 21.0 | | 0 |
| -classe1800(attendus=169,ramenes=74.00,corrects=4.00)<br>rappel=0.024precision=0.054f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=86.00,corrects=17.00)<br>rappel=0.101precision=0.198f-mesure=0.133 |
| -classe1820(attendus=169,ramenes=210.00,corrects=31.00)<br>rappel=0.183precision=0.148f-mesure=0.164 |
| -classe1830(attendus=169,ramenes=545.00,corrects=51.00)<br>rappel=0.302precision=0.094f-mesure=0.143 | | | -classe1840(attendus=169,ramenes=90.00,corrects=8.00)<br>rappel=0.047precision=0.089f-mesure=0.062 |
| --- |
| -classe1850(attendus=169,ramenes=125.00,corrects=8.00)<br>rappel=0.047precision=0.064f-mesure=0.054 |
| -classe1860(attendus=170,ramenes=95.00,corrects=5.00)<br>rappel=0.029precision=0.053f-mesure=0.038 |
| -classe1870(attendus=169,ramenes=100.00,corrects=8.00)<br>rappel=0.047precision=0.080f-mesure=0.059 |
| -classe1880(attendus=169,ramenes=157.00,corrects=14.00)<br>rappel=0.083precision=0.089f-mesure=0.086 |
| -classe1890(attendus=197,ramenes=117.00,corrects=8.00)<br>rappel=0.041precision=0.068f-mesure=0.051 |
| -classe1900(attendus=203,ramenes=276.00,corrects=21.00)<br>rappel=0.103precision=0.076f-mesure=0.088 |
| -classe1910(attendus=201,ramenes=72.00,corrects=3.00)<br>rappel=0.015precision=0.042f-mesure=0.022 |
| -classe1920(attendus=200,ramenes=138.00,corrects=13.00)<br>rappel=0.065precision=0.094f-mesure=0.077 |
| -classe1930(attendus=200,ramenes=111.00,corrects=8.00)<br>rappel=0.040precision=0.072f-mesure=0.051 |
| -classe1940(attendus=198,ramenes=525.00,corrects=75.00)<br>rappel=0.379precision=0.143f-mesure=0.207 |
| -surl’ensembledes15classes<br>macrorappel=0.100macroprecision=0.091macroF-mesure=0.095 | | 1 |
| -classe1800(attendus=169,ramenes=74.00,corrects=4.00)<br>rappel=0.024precision=0.054f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=86.00,corrects=17.00)<br>rappel=0.101precision=0.198f-mesure=0.133 |
| -classe1820(attendus=169,ramenes=210.00,corrects=31.00)<br>rappel=0.183precision=0.148f-mesure=0.164 |
| -classe1830(attendus=169,ramenes=545.00,corrects=51.00)<br>rappel=0.302precision=0.094f-mesure=0.143 | | | -classe1800(attendus=169,ramenes=74.00,corrects=4.00)<br>rappel=0.024precision=0.054f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=86.00,corrects=17.00)<br>rappel=0.101precision=0.198f-mesure=0.133 |
| -classe1820(attendus=169,ramenes=210.00,corrects=31.00)<br>rappel=0.183precision=0.148f-mesure=0.164 |
| -classe1830(attendus=169,ramenes=545.00,corrects=51.00)<br>rappel=0.302precision=0.094f-mesure=0.143 |
| -classe1840(attendus=169,ramenes=90.00,corrects=8.00)<br>rappel=0.047precision=0.089f-mesure=0.062 |
| -classe1850(attendus=169,ramenes=125.00,corrects=8.00)<br>rappel=0.047precision=0.064f-mesure=0.054 |
| -classe1860(attendus=170,ramenes=95.00,corrects=5.00)<br>rappel=0.029precision=0.053f-mesure=0.038 |
| -classe1870(attendus=169,ramenes=100.00,corrects=8.00)<br>rappel=0.047precision=0.080f-mesure=0.059 |
| -classe1880(attendus=169,ramenes=157.00,corrects=14.00)<br>rappel=0.083precision=0.089f-mesure=0.086 |
| -classe1890(attendus=197,ramenes=117.00,corrects=8.00)<br>rappel=0.041precision=0.068f-mesure=0.051 |
| -classe1900(attendus=203,ramenes=276.00,corrects=21.00)<br>rappel=0.103precision=0.076f-mesure=0.088 |
| -classe1910(attendus=201,ramenes=72.00,corrects=3.00)<br>rappel=0.015precision=0.042f-mesure=0.022 |
| -classe1920(attendus=200,ramenes=138.00,corrects=13.00)<br>rappel=0.065precision=0.094f-mesure=0.077 |
| -classe1930(attendus=200,ramenes=111.00,corrects=8.00)<br>rappel=0.040precision=0.072f-mesure=0.051 |
| -classe1940(attendus=198,ramenes=525.00,corrects=75.00)<br>rappel=0.379precision=0.143f-mesure=0.207 |
| -surl’ensembledes15classes<br>macrorappel=0.100macroprecision=0.091macroF-mesure=0.095 | | 0 |
| -classe1800(attendus=169,ramenes=74.00,corrects=4.00)<br>rappel=0.024precision=0.054f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=86.00,corrects=17.00)<br>rappel=0.101precision=0.198f-mesure=0.133 |
| -classe1820(attendus=169,ramenes=210.00,corrects=31.00)<br>rappel=0.183precision=0.148f-mesure=0.164 |
| -classe1830(attendus=169,ramenes=545.00,corrects=51.00)<br>rappel=0.302precision=0.094f-mesure=0.143 |
| -classe1840(attendus=169,ramenes=90.00,corrects=8.00)<br>rappel=0.047precision=0.089f-mesure=0.062 | | | -classe1850(attendus=169,ramenes=125.00,corrects=8.00)<br>rappel=0.047precision=0.064f-mesure=0.054 |
| --- |
| -classe1860(attendus=170,ramenes=95.00,corrects=5.00)<br>rappel=0.029precision=0.053f-mesure=0.038 |
| -classe1870(attendus=169,ramenes=100.00,corrects=8.00)<br>rappel=0.047precision=0.080f-mesure=0.059 |
| -classe1880(attendus=169,ramenes=157.00,corrects=14.00)<br>rappel=0.083precision=0.089f-mesure=0.086 |
| -classe1890(attendus=197,ramenes=117.00,corrects=8.00)<br>rappel=0.041precision=0.068f-mesure=0.051 |
| -classe1900(attendus=203,ramenes=276.00,corrects=21.00)<br>rappel=0.103precision=0.076f-mesure=0.088 |
| -classe1910(attendus=201,ramenes=72.00,corrects=3.00)<br>rappel=0.015precision=0.042f-mesure=0.022 |
| -classe1920(attendus=200,ramenes=138.00,corrects=13.00)<br>rappel=0.065precision=0.094f-mesure=0.077 |
| -classe1930(attendus=200,ramenes=111.00,corrects=8.00)<br>rappel=0.040precision=0.072f-mesure=0.051 |
| -classe1940(attendus=198,ramenes=525.00,corrects=75.00)<br>rappel=0.379precision=0.143f-mesure=0.207 |
| -surl’ensembledes15classes<br>macrorappel=0.100macroprecision=0.091macroF-mesure=0.095 | | 1 |
| -classe1800(attendus=169,ramenes=74.00,corrects=4.00)<br>rappel=0.024precision=0.054f-mesure=0.033 |
| --- |
| -classe1810(attendus=169,ramenes=86.00,corrects=17.00)<br>rappel=0.101precision=0.198f-mesure=0.133 |
| -classe1820(attendus=169,ramenes=210.00,corrects=31.00)<br>rappel=0.183precision=0.148f-mesure=0.164 |
| -classe1830(attendus=169,ramenes=545.00,corrects=51.00)<br>rappel=0.302precision=0.094f-mesure=0.143 |
| -classe1840(attendus=169,ramenes=90.00,corrects=8.00)<br>rappel=0.047precision=0.089f-mesure=0.062 | | | -classe1940(attendus=198,ramenes=525.00,corrects=75.00)<br>rappel=0.379precision=0.143f-mesure=0.207 |
| --- |
| -surl’ensembledes15classes<br>macrorappel=0.100macroprecision=0.091macroF-mesure=0.095 | | 0 |
| Machines | States | Events |
| --- | --- | --- |
| dk15 | 4 | 8 |
| bbara | 10 | 16 |
| mc | 4 | 8 |
| lion | 4 | 4 | | | bbtas | 6 | 4 |
| --- | --- | --- |
| tav | 4 | 16 |
| modulo12 | 12 | 2 |
| beecount | 7 | 8 |
| shiftreg | 8 | 2 | | 1 |
| Machines | States | Events |
| --- | --- | --- |
| dk15 | 4 | 8 |
| bbara | 10 | 16 |
| mc | 4 | 8 |
| lion | 4 | 4 | | | n=50 | n=100 | n=200 | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| nopre-proc. | pre-proc. | nopre-proc. | pre-proc. | nopre-proc. | pre-proc. | max. | | | | | | | |
| h | avg. | max. | avg. | max. | avg. | max. | avg. | max. | avg. | max. | avg. | max. | states |
| 1 | 0 | 0.01 | 0 | 0.01 | 0 | 0.02 | 0 | 0.01 | 0 | 0.02 | 0 | 0.02 | 2 |
| 2 | 0 | 0.01 | 0 | 0 | 0 | 0.04 | 0 | 0.02 | 0 | 0.05 | 0 | 0.03 | 6 |
| 3 | 0 | 0.01 | 0 | 0 | 0.01 | 0.01 | 0 | 0.02 | 0.01 | 0.02 | 0.01 | 0.06 | 24 |
| 4 | 0.02 | 0.04 | 0.01 | 0.01 | 0.04 | 0.06 | 0.02 | 0.03 | 0.08 | 0.11 | 0.04 | 0.06 | 112 |
| 5 | 0.12 | 0.18 | 0.05 | 0.08 | 0.27 | 0.33 | 0.12 | 0.18 | 0.51 | 0.65 | 0.27 | 0.4 | 568 |
| 6 | 0.76 | 1.09 | 0.26 | 0.42 | 1.72 | 2.52 | 0.78 | 1.23 | 3.56 | 4.84 | 1.78 | 2.73 | 3032 |
| 7 | 4.67 | 8.13 | 1.32 | 3.38 | 12.18 | 16.27 | 4.93 | 7.17 | 25.71 | 27.89 | 13.45 | 15.06 | 16768 |
| 8 | 42.18 | 72.01 | 7.66 | 19.74 | 114.11 | 136.28 | 50.78 | 69.6 | 242.49 | 269.56 | 116.55 | 131.73 | 95200 | | 0 |
| Machines | States | Events |
| --- | --- | --- |
| dk15 | 4 | 8 |
| bbara | 10 | 16 |
| mc | 4 | 8 | | | lion | 4 | 4 |
| --- | --- | --- |
| bbtas | 6 | 4 |
| tav | 4 | 16 |
| modulo12 | 12 | 2 |
| beecount | 7 | 8 |
| shiftreg | 8 | 2 | | 1 |
| Machines | States | Events |
| --- | --- | --- |
| dk15 | 4 | 8 |
| bbara | 10 | 16 |
| mc | 4 | 8 | | | 5 | 0.12 | 0.18 | 0.05 | 0.08 | 0.27 | 0.33 | 0.12 | 0.18 | 0.51 | 0.65 | 0.27 | 0.4 | 568 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6 | 0.76 | 1.09 | 0.26 | 0.42 | 1.72 | 2.52 | 0.78 | 1.23 | 3.56 | 4.84 | 1.78 | 2.73 | 3032 |
| 7 | 4.67 | 8.13 | 1.32 | 3.38 | 12.18 | 16.27 | 4.93 | 7.17 | 25.71 | 27.89 | 13.45 | 15.06 | 16768 |
| 8 | 42.18 | 72.01 | 7.66 | 19.74 | 114.11 | 136.28 | 50.78 | 69.6 | 242.49 | 269.56 | 116.55 | 131.73 | 95200 | | 0 |
| domainindex | domain1 | domain2 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| classindex | 1 | 2 | 3 | 1 | 2 | 3 | 1 | 2 |
| x | (1,0.3) | (2,0.3) | (3,0.3) | (3.5,0.3) | (4.5,0.3) | (5.5,0.3) | (8,0.3) | (9.5,0.3) | | | y | (2,0.3) | (1,0.3) | (2,0.3) | (2.5,0.3) | (1.5,0.3) | (2.5,0.3) | (2.5,0.3) | (1.5,0.3) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| #samples | 30 | 20 | 30 | 20 | 60 | 40 | 40 | 40 | | 1 |
| domainindex | domain1 | domain2 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| classindex | 1 | 2 | 3 | 1 | 2 | 3 | 1 | 2 |
| x | (1,0.3) | (2,0.3) | (3,0.3) | (3.5,0.3) | (4.5,0.3) | (5.5,0.3) | (8,0.3) | (9.5,0.3) | | | DifficultyTriplets | | | |
| --- | --- | --- | --- |
| (0.0,0.0,0.0) | (0.0,0.5,0.0) | (0.0,0.0,0.75) | (1.0.0,0.0,0.0) |
| (0.0,0.25,0.0) | (0.0,0.0,0.5) | (0.75,0.0,0.0) | (0.25,0.25,0.25) |
| (0.0,0.0,0.25) | (0.5,0.0,0.0) | (0.0,1.0,0.0) | (0.5,0.5,0.5) |
| (0.25,0.0,0.0) | (0.0,0.75,0.0) | (0.0,0.0,1.0) | (0.75,0.75,0.75) | | 0 |
| domainindex | domain1 | domain2 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| classindex | 1 | 2 | 3 | 1 | 2 | 3 | 1 | 2 |
| x | (1,0.3) | (2,0.3) | (3,0.3) | (3.5,0.3) | (4.5,0.3) | (5.5,0.3) | (8,0.3) | (9.5,0.3) | | | y | (2,0.3) | (1,0.3) | (2,0.3) | (2.5,0.3) | (1.5,0.3) | (2.5,0.3) | (2.5,0.3) | (1.5,0.3) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| #samples | 30 | 20 | 30 | 20 | 60 | 40 | 40 | 40 | | 1 |
| domainindex | domain1 | domain2 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| classindex | 1 | 2 | 3 | 1 | 2 | 3 | 1 | 2 |
| x | (1,0.3) | (2,0.3) | (3,0.3) | (3.5,0.3) | (4.5,0.3) | (5.5,0.3) | (8,0.3) | (9.5,0.3) | | | (0.0,0.25,0.0) | (0.0,0.0,0.5) | (0.75,0.0,0.0) | (0.25,0.25,0.25) |
| --- | --- | --- | --- |
| (0.0,0.0,0.25) | (0.5,0.0,0.0) | (0.0,1.0,0.0) | (0.5,0.5,0.5) |
| (0.25,0.0,0.0) | (0.0,0.75,0.0) | (0.0,0.0,1.0) | (0.75,0.75,0.75) | | 0 |
| MUSK1 | MUSK2 | Fox | Tiger |
| --- | --- | --- | --- |
| 93.49<br>±0.76 | 90.58<br>±1.31 | 66.4<br>±2.77 | 84.5<br>±0.61 |
| 86.3 | 87.7 | N/A | N/A |
| 92.4 | 89.2 | N/A | N/A |
| 88.9 | 82.5 | N/A | N/A |
| 85.8 | 91.3 | N/A | N/A |
| 84.8 | 84.9 | 56.1 | 72.1 |
| 92.4 | 86.3 | N/A | N/A |
| 77.9 | 84.3 | 57.8 | 84.0 |
| 87.4 | 83.6 | 58.2 | 78.4 |
| 88.0 | 82.0 | N/A | N/A |
| 92.8 | 93.1 | N/A | N/A |
| 91.3<br>±1.6 | 90.1<br>±1.7 | N/A | N/A |
| 83.7 | 80.4 | N/A | N/A | | | 90.3 | 86.6 | N/A | N/A |
| --- | --- | --- | --- |
| 88.0 | 89.3 | 60.3 | 84.2 |
| 95.6 | 81.2 | 60.3 | 80.2 |
| 90.0 | 90.0 | 61.2 | 81.9 |
| 88.9 | 90.3 | 61.6 | 86.0 |
| 86.3 | 86.2 | 66.0 | 86.0 |
| 85.0 | 82.0 | 64.0 | 82.0 | | 1 |
| MUSK1 | MUSK2 | Fox | Tiger |
| --- | --- | --- | --- |
| 93.49<br>±0.76 | 90.58<br>±1.31 | 66.4<br>±2.77 | 84.5<br>±0.61 |
| 86.3 | 87.7 | N/A | N/A |
| 92.4 | 89.2 | N/A | N/A |
| 88.9 | 82.5 | N/A | N/A |
| 85.8 | 91.3 | N/A | N/A |
| 84.8 | 84.9 | 56.1 | 72.1 |
| 92.4 | 86.3 | N/A | N/A |
| 77.9 | 84.3 | 57.8 | 84.0 |
| 87.4 | 83.6 | 58.2 | 78.4 |
| 88.0 | 82.0 | N/A | N/A |
| 92.8 | 93.1 | N/A | N/A |
| 91.3<br>±1.6 | 90.1<br>±1.7 | N/A | N/A |
| 83.7 | 80.4 | N/A | N/A | | | 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 | | 0 |
| MUSK1 | MUSK2 | Fox | Tiger |
| --- | --- | --- | --- |
| 93.49<br>±0.76 | 90.58<br>±1.31 | 66.4<br>±2.77 | 84.5<br>±0.61 |
| 86.3 | 87.7 | N/A | N/A |
| 92.4 | 89.2 | N/A | N/A |
| 88.9 | 82.5 | N/A | N/A |
| 85.8 | 91.3 | N/A | N/A |
| 84.8 | 84.9 | 56.1 | 72.1 |
| 92.4 | 86.3 | N/A | N/A |
| 77.9 | 84.3 | 57.8 | 84.0 |
| 87.4 | 83.6 | 58.2 | 78.4 |
| 88.0 | 82.0 | N/A | N/A |
| 92.8 | 93.1 | N/A | N/A |
| 91.3<br>±1.6 | 90.1<br>±1.7 | N/A | N/A |
| 83.7 | 80.4 | N/A | N/A |
| 90.3 | 86.6 | N/A | N/A | | | 88.0 | 89.3 | 60.3 | 84.2 |
| --- | --- | --- | --- |
| 95.6 | 81.2 | 60.3 | 80.2 |
| 90.0 | 90.0 | 61.2 | 81.9 |
| 88.9 | 90.3 | 61.6 | 86.0 |
| 86.3 | 86.2 | 66.0 | 86.0 |
| 85.0 | 82.0 | 64.0 | 82.0 | | 1 |
| MUSK1 | MUSK2 | Fox | Tiger |
| --- | --- | --- | --- |
| 93.49<br>±0.76 | 90.58<br>±1.31 | 66.4<br>±2.77 | 84.5<br>±0.61 |
| 86.3 | 87.7 | N/A | N/A |
| 92.4 | 89.2 | N/A | N/A |
| 88.9 | 82.5 | N/A | N/A |
| 85.8 | 91.3 | N/A | N/A |
| 84.8 | 84.9 | 56.1 | 72.1 |
| 92.4 | 86.3 | N/A | N/A |
| 77.9 | 84.3 | 57.8 | 84.0 |
| 87.4 | 83.6 | 58.2 | 78.4 |
| 88.0 | 82.0 | N/A | N/A |
| 92.8 | 93.1 | N/A | N/A |
| 91.3<br>±1.6 | 90.1<br>±1.7 | N/A | N/A |
| 83.7 | 80.4 | N/A | N/A |
| 90.3 | 86.6 | N/A | N/A | | | 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 | | 0 |
| Age/a | Quantity |
| --- | --- |
| 20-29 | 91 | | | 18-19 | 14 |
| --- | --- |
| 30-39 | 3 |
| Unknown | 1 | | 1 |
| Age/a | Quantity |
| --- | --- |
| 20-29 | 91 | | | Age | 10<br>6<br>10×nPBMC | numberofindividuals |
| --- | --- | --- |
| 0 | 5.03 | 48 |
| 1-4 | 4.93 | 53 |
| 5-9 | 4.86 | 19 |
| 10-14 | 4.86 | 19 |
| 15-19 | 4.56 | 33 |
| 20-24 | 3.88 | 26 |
| 25-29 | 3.75 | 47 |
| 30-34 | 3.61 | 65 |
| 35-39 | 3.54 | 73 |
| 40-44 | 3.52 | 52 |
| 45-49 | 3.37 | 55 |
| 50-54 | 3.17 | 16 | | 0 |
| Age/a | Quantity |
| --- | --- |
| 20-29 | 91 |
| 18-19 | 14 | | | 30-39 | 3 |
| --- | --- |
| Unknown | 1 | | 1 |
| Age/a | Quantity |
| --- | --- |
| 20-29 | 91 |
| 18-19 | 14 | | | 1-4 | 4.93 | 53 |
| --- | --- | --- |
| 5-9 | 4.86 | 19 |
| 10-14 | 4.86 | 19 |
| 15-19 | 4.56 | 33 |
| 20-24 | 3.88 | 26 |
| 25-29 | 3.75 | 47 |
| 30-34 | 3.61 | 65 |
| 35-39 | 3.54 | 73 |
| 40-44 | 3.52 | 52 |
| 45-49 | 3.37 | 55 |
| 50-54 | 3.17 | 16 | | 0 |
| Variablestate |
| --- |
| Longdistance(LD) |
| Normaldistance(ND) |
| Closedistance(CD) |
| Rapidlyclosingin(RCI) |
| Closingin(CI) |
| Keeping(KE) | | | Fallingbehind(FB) |
| --- |
| Rapidlyfallingbehind(RFB) |
| Aggressiveacceleration(AA) |
| Gentleacceleration(GA) |
| Noacceleration(NA) |
| Gentledeceleration(GD) |
| Aggressivedeceleration(AD) | | 1 |
| Variablestate |
| --- |
| Longdistance(LD) |
| Normaldistance(ND) |
| Closedistance(CD) |
| Rapidlyclosingin(RCI) |
| Closingin(CI) |
| Keeping(KE) | | | Notation | Description |
| --- | --- |
| puv | theprobabilityofedgeeu,v |
| p(u,v)r | thereachabilityprobabilityfromutov |
| p(u,v)i | theipathfromutov |
| ruv | thesumofthepathsfromutov |
| wu | theweightofnodeu |
| IVT(u) | theinfluencevaluetreeofu |
| WDT(u) | theweightdiscounttreeofu |
| Vu | thevalueofnodeu |
| Wu | thevaluegeneratedbyuinu’sneighborhood |
| Ou | thesetofsuccessorsofu |
| Iu | thesetofpredecessorsofu |
| θ | boundparameterofBWRalgorithm |
| α | stepswhichinfluencecanpropagate |
| β | performanceboundofBWR | | 0 |
| Variablestate |
| --- |
| Longdistance(LD) |
| Normaldistance(ND) |
| Closedistance(CD) |
| Rapidlyclosingin(RCI) |
| Closingin(CI) |
| Keeping(KE) |
| Fallingbehind(FB) |
| Rapidlyfallingbehind(RFB) |
| Aggressiveacceleration(AA) |
| Gentleacceleration(GA) |
| Noacceleration(NA) | | | Gentledeceleration(GD) |
| --- |
| Aggressivedeceleration(AD) | | 1 |
| Variablestate |
| --- |
| Longdistance(LD) |
| Normaldistance(ND) |
| Closedistance(CD) |
| Rapidlyclosingin(RCI) |
| Closingin(CI) |
| Keeping(KE) |
| Fallingbehind(FB) |
| Rapidlyfallingbehind(RFB) |
| Aggressiveacceleration(AA) |
| Gentleacceleration(GA) |
| Noacceleration(NA) | | | α | stepswhichinfluencecanpropagate |
| --- | --- |
| β | performanceboundofBWR | | 0 |
| ML | TPR | FPR | TNR | FNR | W-FM |
| --- | --- | --- | --- | --- | --- |
| SVM-linear | 0.916 | 0.096 | 0.904 | 0.084 | 0.91 | | | NB | 0.629 | 0.125 | 0.875 | 0.371 | 0.744 |
| --- | --- | --- | --- | --- | --- |
| SL | 0.919 | 0.085 | 0.915 | 0.081 | 0.917 |
| MLP | 0.919 | 0.088 | 0.912 | 0.081 | 0.916 |
| PART | 0.904 | 0.101 | 0.899 | 0.096 | 0.902 |
| RF | 0.931 | 0.08 | 0.92 | 0.069 | 0.926 |
| J48 | 0.926 | 0.104 | 0.896 | 0.074 | 0.912 | | 1 |
| ML | TPR | FPR | TNR | FNR | W-FM |
| --- | --- | --- | --- | --- | --- |
| SVM-linear | 0.916 | 0.096 | 0.904 | 0.084 | 0.91 | | | ML | TPR | FPR | TNR | FNR | W-FM |
| --- | --- | --- | --- | --- | --- |
| SVM-linear | 0.905 | 0.109 | 0.891 | 0.095 | 0.907 |
| NB | 0.596 | 0.102 | 0.898 | 0.404 | 0.73 |
| SL | 0.902 | 0.098 | 0.902 | 0.098 | 0.902 |
| MLP | 0.905 | 0.072 | 0.928 | 0.095 | 0.916 |
| PART | 0.899 | 0.106 | 0.894 | 0.101 | 0.897 |
| RF | 0.918 | 0.064 | 0.936 | 0.082 | 0.926 |
| J48 | 0.88 | 0.125 | 0.875 | 0.12 | 0.878 | | 0 |
| ML | TPR | FPR | TNR | FNR | W-FM |
| --- | --- | --- | --- | --- | --- |
| SVM-linear | 0.916 | 0.096 | 0.904 | 0.084 | 0.91 |
| NB | 0.629 | 0.125 | 0.875 | 0.371 | 0.744 | | | SL | 0.919 | 0.085 | 0.915 | 0.081 | 0.917 |
| --- | --- | --- | --- | --- | --- |
| MLP | 0.919 | 0.088 | 0.912 | 0.081 | 0.916 |
| PART | 0.904 | 0.101 | 0.899 | 0.096 | 0.902 |
| RF | 0.931 | 0.08 | 0.92 | 0.069 | 0.926 |
| J48 | 0.926 | 0.104 | 0.896 | 0.074 | 0.912 | | 1 |
| ML | TPR | FPR | TNR | FNR | W-FM |
| --- | --- | --- | --- | --- | --- |
| SVM-linear | 0.916 | 0.096 | 0.904 | 0.084 | 0.91 |
| NB | 0.629 | 0.125 | 0.875 | 0.371 | 0.744 | | | MLP | 0.905 | 0.072 | 0.928 | 0.095 | 0.916 |
| --- | --- | --- | --- | --- | --- |
| PART | 0.899 | 0.106 | 0.894 | 0.101 | 0.897 |
| RF | 0.918 | 0.064 | 0.936 | 0.082 | 0.926 |
| J48 | 0.88 | 0.125 | 0.875 | 0.12 | 0.878 | | 0 |
| Usage |
| --- |
| train |
| dev |
| test |
| test | | | test |
| --- |
| test | | 1 |
| Usage |
| --- |
| train |
| dev |
| test |
| test | | | Usage |
| --- |
| TMtrain |
| LMtrain |
| train |
| dev |
| test<br>test | | 0 |
| Usage |
| --- |
| train |
| dev | | | test |
| --- |
| test |
| test |
| test | | 1 |
| Usage |
| --- |
| train |
| dev | | | train |
| --- |
| dev |
| test<br>test | | 0 |
| FuncA | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 46.0 | 17.1 | 8.6 |
| TS-SPL-INF | 55.2(24.3) | 39.1(8.1) | 35.0(4.1) |
| PBS-M | 55.1(24.2) | 40.3(9.3) | 35.2(4.2) |
| NGBS-M | 53.4(22.4) | 35.3(4.3) | 32.9(1.9) | | | BZ-M | 63.8(32.8) | 39.9(8.9) | 33.8(2.8) |
| --- | --- | --- | --- |
| SA | 32.4 | 14.8 | 5.4 |
| ASS | 80.4(49.4) | 38.7(7.7) | 33.5(2.5) |
| HSSL | 60.4(29.4) | 45.5(14.6) | 35.8(4.8) |
| SHSSL | 62.8 | 20.2 | 6.7 |
| CPL-AdS | 162.1(107.9) | 146.3(97.4) | 135.3(90.1) | | 1 |
| FuncA | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 46.0 | 17.1 | 8.6 |
| TS-SPL-INF | 55.2(24.3) | 39.1(8.1) | 35.0(4.1) |
| PBS-M | 55.1(24.2) | 40.3(9.3) | 35.2(4.2) |
| NGBS-M | 53.4(22.4) | 35.3(4.3) | 32.9(1.9) | | | FuncB | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 47.1 | 17.8 | 8.5 |
| TS-SPL-INF | 53.8(22.9) | 39.5(8.5) | 35.1(4.1) |
| PBS-M | 41.1(10.2) | 35.3(4.31) | 33.3(2.3) |
| SGBS-M | 50.6(19.7) | 35.7(4.7) | 33.0(2.0) |
| BZ-M | 60.3(29.4) | 39.6(8.7) | 33.6(2.6) |
| SA | 175.1 | 204.5 | 223.3 |
| ASS | 81.6(50.6) | 39.5(8.7) | 40.2(9.0) |
| HSSL | 85.3(54.4) | 50.6(19.6) | 39.0(8.0) |
| SHSSL | 75.4 | 30.8 | 12.7 |
| CPL-AdS | 117.9(109.3) | 116.7(107.1) | 144.9(96.5) | | 0 |
| FuncA | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 46.0 | 17.1 | 8.6 |
| TS-SPL-INF | 55.2(24.3) | 39.1(8.1) | 35.0(4.1) |
| PBS-M | 55.1(24.2) | 40.3(9.3) | 35.2(4.2) | | | NGBS-M | 53.4(22.4) | 35.3(4.3) | 32.9(1.9) |
| --- | --- | --- | --- |
| BZ-M | 63.8(32.8) | 39.9(8.9) | 33.8(2.8) |
| SA | 32.4 | 14.8 | 5.4 |
| ASS | 80.4(49.4) | 38.7(7.7) | 33.5(2.5) |
| HSSL | 60.4(29.4) | 45.5(14.6) | 35.8(4.8) |
| SHSSL | 62.8 | 20.2 | 6.7 |
| CPL-AdS | 162.1(107.9) | 146.3(97.4) | 135.3(90.1) | | 1 |
| FuncA | AvgRegret.π=0.65 | AvgRegret.π=0.75 | AvgRegretπ=0.85 |
| --- | --- | --- | --- |
| TS-SPL | 46.0 | 17.1 | 8.6 |
| TS-SPL-INF | 55.2(24.3) | 39.1(8.1) | 35.0(4.1) |
| PBS-M | 55.1(24.2) | 40.3(9.3) | 35.2(4.2) | | | TS-SPL-INF | 53.8(22.9) | 39.5(8.5) | 35.1(4.1) |
| --- | --- | --- | --- |
| PBS-M | 41.1(10.2) | 35.3(4.31) | 33.3(2.3) |
| SGBS-M | 50.6(19.7) | 35.7(4.7) | 33.0(2.0) |
| BZ-M | 60.3(29.4) | 39.6(8.7) | 33.6(2.6) |
| SA | 175.1 | 204.5 | 223.3 |
| ASS | 81.6(50.6) | 39.5(8.7) | 40.2(9.0) |
| HSSL | 85.3(54.4) | 50.6(19.6) | 39.0(8.0) |
| SHSSL | 75.4 | 30.8 | 12.7 |
| CPL-AdS | 117.9(109.3) | 116.7(107.1) | 144.9(96.5) | | 0 |
| words | non-terminals |
| --- | --- |
| ’...’OR”...” | terminals |
| (...) | grouping | | | [...] | optional |
| --- | --- |
| {...} | repetition(zeroormoretimes) |
| {...}- | repetition(oneormoretimes) |
| = | definingsymbol |
| ; | ruleterminator |
| \| | alternative(xor) |
| , | concatenation |
| - | except |
| * | occurrencesof |
| (*...*) | comment |
| ?...? | specialconstruction,sequence | | 1 |
| words | non-terminals |
| --- | --- |
| ’...’OR”...” | terminals |
| (...) | grouping | | | No | LExO | FRED | Text2Onto | DLOL |
| --- | --- | --- | --- | --- |
| Trivial | 14/15 | 9/15 | 13/15 | 0/15 |
| Non-Trivial | 56/56 | 40/56 | 56/56 | 0/56 |
| Partial | LExO | FRED | Text2Onto | DLOL |
| Trivial | 1/15 | 0/15 | 0/15 | 1/15 |
| Non-Trivial | 0/56 | 12/56 | 0/56 | 2/56 |
| Yes | LExO | FRED | Text2Onto | DLOL |
| Trivial | 0/15 | 6/15 | 2/15 | 14/15 |
| Non-Trivial | 0/56 | 4/56 | 0/56 | 54/56 | | 0 |
| words | non-terminals |
| --- | --- |
| ’...’OR”...” | terminals |
| (...) | grouping | | | [...] | optional |
| --- | --- |
| {...} | repetition(zeroormoretimes) |
| {...}- | repetition(oneormoretimes) |
| = | definingsymbol |
| ; | ruleterminator |
| \| | alternative(xor) |
| , | concatenation |
| - | except |
| * | occurrencesof |
| (*...*) | comment |
| ?...? | specialconstruction,sequence | | 1 |
| words | non-terminals |
| --- | --- |
| ’...’OR”...” | terminals |
| (...) | grouping | | | Trivial | 0/15 | 6/15 | 2/15 | 14/15 |
| --- | --- | --- | --- | --- |
| Non-Trivial | 0/56 | 4/56 | 0/56 | 54/56 | | 0 |
| Var | AVTA+MultipleRp | FastAnhor | variance | AVTA+MultipleRp | FastAnhor |
| --- | --- | --- | --- | --- | --- |
| 0.3 | 2.96 | 2.96 | 1.8 | 16.60 | 17.98 |
| 0.6 | 5.79 | 5.79 | 2.1 | 19.40 | 20.58 |
| 0.9 | 8.61 | 9.36 | 2.4 | 21.93 | 23.77 | | | 1.2 | 11.34 | 12.00 | 2.7 | 23.69 | 24.90 |
| --- | --- | --- | --- | --- | --- |
| 1.5 | 14.16 | 15.44 | 3 | 26.72 | 28.78 | | 1 |
| Var | AVTA+MultipleRp | FastAnhor | variance | AVTA+MultipleRp | FastAnhor |
| --- | --- | --- | --- | --- | --- |
| 0.3 | 2.96 | 2.96 | 1.8 | 16.60 | 17.98 |
| 0.6 | 5.79 | 5.79 | 2.1 | 19.40 | 20.58 |
| 0.9 | 8.61 | 9.36 | 2.4 | 21.93 | 23.77 | | | k/paa | 0.2 | 0.4 | 0.6 | 0.8 | 1 | 1.2 | 1.4 | 1.6 | 1.8 | 2 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Min | 0.0 | 0.0 | 5.9 | 13.0 | 21.7 | 27.3 | 29.4 | 29.4 | 29.4 | 29.4 |
| Avg | 3.9 | 10.5 | 20.0 | 29.1 | 38.3 | 48.8 | 60.4 | 72.5 | 85.6 | 98.0 |
| Max | 10.0 | 18.2 | 50.0 | 62.5 | 87.5 | 112.5 | 137.5 | 150.0 | 175.0 | 187.5 |
| #Worse | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| #Better | 31 | 49 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | | 0 |
| Var | AVTA+MultipleRp | FastAnhor | variance | AVTA+MultipleRp | FastAnhor |
| --- | --- | --- | --- | --- | --- |
| 0.3 | 2.96 | 2.96 | 1.8 | 16.60 | 17.98 |
| 0.6 | 5.79 | 5.79 | 2.1 | 19.40 | 20.58 | | | 0.9 | 8.61 | 9.36 | 2.4 | 21.93 | 23.77 |
| --- | --- | --- | --- | --- | --- |
| 1.2 | 11.34 | 12.00 | 2.7 | 23.69 | 24.90 |
| 1.5 | 14.16 | 15.44 | 3 | 26.72 | 28.78 | | 1 |
| Var | AVTA+MultipleRp | FastAnhor | variance | AVTA+MultipleRp | FastAnhor |
| --- | --- | --- | --- | --- | --- |
| 0.3 | 2.96 | 2.96 | 1.8 | 16.60 | 17.98 |
| 0.6 | 5.79 | 5.79 | 2.1 | 19.40 | 20.58 | | | Max | 10.0 | 18.2 | 50.0 | 62.5 | 87.5 | 112.5 | 137.5 | 150.0 | 175.0 | 187.5 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| #Worse | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| #Better | 31 | 49 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | 50 | | 0 |
| T=100ms | theperiodicityoftheV2Vphase |
| --- | --- |
| N=5∼30 | thenumberofOBUsinthenetwork |
| L=500m∼3000m | thelengthofthevehiclefleet |
| N=8max | themaximalmembersinasubnetwork | | | K=10 | theperiodicityofthesplittingscheme |
| --- | --- |
| D=140∼500m | thediameteroftheRSU’scoverage |
| α=100,β=1 | thepricingfactors |
| M=100 | thenumberofentirepackets |
| Ms=100Mb | thesizeofthepopularfile |
| v=20m/smin | theminimalspeed |
| v=40m/smax | themaximalspeed |
| d=100mmin | thesecuritydistance |
| d=1000mmax | themaximaldistance |
| a=1m/s | theacceleration |
| p=0.1 | theprobabilityofchangingspeed |
| W=30MHz | thechannelbandwidth |
| c=5Mb/s0 | theV2Rchannelrate |
| η=10 | thesignal-to-noiserateatthetransmitter |
| κ=10dB | thepowerratioofLOSagainstnon-LOS | | 1 |
| T=100ms | theperiodicityoftheV2Vphase |
| --- | --- |
| N=5∼30 | thenumberofOBUsinthenetwork |
| L=500m∼3000m | thelengthofthevehiclefleet |
| N=8max | themaximalmembersinasubnetwork | | | Parameters | Values |
| --- | --- |
| NumberofBSs | 40 |
| NumberofWAPs | 30 |
| Meantimeofasuccessfultransmission | 5µs |
| Meantimeofacollision | 1µs |
| Meantimeofidlechannel | 3µs |
| Numberofchannels | 10 |
| RTS | 20bytes |
| CTS | 14bytes |
| DIFS | 34µs |
| SIFS | 16µs |
| NumberofWUs | 150 |
| TransmitpoweroftheWAPs | 0.5W |
| TransmitpoweroftheBSs | 1W | | 0 |
| T=100ms | theperiodicityoftheV2Vphase |
| --- | --- |
| N=5∼30 | thenumberofOBUsinthenetwork |
| L=500m∼3000m | thelengthofthevehiclefleet |
| N=8max | themaximalmembersinasubnetwork |
| K=10 | theperiodicityofthesplittingscheme |
| D=140∼500m | thediameteroftheRSU’scoverage |
| α=100,β=1 | thepricingfactors |
| M=100 | thenumberofentirepackets | | | Ms=100Mb | thesizeofthepopularfile |
| --- | --- |
| v=20m/smin | theminimalspeed |
| v=40m/smax | themaximalspeed |
| d=100mmin | thesecuritydistance |
| d=1000mmax | themaximaldistance |
| a=1m/s | theacceleration |
| p=0.1 | theprobabilityofchangingspeed |
| W=30MHz | thechannelbandwidth |
| c=5Mb/s0 | theV2Rchannelrate |
| η=10 | thesignal-to-noiserateatthetransmitter |
| κ=10dB | thepowerratioofLOSagainstnon-LOS | | 1 |
| T=100ms | theperiodicityoftheV2Vphase |
| --- | --- |
| N=5∼30 | thenumberofOBUsinthenetwork |
| L=500m∼3000m | thelengthofthevehiclefleet |
| N=8max | themaximalmembersinasubnetwork |
| K=10 | theperiodicityofthesplittingscheme |
| D=140∼500m | thediameteroftheRSU’scoverage |
| α=100,β=1 | thepricingfactors |
| M=100 | thenumberofentirepackets | | | CTS | 14bytes |
| --- | --- |
| DIFS | 34µs |
| SIFS | 16µs |
| NumberofWUs | 150 |
| TransmitpoweroftheWAPs | 0.5W |
| TransmitpoweroftheBSs | 1W | | 0 |
| testcase | [A] | [B] | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | min. | mean | max. | min. | mean | max. |
| m=16 | 1.000 | 1.4708 | 1.8248 | 1.000 | 1.3185 | 2.0239 | | | m=24 | 1.000 | 1.9088 | 2.8926 | 1.000 | 1.3187 | 2.6559 |
| --- | --- | --- | --- | --- | --- | --- |
| m=32 | 1.000 | 1.7273 | 2.7441 | 1.000 | 1.3679 | 2.4393 |
| m=48 | 1.000 | 1.5386 | 2.0232 | 1.000 | 1.3051 | 1.9371 |
| m=60 | 1.000 | 1.5096 | 1.9333 | 1.000 | 1.3447 | 1.8922 | | 1 |
| testcase | [A] | [B] | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | min. | mean | max. | min. | mean | max. |
| m=16 | 1.000 | 1.4708 | 1.8248 | 1.000 | 1.3185 | 2.0239 | | | testcase | [A] | [B] | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | min. | mean | max. | min. | mean | max. |
| m=16 | 0.0010 | 2.5410 | 7.2810 | 0.6710 | 1.7510 | 7.4910 |
| m=24 | 0.0010 | 1.0710 | 3.8010 | 0.1610 | 0.8810 | 5.2910 |
| m=32 | 0.0010 | 0.8210 | 3.2310 | 0.1810 | 0.6310 | 3.1310 |
| m=48 | 0.0010 | 0.3110 | 1.1410 | 0.0610 | 0.3310 | 2.0710 |
| m=60 | 0.0010 | 0.2010 | 0.7010 | 0.0510 | 0.2610 | 1.5510 | | 0 |
| testcase | [A] | [B] | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | min. | mean | max. | min. | mean | max. |
| m=16 | 1.000 | 1.4708 | 1.8248 | 1.000 | 1.3185 | 2.0239 |
| m=24 | 1.000 | 1.9088 | 2.8926 | 1.000 | 1.3187 | 2.6559 |
| m=32 | 1.000 | 1.7273 | 2.7441 | 1.000 | 1.3679 | 2.4393 | | | m=48 | 1.000 | 1.5386 | 2.0232 | 1.000 | 1.3051 | 1.9371 |
| --- | --- | --- | --- | --- | --- | --- |
| m=60 | 1.000 | 1.5096 | 1.9333 | 1.000 | 1.3447 | 1.8922 | | 1 |
| testcase | [A] | [B] | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | min. | mean | max. | min. | mean | max. |
| m=16 | 1.000 | 1.4708 | 1.8248 | 1.000 | 1.3185 | 2.0239 |
| m=24 | 1.000 | 1.9088 | 2.8926 | 1.000 | 1.3187 | 2.6559 |
| m=32 | 1.000 | 1.7273 | 2.7441 | 1.000 | 1.3679 | 2.4393 | | | m=32 | 0.0010 | 0.8210 | 3.2310 | 0.1810 | 0.6310 | 3.1310 |
| --- | --- | --- | --- | --- | --- | --- |
| m=48 | 0.0010 | 0.3110 | 1.1410 | 0.0610 | 0.3310 | 2.0710 |
| m=60 | 0.0010 | 0.2010 | 0.7010 | 0.0510 | 0.2610 | 1.5510 | | 0 |
| Imagename | Horizontal | Vertical | Diagonal |
| --- | --- | --- | --- |
| Lena | 0.9303 | 0.9485 | 0.8588 |
| Barbara | 0.8499 | 0.8811 | 0.8679 |
| Baboon | 0.8250 | 0.7944 | 0.7577 | | | Boat | 0.8799 | 0.9005 | 0.8136 |
| --- | --- | --- | --- |
| Peppers | 0.9448 | 0.9532 | 0.9067 | | 1 |
| Imagename | Horizontal | Vertical | Diagonal |
| --- | --- | --- | --- |
| Lena | 0.9303 | 0.9485 | 0.8588 |
| Barbara | 0.8499 | 0.8811 | 0.8679 |
| Baboon | 0.8250 | 0.7944 | 0.7577 | | | Imagename | Horizontal | Vertical | Diagonal |
| --- | --- | --- | --- |
| Lena | 0.0252 | 0.0058 | -0.0246 |
| Barbara | -0.0316 | 0.0243 | 0.0272 |
| Baboon | -0.0142 | 0.0034 | -0.0022 |
| Boat | 0.0135 | 0.0069 | -0.0297 |
| Peppers | -0.0045 | -0.0698 | 0.0221 | | 0 |
| Imagename | Horizontal | Vertical | Diagonal |
| --- | --- | --- | --- |
| Lena | 0.9303 | 0.9485 | 0.8588 |
| Barbara | 0.8499 | 0.8811 | 0.8679 | | | Baboon | 0.8250 | 0.7944 | 0.7577 |
| --- | --- | --- | --- |
| Boat | 0.8799 | 0.9005 | 0.8136 |
| Peppers | 0.9448 | 0.9532 | 0.9067 | | 1 |
| Imagename | Horizontal | Vertical | Diagonal |
| --- | --- | --- | --- |
| Lena | 0.9303 | 0.9485 | 0.8588 |
| Barbara | 0.8499 | 0.8811 | 0.8679 | | | Boat | 0.0135 | 0.0069 | -0.0297 |
| --- | --- | --- | --- |
| Peppers | -0.0045 | -0.0698 | 0.0221 | | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 0 |
| Experiment | Published<br>AverageAverage<br>UpdateTimeUpdateSizeThroughputBandwidth<br>(msec)(bytes)(updates/sec)(MB/sec) | Consumed<br>Throughput<br>(selects/sec) | | | |
| --- | --- | --- | --- | --- | --- |
| FutureGrid | 127.74 | 2,175 | 41.46 | 0.09 | 3.26 | | | FutureGridx2 | 120.44 | 2,174 | 80.78 | 0.18 | 4.91 |
| --- | --- | --- | --- | --- | --- |
| XSEDE | 225.07 | 10,517 | 1.65 | 0.02 | 7.22 |
| XSEDEx2 | 228.20 | 10,443 | 3.32 | 0.03 | 12.84 |
| OSG | 202.70 | 4,367 | 27.26 | 0.12 | 10.38 |
| OSGx2 | 218.02 | 4,394 | 54.39 | 0.24 | 22.24 | | 1 |
| Experiment | Published<br>AverageAverage<br>UpdateTimeUpdateSizeThroughputBandwidth<br>(msec)(bytes)(updates/sec)(MB/sec) | Consumed<br>Throughput<br>(selects/sec) | | | |
| --- | --- | --- | --- | --- | --- |
| FutureGrid | 127.74 | 2,175 | 41.46 | 0.09 | 3.26 | | | Experiment | Published<br>AverageAverage<br>PublishTimeMessageSizeThroughputBandwidth<br>(msec)(bytes)(msg/sec)(MB/sec) | | | | |
| --- | --- | --- | --- | --- | --- |
| FutureGrid | 0.09 | 2,175 | 41.46 | 0.09 | 1,101 |
| FutureGridx2 | 0.08 | 2,174 | 80.78 | 0.18 | 3,254 |
| XSEDE | 29.27 | 10,517 | 1.65 | 0.02 | 163 |
| XSEDEx2 | 26.08 | 10,443 | 3.32 | 0.03 | 593 |
| OSG | 4.34 | 4,367 | 27.26 | 0.12 | 4,572 |
| OSGx2 | 3.79 | 4,394 | 54.39 | 0.24 | 17,222 | | 0 |
| Experiment | Published<br>AverageAverage<br>UpdateTimeUpdateSizeThroughputBandwidth<br>(msec)(bytes)(updates/sec)(MB/sec) | Consumed<br>Throughput<br>(selects/sec) | | | |
| --- | --- | --- | --- | --- | --- |
| FutureGrid | 127.74 | 2,175 | 41.46 | 0.09 | 3.26 | | | FutureGridx2 | 120.44 | 2,174 | 80.78 | 0.18 | 4.91 |
| --- | --- | --- | --- | --- | --- |
| XSEDE | 225.07 | 10,517 | 1.65 | 0.02 | 7.22 |
| XSEDEx2 | 228.20 | 10,443 | 3.32 | 0.03 | 12.84 |
| OSG | 202.70 | 4,367 | 27.26 | 0.12 | 10.38 |
| OSGx2 | 218.02 | 4,394 | 54.39 | 0.24 | 22.24 | | 1 |
| Experiment | Published<br>AverageAverage<br>UpdateTimeUpdateSizeThroughputBandwidth<br>(msec)(bytes)(updates/sec)(MB/sec) | Consumed<br>Throughput<br>(selects/sec) | | | |
| --- | --- | --- | --- | --- | --- |
| FutureGrid | 127.74 | 2,175 | 41.46 | 0.09 | 3.26 | | | XSEDEx2 | 26.08 | 10,443 | 3.32 | 0.03 | 593 |
| --- | --- | --- | --- | --- | --- |
| OSG | 4.34 | 4,367 | 27.26 | 0.12 | 4,572 |
| OSGx2 | 3.79 | 4,394 | 54.39 | 0.24 | 17,222 | | 0 |
| denoising | | | | |
| --- | --- | --- | --- | --- |
| SBCSC | OCSC | SCSC | SBCSC | OCSC |
| 14.88±0.03 | 16.20±0.03 | 17.27±0.02 | 29.76±0.13 | 29.40±0.14 |
| 14.80±0.02 | 16.01±0.02 | 17.10±0.02 | 24.92±0.06 | 25.04±0.04 | | | 14.97±0.02 | 16.33±0.01 | 17.44±0.03 | 27.06±0.06 | 26.79±0.04 |
| --- | --- | --- | --- | --- |
| 15.23±0.01 | 16.27±0.01 | 17.63±0.02 | 24.96±0.13 | 24.66±0.10 |
| 15.21±0.04 | 16.53±0.02 | 17.56±0.03 | 26.81±0.05 | 26.71±0.08 |
| 16.90±0.01 | 18.05±0.03 | 20.06±0.05 | 29.60±0.07 | 29.40±0.09 |
| 14.90±0.01 | 16.21±0.02 | 17.22±0.03 | 25.36±0.01 | 25.42±0.07 |
| 14.89±0.02 | 16.19±0.01 | 18.36±0.05 | 26.64±0.04 | 26.48±0.06 |
| 16.40±0.01 | 17.40±0.01 | 18.61±0.02 | 27.49±0.03 | 26.98±0.08 |
| 16.38±0.01 | 17.68±0.02 | 18.56±0.03 | 29.96±0.05 | 29.62±0.08 | | 1 |
| denoising | | | | |
| --- | --- | --- | --- | --- |
| SBCSC | OCSC | SCSC | SBCSC | OCSC |
| 14.88±0.03 | 16.20±0.03 | 17.27±0.02 | 29.76±0.13 | 29.40±0.14 |
| 14.80±0.02 | 16.01±0.02 | 17.10±0.02 | 24.92±0.06 | 25.04±0.04 | | | MASR | PPF | 3D-CNN | ANNC-ASSCC |
| --- | --- | --- | --- |
| 99.87±0.11 | 99.15±0.18 | 99.93±0.11 | 100.00±0.00 |
| 94.22±0.45 | 97.96±0.24 | 98.26±0.31 | 98.75±0.62 |
| 99.45±0.46 | 97.37±0.18 | 94.98±1.97 | 99.26±0.16 |
| 99.98±0.05 | 99.27±0.11 | 98.48±2.11 | 99.96±0.04 |
| 98.75±0.51 | 98.79±0.16 | 99.67±0.18 | 99.35±0.28 |
| 80.23±1.78 | 98.95±0.08 | 99.29±0.41 | 99.73±0.06 |
| 99.34±0.47 | 94.36±0.35 | 97.88±0.97 | 97.49±0.64 |
| 99.90±0.04 | 99.90±0.03 | 99.99±0.01 | 99.41±0.06 |
| 84.80±1.02 | 99.96±0.05 | 99.15±0.75 | 98.72±0.56 |
| 0.9719±0.0018 | 0.9862±0.0011 | 0.9845±0.0010 | 2(cid:13)0.9937±0.0011 | | 0 |
| denoising | | | | |
| --- | --- | --- | --- | --- |
| SBCSC | OCSC | SCSC | SBCSC | OCSC |
| 14.88±0.03 | 16.20±0.03 | 17.27±0.02 | 29.76±0.13 | 29.40±0.14 |
| 14.80±0.02 | 16.01±0.02 | 17.10±0.02 | 24.92±0.06 | 25.04±0.04 |
| 14.97±0.02 | 16.33±0.01 | 17.44±0.03 | 27.06±0.06 | 26.79±0.04 |
| 15.23±0.01 | 16.27±0.01 | 17.63±0.02 | 24.96±0.13 | 24.66±0.10 | | | 15.21±0.04 | 16.53±0.02 | 17.56±0.03 | 26.81±0.05 | 26.71±0.08 |
| --- | --- | --- | --- | --- |
| 16.90±0.01 | 18.05±0.03 | 20.06±0.05 | 29.60±0.07 | 29.40±0.09 |
| 14.90±0.01 | 16.21±0.02 | 17.22±0.03 | 25.36±0.01 | 25.42±0.07 |
| 14.89±0.02 | 16.19±0.01 | 18.36±0.05 | 26.64±0.04 | 26.48±0.06 |
| 16.40±0.01 | 17.40±0.01 | 18.61±0.02 | 27.49±0.03 | 26.98±0.08 |
| 16.38±0.01 | 17.68±0.02 | 18.56±0.03 | 29.96±0.05 | 29.62±0.08 | | 1 |
| denoising | | | | |
| --- | --- | --- | --- | --- |
| SBCSC | OCSC | SCSC | SBCSC | OCSC |
| 14.88±0.03 | 16.20±0.03 | 17.27±0.02 | 29.76±0.13 | 29.40±0.14 |
| 14.80±0.02 | 16.01±0.02 | 17.10±0.02 | 24.92±0.06 | 25.04±0.04 |
| 14.97±0.02 | 16.33±0.01 | 17.44±0.03 | 27.06±0.06 | 26.79±0.04 |
| 15.23±0.01 | 16.27±0.01 | 17.63±0.02 | 24.96±0.13 | 24.66±0.10 | | | 98.75±0.51 | 98.79±0.16 | 99.67±0.18 | 99.35±0.28 |
| --- | --- | --- | --- |
| 80.23±1.78 | 98.95±0.08 | 99.29±0.41 | 99.73±0.06 |
| 99.34±0.47 | 94.36±0.35 | 97.88±0.97 | 97.49±0.64 |
| 99.90±0.04 | 99.90±0.03 | 99.99±0.01 | 99.41±0.06 |
| 84.80±1.02 | 99.96±0.05 | 99.15±0.75 | 98.72±0.56 |
| 0.9719±0.0018 | 0.9862±0.0011 | 0.9845±0.0010 | 2(cid:13)0.9937±0.0011 | | 0 |
| | 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 | | 1 |
| | 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 | | | | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| 1004ABCa | 203 | 166 | 13 | 37 | 0.927 | 0.818 | 0.869 | 224 | 213 | 22 | 11 | 0.906 |
| 1012CNNa | 170 | 136 | 13 | 34 | 0.913 | 0.8 | 0.853 | 215 | 194 | 15 | 21 | 0.928 |
| 1016CNNa | 150 | 119 | 9 | 31 | 0.93 | 0.793 | 0.856 | 242 | 214 | 13 | 28 | 0.943 |
| 1021ABCa | 175 | 154 | 13 | 21 | 0.922 | 0.88 | 0.901 | 240 | 230 | 18 | 10 | 0.927 |
| 1101CNNa | 204 | 172 | 20 | 32 | 0.896 | 0.843 | 0.869 | 191 | 187 | 11 | 4 | 0.944 |
| 1109ABCa | 170 | 151 | 10 | 19 | 0.938 | 0.888 | 0.912 | 257 | 246 | 15 | 11 | 0.943 |
| 1123CNNa | 126 | 93 | 29 | 33 | 0.762 | 0.738 | 0.75 | 236 | 214 | 10 | 22 | 0.955 |
| 1126ABCa | 189 | 168 | 12 | 21 | 0.933 | 0.889 | 0.911 | 273 | 261 | 23 | 12 | 0.919 |
| 1208CNNa | 137 | 112 | 15 | 25 | 0.882 | 0.818 | 0.848 | 212 | 196 | 17 | 16 | 0.92 |
| 1210ABCa | 159 | 140 | 8 | 19 | 0.946 | 0.881 | 0.912 | 271 | 252 | 14 | 19 | 0.947 |
| 1216CNNa | 153 | 119 | 11 | 34 | 0.915 | 0.778 | 0.841 | 197 | 187 | 26 | 10 | 0.878 |
| 1221ABCa | 195 | 149 | 14 | 46 | 0.914 | 0.764 | 0.832 | 217 | 197 | 27 | 20 | 0.879 |
| Total | 2031 | 1679 | 167 | 352 | 0.91 | 0.827 | 0.866 | 2031 | 2591 | 211 | 184 | 0.925 | | 0 |
| | 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 | | 1 |
| | 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 | | | 1004ABCa | 203 | 166 | 13 | 37 | 0.927 | 0.818 | 0.869 | 224 | 213 | 22 | 11 | 0.906 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1012CNNa | 170 | 136 | 13 | 34 | 0.913 | 0.8 | 0.853 | 215 | 194 | 15 | 21 | 0.928 |
| 1016CNNa | 150 | 119 | 9 | 31 | 0.93 | 0.793 | 0.856 | 242 | 214 | 13 | 28 | 0.943 |
| 1021ABCa | 175 | 154 | 13 | 21 | 0.922 | 0.88 | 0.901 | 240 | 230 | 18 | 10 | 0.927 |
| 1101CNNa | 204 | 172 | 20 | 32 | 0.896 | 0.843 | 0.869 | 191 | 187 | 11 | 4 | 0.944 |
| 1109ABCa | 170 | 151 | 10 | 19 | 0.938 | 0.888 | 0.912 | 257 | 246 | 15 | 11 | 0.943 |
| 1123CNNa | 126 | 93 | 29 | 33 | 0.762 | 0.738 | 0.75 | 236 | 214 | 10 | 22 | 0.955 |
| 1126ABCa | 189 | 168 | 12 | 21 | 0.933 | 0.889 | 0.911 | 273 | 261 | 23 | 12 | 0.919 |
| 1208CNNa | 137 | 112 | 15 | 25 | 0.882 | 0.818 | 0.848 | 212 | 196 | 17 | 16 | 0.92 |
| 1210ABCa | 159 | 140 | 8 | 19 | 0.946 | 0.881 | 0.912 | 271 | 252 | 14 | 19 | 0.947 |
| 1216CNNa | 153 | 119 | 11 | 34 | 0.915 | 0.778 | 0.841 | 197 | 187 | 26 | 10 | 0.878 |
| 1221ABCa | 195 | 149 | 14 | 46 | 0.914 | 0.764 | 0.832 | 217 | 197 | 27 | 20 | 0.879 |
| Total | 2031 | 1679 | 167 | 352 | 0.91 | 0.827 | 0.866 | 2031 | 2591 | 211 | 184 | 0.925 | | 0 |
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