premise string | hypothesis string | label int64 |
|---|---|---|
| | M:Mediators | P:Party |
| --- | --- | --- |
| 1partyPwithonly1person | P\|0\|0 | 0\|M\|0 | | | 1partyPwithseveralpeople | P\|0\|0 | MP\|M\|0 |
| --- | --- | --- |
| 2partieswithonly1personinthepartyP | Off\|0\|Vic | 0\|M\|MO |
| 2partieswithseveralpeopleinthepartyP | Off\|0\|Vic | MP\|M\|MO | | 1 |
| | M:Mediators | P:Party |
| --- | --- | --- |
| 1partyPwithonly1person | P\|0\|0 | 0\|M\|0 | | | N | Thesetofallusers | W | ThesetofallBSs |
| --- | --- | --- | --- |
| K | Thesetofallchannels | Kw | ThesetofchannelsbelongstoBSw |
| \|h\|i | Thechannelgainofuserionchannelk | pw | ThetransmitpowerofBSwonchannelk |
| p¯w | ThepowerbudgetforBSw | βw | TheuserassignmentofBSwonchannelk |
| a | Theassociationprofile | a−i | Theassociationprofilewithoutuseri |
| r(a)i | Therateassignedtouseri | R(a)w | TheoptimalthroughputofBSwundera |
| R(a) | Theoptimalsystemthroughputundera | N(a)w | ThesetofusersassociatedtoBSw |
| U(a)i | Theutilityofuseri | T(a)i | Thetaximposedonuseri | | 0 |
| | M:Mediators | P:Party |
| --- | --- | --- |
| 1partyPwithonly1person | P\|0\|0 | 0\|M\|0 | | | 1partyPwithseveralpeople | P\|0\|0 | MP\|M\|0 |
| --- | --- | --- |
| 2partieswithonly1personinthepartyP | Off\|0\|Vic | 0\|M\|MO |
| 2partieswithseveralpeopleinthepartyP | Off\|0\|Vic | MP\|M\|MO | | 1 |
| | M:Mediators | P:Party |
| --- | --- | --- |
| 1partyPwithonly1person | P\|0\|0 | 0\|M\|0 | | | a | Theassociationprofile | a−i | Theassociationprofilewithoutuseri |
| --- | --- | --- | --- |
| r(a)i | Therateassignedtouseri | R(a)w | TheoptimalthroughputofBSwundera |
| R(a) | Theoptimalsystemthroughputundera | N(a)w | ThesetofusersassociatedtoBSw |
| U(a)i | Theutilityofuseri | T(a)i | Thetaximposedonuseri | | 0 |
| dimensiondforZG | d=20 | d=100 | d=200 |
| --- | --- | --- | --- |
| R(A)(Conv) | 0.9602 | 0.9624 | 0.9631 | | | R(B)(Conv) | 0.9644 | 0.9807 | 0.9889 |
| --- | --- | --- | --- |
| 2<br>R(A)(FC) | 0.9585 | 0.9588 | 0.9594 |
| R(B)(FC) | 0.9410 | 0.9649 | 0.9709 | | 1 |
| dimensiondforZG | d=20 | d=100 | d=200 |
| --- | --- | --- | --- |
| R(A)(Conv) | 0.9602 | 0.9624 | 0.9631 | | | #Params | RVD | |
| --- | --- | --- |
| @1 | @10 | |
| 0.09m<br>1.82m | 0.106<br>0.190 | 0.316<br>0.452 |
| 10.2m<br>10.6m<br>10.4m<br>10.8m | 0.175<br>0.187<br>0.286<br>0.293 | 0.465<br>0.492<br>0.573<br>0.581 |
| 11.1m<br>11.7m | 0.307<br>0.308 | 0.600<br>0.608 | | 0 |
| dimensiondforZG | d=20 | d=100 | d=200 |
| --- | --- | --- | --- |
| R(A)(Conv) | 0.9602 | 0.9624 | 0.9631 |
| R(B)(Conv) | 0.9644 | 0.9807 | 0.9889 | | | 2<br>R(A)(FC) | 0.9585 | 0.9588 | 0.9594 |
| --- | --- | --- | --- |
| R(B)(FC) | 0.9410 | 0.9649 | 0.9709 | | 1 |
| dimensiondforZG | d=20 | d=100 | d=200 |
| --- | --- | --- | --- |
| R(A)(Conv) | 0.9602 | 0.9624 | 0.9631 |
| R(B)(Conv) | 0.9644 | 0.9807 | 0.9889 | | | 10.2m<br>10.6m<br>10.4m<br>10.8m | 0.175<br>0.187<br>0.286<br>0.293 | 0.465<br>0.492<br>0.573<br>0.581 |
| --- | --- | --- |
| 11.1m<br>11.7m | 0.307<br>0.308 | 0.600<br>0.608 | | 0 |
| Publicationtypes | Numberofoccurrences |
| --- | --- |
| TechnicalReport | 51838 | | | ConferencePaper | 6218 |
| --- | --- |
| JournalArticle | 8401 |
| DepartmentalBulletinPaper | 8694 |
| Article | 4295 | | 1 |
| Publicationtypes | Numberofoccurrences |
| --- | --- |
| TechnicalReport | 51838 | | | Journal | PRAPRBPRCPRDPREPRL |
| --- | --- |
| Numberofarticlespublishedin2000 | 1,4584,9948632,0492,2553,123 |
| Totalnumberofcitationsaccruedbycohort | 17,00549,4177,95926,07214,67570,876 |
| Fractionofjournalself-citations | 0.740.800.820.910.700.23 |
| Totalnumberofinflation-adjustedcitations | 12,92744,4017,38919,77611,42359,083 |
| Meaninflation-adjustedcitationsperarticle | 8.878.898.569.655.0718.92 |
| Medianinflation-adjustedcitationsperarticle | 4.214.715.014.592.819.99 | | 0 |
| Publicationtypes | Numberofoccurrences |
| --- | --- |
| TechnicalReport | 51838 | | | ConferencePaper | 6218 |
| --- | --- |
| JournalArticle | 8401 |
| DepartmentalBulletinPaper | 8694 |
| Article | 4295 | | 1 |
| Publicationtypes | Numberofoccurrences |
| --- | --- |
| TechnicalReport | 51838 | | | Meaninflation-adjustedcitationsperarticle | 8.878.898.569.655.0718.92 |
| --- | --- |
| Medianinflation-adjustedcitationsperarticle | 4.214.715.014.592.819.99 | | 0 |
| 0.44 |
| --- |
| 0.46 |
| 0.44 | | | 0.45 |
| --- |
| 0.40 | | 1 |
| 0.44 |
| --- |
| 0.46 |
| 0.44 | | | 0.646 | 0.625 | 0.812 |
| --- | --- | --- |
| - | 0.378 | - |
| - | - | 0.847 |
| - | - | - |
| 0.555 | 0.448 | 0.626 |
| - | 0.374 | - |
| - | - | - |
| 0.494 | - | 0.631 | | 0 |
| 0.44 |
| --- |
| 0.46 | | | 0.44 |
| --- |
| 0.45 |
| 0.40 | | 1 |
| 0.44 |
| --- |
| 0.46 | | | - | - | 0.847 |
| --- | --- | --- |
| - | - | - |
| 0.555 | 0.448 | 0.626 |
| - | 0.374 | - |
| - | - | - |
| 0.494 | - | 0.631 | | 0 |
| Lauter(RLWE) | 2-RLWE | 3-RLWE |
| --- | --- | --- |
| n | | |
| (N+F−1)hRLWE | (N+F−1)h2−RLWE | (N+F−1)hI3−RLWE | | | numberofciphertexts | | |
| --- | --- | --- |
| (N+F)I | 2I | 2 |
| ciphertextsproducts | | |
| NFI | I | 1 | | 1 |
| Lauter(RLWE) | 2-RLWE | 3-RLWE |
| --- | --- | --- |
| n | | |
| (N+F−1)hRLWE | (N+F−1)h2−RLWE | (N+F−1)hI3−RLWE | | | Lauter(RLWE) | 2-RLWE | 3-RLWE |
| --- | --- | --- |
| n | | |
| (2N−1)hRLWE | (2N−1)h2−RLWE | (2N−1)hI3−RLWE |
| numberofciphertexts | | |
| 2NI | 2I | 2 |
| ciphertextsproducts | | |
| NI | I | 1 | | 0 |
| Lauter(RLWE) | 2-RLWE | 3-RLWE |
| --- | --- | --- |
| n | | |
| (N+F−1)hRLWE | (N+F−1)h2−RLWE | (N+F−1)hI3−RLWE |
| numberofciphertexts | | |
| (N+F)I | 2I | 2 | | | ciphertextsproducts | | |
| --- | --- | --- |
| NFI | I | 1 | | 1 |
| Lauter(RLWE) | 2-RLWE | 3-RLWE |
| --- | --- | --- |
| n | | |
| (N+F−1)hRLWE | (N+F−1)h2−RLWE | (N+F−1)hI3−RLWE |
| numberofciphertexts | | |
| (N+F)I | 2I | 2 | | | (2N−1)hRLWE | (2N−1)h2−RLWE | (2N−1)hI3−RLWE |
| --- | --- | --- |
| numberofciphertexts | | |
| 2NI | 2I | 2 |
| ciphertextsproducts | | |
| NI | I | 1 | | 0 |
| Events | AUC(miSVM) | AUC(BP-MIL) |
| --- | --- | --- |
| Cheering | 0.588 | 0.669 |
| Children’sVoices | 0.665 | 0.705 |
| Clanking | 0.925 | 0.645 |
| Clapping | 0.585 | 0.626 |
| Drums | 0.680 | 0.628 |
| EngineNoise | 0.603 | 0.652 |
| Hammering | 0.542 | 0.572 |
| Laughing | 0.548 | 0.581 | | | MarchingBand | 0.758 | 0.701 |
| --- | --- | --- |
| Scraping | 0.684 | 0.724 |
| Mean | 0.658 | 0.650 | | 1 |
| Events | AUC(miSVM) | AUC(BP-MIL) |
| --- | --- | --- |
| Cheering | 0.588 | 0.669 |
| Children’sVoices | 0.665 | 0.705 |
| Clanking | 0.925 | 0.645 |
| Clapping | 0.585 | 0.626 |
| Drums | 0.680 | 0.628 |
| EngineNoise | 0.603 | 0.652 |
| Hammering | 0.542 | 0.572 |
| Laughing | 0.548 | 0.581 | | | Events | AUC(F)64 | AUC([F,M])6464 |
| --- | --- | --- |
| Cheering | 0.632 | 0.668 |
| Children’sVoices | 0.678 | 0.723 |
| Clanking | 0.714 | 0.859 |
| Clapping | 0.646 | 0.680 |
| Drums | 0.60 | 0.639 |
| EngineNoise | 0.623 | 0.575 |
| Hammering | 0.557 | 0.660 |
| Laughing | 0.527 | 0.641 |
| MarchingBand | 0.551 | 0.745 |
| Scraping | 0.723 | 0.744 |
| Mean | 0.625 | 0.693 | | 0 |
| Events | AUC(miSVM) | AUC(BP-MIL) |
| --- | --- | --- |
| Cheering | 0.588 | 0.669 | | | Children’sVoices | 0.665 | 0.705 |
| --- | --- | --- |
| Clanking | 0.925 | 0.645 |
| Clapping | 0.585 | 0.626 |
| Drums | 0.680 | 0.628 |
| EngineNoise | 0.603 | 0.652 |
| Hammering | 0.542 | 0.572 |
| Laughing | 0.548 | 0.581 |
| MarchingBand | 0.758 | 0.701 |
| Scraping | 0.684 | 0.724 |
| Mean | 0.658 | 0.650 | | 1 |
| Events | AUC(miSVM) | AUC(BP-MIL) |
| --- | --- | --- |
| Cheering | 0.588 | 0.669 | | | Clapping | 0.646 | 0.680 |
| --- | --- | --- |
| Drums | 0.60 | 0.639 |
| EngineNoise | 0.623 | 0.575 |
| Hammering | 0.557 | 0.660 |
| Laughing | 0.527 | 0.641 |
| MarchingBand | 0.551 | 0.745 |
| Scraping | 0.723 | 0.744 |
| Mean | 0.625 | 0.693 | | 0 |
| Method | IOUthreshold=0.5 | IOUthreshold=0.7 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| R | P | F | R | P | F | |
| RR | 0.764 | 0.822 | 0.792 | 0.613 | 0.574 | 0.593 |
| Quad | 0.767 | 0.872 | 0.817 | 0.577 | 0.676 | 0.623 | | | RRMS | 0.766 | 0.875 | 0.817 | 0.569 | 0.623 | 0.594 |
| --- | --- | --- | --- | --- | --- | --- |
| QuadMS | 0.785 | 0.878 | 0.829 | 0.617 | 0.690 | 0.651 | | 1 |
| Method | IOUthreshold=0.5 | IOUthreshold=0.7 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| R | P | F | R | P | F | |
| RR | 0.764 | 0.822 | 0.792 | 0.613 | 0.574 | 0.593 |
| Quad | 0.767 | 0.872 | 0.817 | 0.577 | 0.676 | 0.623 | | | Method | LFW-a4× | LFW-a8× | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PSNR | SSIM | IFC | WPSNR | NQM | PSNR | SSIM | IFC | WPSNR | NQM | |
| NN | 24.16 | 0.687 | 1.23 | 33.55 | 7.99 | 20.56 | 0.441 | 0.38 | 27.22 | 4.43 |
| Bicubic | 26.62 | 0.796 | 1.84 | 34.61 | 10.72 | 22.16 | 0.575 | 0.77 | 28.38 | 6.13 |
| KK | 27.53 | 0.826 | 2.07 | 36.04 | 11.55 | 22.75 | 0.603 | 0.84 | 29.14 | 6.70 |
| SRCNN | 27.55 | 0.827 | 2.03 | 36.12 | 11.55 | 22.74 | 0.607 | 0.83 | 29.08 | 6.66 |
| LSF | 22.98 | 0.601 | 0.80 | 29.95 | 7.01 | 20.02 | 0.434 | 0.41 | 26.44 | 4.01 |
| MZQ | 26.36 | 0.784 | 1.61 | 34.10 | 10.69 | 22.64 | 0.621 | 0.83 | 29.11 | 6.89 |
| YLY | 25.52 | 0.750 | 1.54 | 33.62 | 9.51 | 20.80 | 0.500 | 0.59 | 27.30 | 4.82 |
| BCCNN | 26.63 | 0.800 | 1.81 | 34.57 | 10.90 | 22.72 | 0.627 | 0.90 | 29.08 | 6.89 |
| GLN | 28.82 | 0.863 | 2.35 | 37.80 | 13.01 | 24.07 | 0.688 | 1.12 | 30.75 | 8.19 | | 0 |
| Method | IOUthreshold=0.5 | IOUthreshold=0.7 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| R | P | F | R | P | F | |
| RR | 0.764 | 0.822 | 0.792 | 0.613 | 0.574 | 0.593 | | | Quad | 0.767 | 0.872 | 0.817 | 0.577 | 0.676 | 0.623 |
| --- | --- | --- | --- | --- | --- | --- |
| RRMS | 0.766 | 0.875 | 0.817 | 0.569 | 0.623 | 0.594 |
| QuadMS | 0.785 | 0.878 | 0.829 | 0.617 | 0.690 | 0.651 | | 1 |
| Method | IOUthreshold=0.5 | IOUthreshold=0.7 | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| R | P | F | R | P | F | |
| RR | 0.764 | 0.822 | 0.792 | 0.613 | 0.574 | 0.593 | | | SRCNN | 27.55 | 0.827 | 2.03 | 36.12 | 11.55 | 22.74 | 0.607 | 0.83 | 29.08 | 6.66 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| LSF | 22.98 | 0.601 | 0.80 | 29.95 | 7.01 | 20.02 | 0.434 | 0.41 | 26.44 | 4.01 |
| MZQ | 26.36 | 0.784 | 1.61 | 34.10 | 10.69 | 22.64 | 0.621 | 0.83 | 29.11 | 6.89 |
| YLY | 25.52 | 0.750 | 1.54 | 33.62 | 9.51 | 20.80 | 0.500 | 0.59 | 27.30 | 4.82 |
| BCCNN | 26.63 | 0.800 | 1.81 | 34.57 | 10.90 | 22.72 | 0.627 | 0.90 | 29.08 | 6.89 |
| GLN | 28.82 | 0.863 | 2.35 | 37.80 | 13.01 | 24.07 | 0.688 | 1.12 | 30.75 | 8.19 | | 0 |
| 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 | | 1 |
| 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 | | | | kNN | RDF | CNN | CNN+LF |
| --- | --- | --- | --- | --- |
| Chores | 33.10 | 17.24 | 00.69 | 20.00 |
| Driving | 55.07 | 60.87 | 98.55 | 96.62 |
| Cooking | 25.66 | 35.53 | 47.37 | 60.53 |
| Exercising | 44.00 | 63.00 | 69.00 | 73.00 |
| Reading | 68.55 | 49.12 | 30.04 | 53.36 |
| Presentation | 80.00 | 72.35 | 80.59 | 87.06 |
| Dogs | 62.17 | 44.35 | 55.65 | 66.09 |
| Resting | 72.73 | 54.55 | 27.27 | 45.45 |
| Eating | 77.14 | 75.75 | 82.05 | 83.12 |
| Working | 91.10 | 96.42 | 93.49 | 95.19 |
| Chatting | 21.74 | 04.35 | 00.00 | 17.39 |
| TV | 77.38 | 75.79 | 81.75 | 81.75 |
| Meeting | 68.73 | 61.00 | 73.36 | 81.47 |
| Cleaning | 26.56 | 30.47 | 38.28 | 46.09 |
| Socializing | 52.85 | 37.31 | 31.60 | 45.08 |
| Shopping | 40.16 | 27.87 | 63.93 | 64.75 |
| Biking | 19.57 | 23.19 | 78.26 | 81.88 |
| Family | 70.82 | 87.42 | 86.69 | 90.15 |
| Hygiene | 52.36 | 46.85 | 51.57 | 62.60 |
| Avg.ClassAccuracy | 54.72 | 50.71 | 57.38 | 65.87 |
| TotalAccuracy | 73.07 | 76.06 | 78.56 | 83.07 | | 0 |
| 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 | | 1 |
| 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 | | | Meeting | 68.73 | 61.00 | 73.36 | 81.47 |
| --- | --- | --- | --- | --- |
| Cleaning | 26.56 | 30.47 | 38.28 | 46.09 |
| Socializing | 52.85 | 37.31 | 31.60 | 45.08 |
| Shopping | 40.16 | 27.87 | 63.93 | 64.75 |
| Biking | 19.57 | 23.19 | 78.26 | 81.88 |
| Family | 70.82 | 87.42 | 86.69 | 90.15 |
| Hygiene | 52.36 | 46.85 | 51.57 | 62.60 |
| Avg.ClassAccuracy | 54.72 | 50.71 | 57.38 | 65.87 |
| TotalAccuracy | 73.07 | 76.06 | 78.56 | 83.07 | | 0 |
| Methodno. | Rank/Score | F-Measure | pseudoF-Measure | PSNR | DRD |
| --- | --- | --- | --- | --- | --- |
| 1 | 1/51.3792 | 88.55 | 92.25 | 18.28 | 5.57 |
| 2 | 3/50.2433 | 86.79 | 86.29 | 17.64 | 6.08 |
| 3 | 2/50.7329 | 87.30 | 89.50 | 17.95 | 5.87 | | | Otsu | - | 77.75 | 79.98 | 15.42 | 31.11 |
| --- | --- | --- | --- | --- | --- |
| GridbasedSauvola | - | 85.29 | 87.75 | 17.73 | 9.99 |
| ESBK | - | 84.03 | 86.43 | 17.60 | 14.79 |
| Su’smethod | - | 88.21 | 88.82 | 18.27 | 5.44 |
| PC | - | 90.19 | 91.35 | 19.89 | 5.23 |
| Howe | - | 89.58 | 91.88 | 18.53 | 4.11 | | 1 |
| Methodno. | Rank/Score | F-Measure | pseudoF-Measure | PSNR | DRD |
| --- | --- | --- | --- | --- | --- |
| 1 | 1/51.3792 | 88.55 | 92.25 | 18.28 | 5.57 |
| 2 | 3/50.2433 | 86.79 | 86.29 | 17.64 | 6.08 |
| 3 | 2/50.7329 | 87.30 | 89.50 | 17.95 | 5.87 | | | Method | Rank1 | Rank5 | Rank10 | Rank20 |
| --- | --- | --- | --- | --- |
| SDALF | 9.9 | 22.6 | 30.3 | 41.0 |
| eSDC | 19.7 | 32.7 | 40.3 | 50.6 |
| LMNN | 13.5 | 31.3 | 42.3 | 54.1 |
| ITML | 16.0 | 35.2 | 45.6 | 59.8 |
| SalMatch | 28.5 | 45.9 | 55.7 | 68.0 |
| Midlevel | 34.3 | 55.1 | 65.0 | 74.9 |
| Ours | 29.2 | 54.7 | 66.3 | 77.6 |
| MetricEnsembles | 53.4 | 76.7 | 84.4 | 90.1 |
| Ours+kLFDA | 39.5 | 62.1 | 74.3 | 82.9 | | 0 |
| Methodno. | Rank/Score | F-Measure | pseudoF-Measure | PSNR | DRD |
| --- | --- | --- | --- | --- | --- |
| 1 | 1/51.3792 | 88.55 | 92.25 | 18.28 | 5.57 |
| 2 | 3/50.2433 | 86.79 | 86.29 | 17.64 | 6.08 |
| 3 | 2/50.7329 | 87.30 | 89.50 | 17.95 | 5.87 | | | Otsu | - | 77.75 | 79.98 | 15.42 | 31.11 |
| --- | --- | --- | --- | --- | --- |
| GridbasedSauvola | - | 85.29 | 87.75 | 17.73 | 9.99 |
| ESBK | - | 84.03 | 86.43 | 17.60 | 14.79 |
| Su’smethod | - | 88.21 | 88.82 | 18.27 | 5.44 |
| PC | - | 90.19 | 91.35 | 19.89 | 5.23 |
| Howe | - | 89.58 | 91.88 | 18.53 | 4.11 | | 1 |
| Methodno. | Rank/Score | F-Measure | pseudoF-Measure | PSNR | DRD |
| --- | --- | --- | --- | --- | --- |
| 1 | 1/51.3792 | 88.55 | 92.25 | 18.28 | 5.57 |
| 2 | 3/50.2433 | 86.79 | 86.29 | 17.64 | 6.08 |
| 3 | 2/50.7329 | 87.30 | 89.50 | 17.95 | 5.87 | | | SalMatch | 28.5 | 45.9 | 55.7 | 68.0 |
| --- | --- | --- | --- | --- |
| Midlevel | 34.3 | 55.1 | 65.0 | 74.9 |
| Ours | 29.2 | 54.7 | 66.3 | 77.6 |
| MetricEnsembles | 53.4 | 76.7 | 84.4 | 90.1 |
| Ours+kLFDA | 39.5 | 62.1 | 74.3 | 82.9 | | 0 |
| dataset | ODT-adsub | ODT-greedy | ODT-ml |
| --- | --- | --- | --- |
| SYN-50 | 2.75 | 27.50 | 21.00 | | | SYN-100 | 2.75 | 52.50 | 21.64 |
| --- | --- | --- | --- |
| SYN-150 | 2.75 | 77.50 | 56.43 |
| SYN-200 | 2.75 | 102.5 | 53.01 |
| SYN-250 | 2.75 | 127.5 | 69.52 | | 1 |
| dataset | ODT-adsub | ODT-greedy | ODT-ml |
| --- | --- | --- | --- |
| SYN-50 | 2.75 | 27.50 | 21.00 | | | DataSet | \|D\| | \|Q\| | Vm | Em | d | Scale-free |
| --- | --- | --- | --- | --- | --- | --- |
| AIDS | 1896 | 100 | 95 | 103 | 2.1 | Yes |
| Finger | 2159 | 114 | 26 | 26 | 1.7 | Yes |
| GREC | 1045 | 55 | 24 | 29 | 2.1 | Yes |
| AASD | 37995 | 100 | 93 | 99 | 2.1 | Yes |
| Syn-1 | 3430 | 70 | 100K | 1M | 9.6 | Yes |
| Syn-2 | 3430 | 70 | 100K | 1M | 9.4 | No | | 0 |
| dataset | ODT-adsub | ODT-greedy | ODT-ml |
| --- | --- | --- | --- |
| SYN-50 | 2.75 | 27.50 | 21.00 |
| SYN-100 | 2.75 | 52.50 | 21.64 |
| SYN-150 | 2.75 | 77.50 | 56.43 | | | SYN-200 | 2.75 | 102.5 | 53.01 |
| --- | --- | --- | --- |
| SYN-250 | 2.75 | 127.5 | 69.52 | | 1 |
| dataset | ODT-adsub | ODT-greedy | ODT-ml |
| --- | --- | --- | --- |
| SYN-50 | 2.75 | 27.50 | 21.00 |
| SYN-100 | 2.75 | 52.50 | 21.64 |
| SYN-150 | 2.75 | 77.50 | 56.43 | | | AASD | 37995 | 100 | 93 | 99 | 2.1 | Yes |
| --- | --- | --- | --- | --- | --- | --- |
| Syn-1 | 3430 | 70 | 100K | 1M | 9.6 | Yes |
| Syn-2 | 3430 | 70 | 100K | 1M | 9.4 | No | | 0 |
| Offset<br>∆m | Theoretical<br>time[s] | Experimental<br>time[s] | Speedup |
| --- | --- | --- | --- |
| 0 | 1.486 | 1.548 | 1.000 | | | 4 | 1.470 | 1.470 | 1.053 |
| --- | --- | --- | --- |
| 6 | 1.401 | 1.374 | 1.127 |
| 7 | 1.422 | 1.361 | 1.137 |
| 8 | 1.386 | 1.364 | 1.135 |
| 9 | 1.398 | 1.348 | 1.148 |
| 10 | 1.397 | 1.352 | 1.145 |
| 11 | 1.429 | 1.372 | 1.129 |
| 12 | 1.402 | 1.368 | 1.131 | | 1 |
| Offset<br>∆m | Theoretical<br>time[s] | Experimental<br>time[s] | Speedup |
| --- | --- | --- | --- |
| 0 | 1.486 | 1.548 | 1.000 | | | Offset<br>∆m | Theoretical<br>time[s] | Experimental<br>time[s] | Speedup |
| --- | --- | --- | --- |
| 0 | 6.136 | 6.140 | 1.000 |
| 4 | 5.731 | 5.681 | 1.081 |
| 8 | 5.809 | 5.806 | 1.058 |
| 12 | 5.543 | 5.453 | 1.126 |
| 16 | 5.509 | 5.418 | 1.133 |
| 20 | 5.499 | 5.338 | 1.150 |
| 24 | 5.624 | 5.477 | 1.121 | | 0 |
| Offset<br>∆m | Theoretical<br>time[s] | Experimental<br>time[s] | Speedup |
| --- | --- | --- | --- |
| 0 | 1.486 | 1.548 | 1.000 |
| 4 | 1.470 | 1.470 | 1.053 |
| 6 | 1.401 | 1.374 | 1.127 |
| 7 | 1.422 | 1.361 | 1.137 | | | 8 | 1.386 | 1.364 | 1.135 |
| --- | --- | --- | --- |
| 9 | 1.398 | 1.348 | 1.148 |
| 10 | 1.397 | 1.352 | 1.145 |
| 11 | 1.429 | 1.372 | 1.129 |
| 12 | 1.402 | 1.368 | 1.131 | | 1 |
| Offset<br>∆m | Theoretical<br>time[s] | Experimental<br>time[s] | Speedup |
| --- | --- | --- | --- |
| 0 | 1.486 | 1.548 | 1.000 |
| 4 | 1.470 | 1.470 | 1.053 |
| 6 | 1.401 | 1.374 | 1.127 |
| 7 | 1.422 | 1.361 | 1.137 | | | 16 | 5.509 | 5.418 | 1.133 |
| --- | --- | --- | --- |
| 20 | 5.499 | 5.338 | 1.150 |
| 24 | 5.624 | 5.477 | 1.121 | | 0 |
| Reference | Addition | Deletion |
| --- | --- | --- |
| | Changebuffering | Changebuffering |
| | NA | NA | | | | Changebuffering | Doesnotdelete |
| --- | --- | --- |
| | NA | NA |
| | NA | NA |
| | NA | NA |
| | Burstsofvertex/edgeaddition | NA |
| | Preferentialattachmentandchangebuffering | Randomdeletion,preferentialdeletionandchangebuffering | | 1 |
| Reference | Addition | Deletion |
| --- | --- | --- |
| | Changebuffering | Changebuffering |
| | NA | NA | | | Reference | #vertices | #edges | UsedRAM | #msgs/iteration | Datatransferperiteration/replication |
| --- | --- | --- | --- | --- | --- |
| | 100M | 3.7T | 14GB | NA | NA |
| | 17M | 70M | <2GB | NA | 16GB |
| | NA | NA | NA | NA | NA |
| | 4.7M | 70M | ¡75GB | NA | NA |
| | 8M | 29M | <512GB | 100000 | NA |
| | 21G | 160G | 1.46TB | NA | NA |
| | 1.8M | 18M | <12GB | <8M | NA |
| | 40M | 1.4T | 14GB | NA | NA |
| | 100M | 600M | 3TB | 1.2G | 0.3TB | | 0 |
| Reference | Addition | Deletion |
| --- | --- | --- |
| | Changebuffering | Changebuffering |
| | NA | NA | | | | Changebuffering | Doesnotdelete |
| --- | --- | --- |
| | NA | NA |
| | NA | NA |
| | NA | NA |
| | Burstsofvertex/edgeaddition | NA |
| | Preferentialattachmentandchangebuffering | Randomdeletion,preferentialdeletionandchangebuffering | | 1 |
| Reference | Addition | Deletion |
| --- | --- | --- |
| | Changebuffering | Changebuffering |
| | NA | NA | | | | 4.7M | 70M | ¡75GB | NA | NA |
| --- | --- | --- | --- | --- | --- |
| | 8M | 29M | <512GB | 100000 | NA |
| | 21G | 160G | 1.46TB | NA | NA |
| | 1.8M | 18M | <12GB | <8M | NA |
| | 40M | 1.4T | 14GB | NA | NA |
| | 100M | 600M | 3TB | 1.2G | 0.3TB | | 0 |
| Concept | ∆S | p | p | µ0 | c | W<br>wwwδδδtastecolorshape | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Pear | ∆ | (0.50,0.40,0.35) | (0.70,0.60,0.45) | 1.0 | 12.0 | 0.50 | 1.25 | 1.25 |
| Orange | ∆ | (0.80,0.90,0.60) | (0.90,1.00,0.70) | 1.0 | 15.0 | 1.00 | 1.00 | 1.00 |
| Lemon | ∆ | (0.70,0.45,0.00) | (0.80,0.55,0.10) | 1.0 | 20.0 | 0.50 | 0.50 | 2.00 |
| Granny<br>Smith | ∆ | (0.55,0.70,0.35) | (0.60,0.80,0.45) | 1.0 | 25.0 | 1.00 | 1.00 | 1.00 | | | Apple | ∆ | (0.50,0.65,0.35)<br>(0.65,0.65,0.40)<br>(0.70,0.65,0.45) | (0.80,0.80,0.50)<br>(0.85,0.80,0.55)<br>(1.00,0.80,0.60) | 1.0 | 10.0 | 0.50 | 1.50 | 1.00 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Red | {δ}color | (0.90,-∞,-∞) | (1.00,+∞,+∞) | 1.0 | 20.0 | 1.00 | – | – | | 1 |
| Concept | ∆S | p | p | µ0 | c | W<br>wwwδδδtastecolorshape | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Pear | ∆ | (0.50,0.40,0.35) | (0.70,0.60,0.45) | 1.0 | 12.0 | 0.50 | 1.25 | 1.25 |
| Orange | ∆ | (0.80,0.90,0.60) | (0.90,1.00,0.70) | 1.0 | 15.0 | 1.00 | 1.00 | 1.00 |
| Lemon | ∆ | (0.70,0.45,0.00) | (0.80,0.55,0.10) | 1.0 | 20.0 | 0.50 | 0.50 | 2.00 |
| Granny<br>Smith | ∆ | (0.55,0.70,0.35) | (0.60,0.80,0.45) | 1.0 | 25.0 | 1.00 | 1.00 | 1.00 | | | | L1MB | GS | TC-bw | TC | IAMB | IAMB1 | IAMB2 | IAMB3 | OR-SGBN |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Factors | 47.66 | 50.74 | 49.40 | 49.74 | 50.28 | 49.70 | 50.28 | 50.28 | 17.70 |
| Alarm | 36.04 | 37.72 | 36.86 | 39.24 | 40.96 | 37.30 | 40.96 | 40.96 | 23.14 |
| Barley | 71.70 | 72.30 | 72.60 | 80.76 | 82.96 | 69.76 | 82.96 | 82.96 | 48.70 |
| Carpo | 71.96 | 76.30 | 75.14 | 77.38 | 77.18 | 77.36 | 77.18 | 77.18 | 14.56 |
| Chain | 2.66 | 2.44 | 2.76 | 2.22 | 2.36 | 2.50 | 2.36 | 2.36 | 3.52 |
| Hailfinder | 60.00 | 62.04 | 63.16 | 65.42 | 66.40 | 60.90 | 66.40 | 66.40 | 28.66 |
| Insurance | 42.80 | 42.16 | 41.72 | 44.06 | 48.08 | 41.42 | 48.08 | 48.08 | 31.20 |
| Mildew | 46.22 | 46.46 | 45.46 | 49.82 | 52.48 | 44.82 | 52.48 | 52.48 | 33.86 |
| Water | 64.52 | 65.02 | 63.70 | 68.06 | 74.22 | 63.48 | 74.22 | 74.22 | 46.74 | | 0 |
| Concept | ∆S | p | p | µ0 | c | W<br>wwwδδδtastecolorshape | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Pear | ∆ | (0.50,0.40,0.35) | (0.70,0.60,0.45) | 1.0 | 12.0 | 0.50 | 1.25 | 1.25 | | | Orange | ∆ | (0.80,0.90,0.60) | (0.90,1.00,0.70) | 1.0 | 15.0 | 1.00 | 1.00 | 1.00 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Lemon | ∆ | (0.70,0.45,0.00) | (0.80,0.55,0.10) | 1.0 | 20.0 | 0.50 | 0.50 | 2.00 |
| Granny<br>Smith | ∆ | (0.55,0.70,0.35) | (0.60,0.80,0.45) | 1.0 | 25.0 | 1.00 | 1.00 | 1.00 |
| Apple | ∆ | (0.50,0.65,0.35)<br>(0.65,0.65,0.40)<br>(0.70,0.65,0.45) | (0.80,0.80,0.50)<br>(0.85,0.80,0.55)<br>(1.00,0.80,0.60) | 1.0 | 10.0 | 0.50 | 1.50 | 1.00 |
| Red | {δ}color | (0.90,-∞,-∞) | (1.00,+∞,+∞) | 1.0 | 20.0 | 1.00 | – | – | | 1 |
| Concept | ∆S | p | p | µ0 | c | W<br>wwwδδδtastecolorshape | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Pear | ∆ | (0.50,0.40,0.35) | (0.70,0.60,0.45) | 1.0 | 12.0 | 0.50 | 1.25 | 1.25 | | | Carpo | 71.96 | 76.30 | 75.14 | 77.38 | 77.18 | 77.36 | 77.18 | 77.18 | 14.56 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Chain | 2.66 | 2.44 | 2.76 | 2.22 | 2.36 | 2.50 | 2.36 | 2.36 | 3.52 |
| Hailfinder | 60.00 | 62.04 | 63.16 | 65.42 | 66.40 | 60.90 | 66.40 | 66.40 | 28.66 |
| Insurance | 42.80 | 42.16 | 41.72 | 44.06 | 48.08 | 41.42 | 48.08 | 48.08 | 31.20 |
| Mildew | 46.22 | 46.46 | 45.46 | 49.82 | 52.48 | 44.82 | 52.48 | 52.48 | 33.86 |
| Water | 64.52 | 65.02 | 63.70 | 68.06 | 74.22 | 63.48 | 74.22 | 74.22 | 46.74 | | 0 |
| Domain | Count |
| --- | --- |
| tinyurl.com | 1,179,369 |
| google.com | 562,557 | | | bit.ly | 328,016 |
| --- | --- |
| dietagolder670.ru | 54,585 |
| goroskopsiris2346.ru | 54,414 |
| dietagoliu4758.ru | 52,992 |
| dietaseru858.ru | 51,894 | | 1 |
| Domain | Count |
| --- | --- |
| tinyurl.com | 1,179,369 |
| google.com | 562,557 | | | Referrer | Clicks |
| --- | --- |
| http://www.google.com | 980 |
| http://m.facebook.com | 670 |
| http://fasebook.c0m.at | 640 |
| http://www.facebook.com | 550 |
| http://www.clixsense.com | 220 |
| http://www.youtube.com | 181 |
| http://servinox.com.co | 132 |
| http://www.akihabarashop.jp | 130 |
| http://dflogins.1s.fr | 91 |
| http://www.google.ro | 90 | | 0 |
| Domain | Count |
| --- | --- |
| tinyurl.com | 1,179,369 | | | google.com | 562,557 |
| --- | --- |
| bit.ly | 328,016 |
| dietagolder670.ru | 54,585 |
| goroskopsiris2346.ru | 54,414 |
| dietagoliu4758.ru | 52,992 |
| dietaseru858.ru | 51,894 | | 1 |
| Domain | Count |
| --- | --- |
| tinyurl.com | 1,179,369 | | | http://www.clixsense.com | 220 |
| --- | --- |
| http://www.youtube.com | 181 |
| http://servinox.com.co | 132 |
| http://www.akihabarashop.jp | 130 |
| http://dflogins.1s.fr | 91 |
| http://www.google.ro | 90 | | 0 |
| track | cc | cc(RG) | L | LRG | σ |
| --- | --- | --- | --- | --- | --- |
| J.Hendrix–RedHouse | 0.24 | 0.02 | 3.37 | 5.00 | 17.8 |
| M.Davis–SoWhat | 0.32 | 0.05 | 2.51 | 4.22 | 10.7 |
| J.Coltrane–GiantSteps | 0.40 | 0.07 | 4.56 | 4.42 | 5.5 | | | N.Paganini–Capriceno.24 | 0.20 | 0.01 | 3.71 | 5.55 | 29.9 |
| --- | --- | --- | --- | --- | --- |
| N.Rimsky-Korsakov–FlightoftheBumblebee | 0.25 | 0.03 | 2.60 | 4.37 | 14 |
| E.Clapton(Cream)–Crossroads(2ndsolo) | 0.40 | 0.04 | 3.68 | 4.29 | 11.6 |
| B.B.King–WorriedLifeBlues | 0.09 | 0.05 | 3.04 | 3.58 | 2.1 |
| PinkFloyd–Comfortablynumb(1stsolo) | 0.06 | 0.03 | 4.30 | 4.03 | 1.9 | | 1 |
| track | cc | cc(RG) | L | LRG | σ |
| --- | --- | --- | --- | --- | --- |
| J.Hendrix–RedHouse | 0.24 | 0.02 | 3.37 | 5.00 | 17.8 |
| M.Davis–SoWhat | 0.32 | 0.05 | 2.51 | 4.22 | 10.7 |
| J.Coltrane–GiantSteps | 0.40 | 0.07 | 4.56 | 4.42 | 5.5 | | | song | cc | cc(RG) | avgdist | avgdist(RG) |
| --- | --- | --- | --- | --- |
| B.B.King–Rockmebaby | 0.41 | 0.11 | 2.17 | 3.26 |
| D.Gilmour(PinkFloyd)–Comfortablynumb(1stsolo) | 0.06 | 0.03 | 4.30 | 4.03 |
| E.Clapton(Cream)–Crossroads(2ndsolo) | 0.40 | 0.04 | 3.68 | 4.29 |
| J.Hendrix–RedHouse | 0.24 | 0.02 | 3.37 | 5.00 | | 0 |
| track | cc | cc(RG) | L | LRG | σ |
| --- | --- | --- | --- | --- | --- |
| J.Hendrix–RedHouse | 0.24 | 0.02 | 3.37 | 5.00 | 17.8 | | | M.Davis–SoWhat | 0.32 | 0.05 | 2.51 | 4.22 | 10.7 |
| --- | --- | --- | --- | --- | --- |
| J.Coltrane–GiantSteps | 0.40 | 0.07 | 4.56 | 4.42 | 5.5 |
| N.Paganini–Capriceno.24 | 0.20 | 0.01 | 3.71 | 5.55 | 29.9 |
| N.Rimsky-Korsakov–FlightoftheBumblebee | 0.25 | 0.03 | 2.60 | 4.37 | 14 |
| E.Clapton(Cream)–Crossroads(2ndsolo) | 0.40 | 0.04 | 3.68 | 4.29 | 11.6 |
| B.B.King–WorriedLifeBlues | 0.09 | 0.05 | 3.04 | 3.58 | 2.1 |
| PinkFloyd–Comfortablynumb(1stsolo) | 0.06 | 0.03 | 4.30 | 4.03 | 1.9 | | 1 |
| track | cc | cc(RG) | L | LRG | σ |
| --- | --- | --- | --- | --- | --- |
| J.Hendrix–RedHouse | 0.24 | 0.02 | 3.37 | 5.00 | 17.8 | | | D.Gilmour(PinkFloyd)–Comfortablynumb(1stsolo) | 0.06 | 0.03 | 4.30 | 4.03 |
| --- | --- | --- | --- | --- |
| E.Clapton(Cream)–Crossroads(2ndsolo) | 0.40 | 0.04 | 3.68 | 4.29 |
| J.Hendrix–RedHouse | 0.24 | 0.02 | 3.37 | 5.00 | | 0 |
| | Prec@1 | Prec@5 | Prec@10 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | test | train | unseen | test | train | unseen | test | train | unseen |
| Airport | 0.90 | 0.98 | 0.54 | 0.96 | 0.99 | 0.70 | 0.99 | 1 | 0.79 |
| Astronaut | 0.91 | 0.96 | 0.88 | 0.97 | 0.99 | 0.98 | 0.98 | 1 | 0.98 |
| Building | 0.89 | 0.99 | 0.77 | 0.94 | 1 | 0.90 | 0.97 | 1 | 0.95 |
| City | 0.73 | 0.98 | 0.93 | 0.93 | 1 | 0.98 | 0.96 | 1 | 1 |
| ComicsCharacter | 0.76 | 0.99 | 0.29 | 0.97 | 1 | 0.80 | 0.98 | 1 | 0.97 |
| Food | 0.85 | 0.94 | 0.69 | 0.94 | 0.98 | 0.90 | 0.94 | 0.98 | 0.91 | | | Monument | 0.94 | 1 | 0.90 | 0.98 | 1 | 0.98 | 1 | 1 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SportTeam | 0.90 | 1 | 0.66 | 0.97 | 1 | 0.83 | 0.99 | 1 | 0.92 |
| University | 0.95 | 1 | 0.93 | 0.99 | 1 | 1 | 1 | 1 | 1 |
| WrittenWork | 0.88 | 0.95 | 0.63 | 0.97 | 0.99 | 0.79 | 0.99 | 0.99 | 0.86 | | 1 |
| | Prec@1 | Prec@5 | Prec@10 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | test | train | unseen | test | train | unseen | test | train | unseen |
| Airport | 0.90 | 0.98 | 0.54 | 0.96 | 0.99 | 0.70 | 0.99 | 1 | 0.79 |
| Astronaut | 0.91 | 0.96 | 0.88 | 0.97 | 0.99 | 0.98 | 0.98 | 1 | 0.98 |
| Building | 0.89 | 0.99 | 0.77 | 0.94 | 1 | 0.90 | 0.97 | 1 | 0.95 |
| City | 0.73 | 0.98 | 0.93 | 0.93 | 1 | 0.98 | 0.96 | 1 | 1 |
| ComicsCharacter | 0.76 | 0.99 | 0.29 | 0.97 | 1 | 0.80 | 0.98 | 1 | 0.97 |
| Food | 0.85 | 0.94 | 0.69 | 0.94 | 0.98 | 0.90 | 0.94 | 0.98 | 0.91 | | | Class | mEAS | CorLoc | Class | mEAS | CorLoc |
| --- | --- | --- | --- | --- | --- |
| bus | 0.306 | 0.699 | car | 0.262 | 0.750 |
| tv | 0.254 | 0.582 | aero | 0.220 | 0.685 |
| mbike | 0.206 | 0.829 | train | 0.206 | 0.628 |
| horse | 0.195 | 0.672 | cow | 0.185 | 0.681 |
| boat | 0.177 | 0.343 | sheep | 0.176 | 0.719 |
| bike | 0.170 | 0.675 | bird | 0.170 | 0.567 |
| sofa | 0.165 | 0.620 | plant | 0.163 | 0.437 |
| person | 0.162 | 0.288 | bottle | 0.150 | 0.328 |
| cat | 0.143 | 0.457 | dog | 0.135 | 0.406 |
| chair | 0.093 | 0.171 | table | 0.052 | 0.305 | | 0 |
| | Prec@1 | Prec@5 | Prec@10 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | test | train | unseen | test | train | unseen | test | train | unseen |
| Airport | 0.90 | 0.98 | 0.54 | 0.96 | 0.99 | 0.70 | 0.99 | 1 | 0.79 |
| Astronaut | 0.91 | 0.96 | 0.88 | 0.97 | 0.99 | 0.98 | 0.98 | 1 | 0.98 |
| Building | 0.89 | 0.99 | 0.77 | 0.94 | 1 | 0.90 | 0.97 | 1 | 0.95 |
| City | 0.73 | 0.98 | 0.93 | 0.93 | 1 | 0.98 | 0.96 | 1 | 1 |
| ComicsCharacter | 0.76 | 0.99 | 0.29 | 0.97 | 1 | 0.80 | 0.98 | 1 | 0.97 |
| Food | 0.85 | 0.94 | 0.69 | 0.94 | 0.98 | 0.90 | 0.94 | 0.98 | 0.91 | | | Monument | 0.94 | 1 | 0.90 | 0.98 | 1 | 0.98 | 1 | 1 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SportTeam | 0.90 | 1 | 0.66 | 0.97 | 1 | 0.83 | 0.99 | 1 | 0.92 |
| University | 0.95 | 1 | 0.93 | 0.99 | 1 | 1 | 1 | 1 | 1 |
| WrittenWork | 0.88 | 0.95 | 0.63 | 0.97 | 0.99 | 0.79 | 0.99 | 0.99 | 0.86 | | 1 |
| | Prec@1 | Prec@5 | Prec@10 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | test | train | unseen | test | train | unseen | test | train | unseen |
| Airport | 0.90 | 0.98 | 0.54 | 0.96 | 0.99 | 0.70 | 0.99 | 1 | 0.79 |
| Astronaut | 0.91 | 0.96 | 0.88 | 0.97 | 0.99 | 0.98 | 0.98 | 1 | 0.98 |
| Building | 0.89 | 0.99 | 0.77 | 0.94 | 1 | 0.90 | 0.97 | 1 | 0.95 |
| City | 0.73 | 0.98 | 0.93 | 0.93 | 1 | 0.98 | 0.96 | 1 | 1 |
| ComicsCharacter | 0.76 | 0.99 | 0.29 | 0.97 | 1 | 0.80 | 0.98 | 1 | 0.97 |
| Food | 0.85 | 0.94 | 0.69 | 0.94 | 0.98 | 0.90 | 0.94 | 0.98 | 0.91 | | | sofa | 0.165 | 0.620 | plant | 0.163 | 0.437 |
| --- | --- | --- | --- | --- | --- |
| person | 0.162 | 0.288 | bottle | 0.150 | 0.328 |
| cat | 0.143 | 0.457 | dog | 0.135 | 0.406 |
| chair | 0.093 | 0.171 | table | 0.052 | 0.305 | | 0 |
| Software | Bugs |
| --- | --- |
| Vim | viminfo:Illegalstartingchar | | | tar | Failusing’-C’optionextractingarchivewithemptydirectories |
| --- | --- |
| “Operationnotpermitted”whenextracting | |
| Thunderbird | Unabletolocatemailspoolfile |
| segmentationfault(coredumped) | |
| Firefox | Buserror(coredumped) |
| FatalIOerror(Operationnotpermitted)onXserver | | | 1 |
| Software | Bugs |
| --- | --- |
| Vim | viminfo:Illegalstartingchar | | | logged | gt | code |
| --- | --- | --- |
| patch | file | object |
| issue | lt | class |
| bugs | line | case |
| bug | os | method |
| problem | import | type |
| fix | print | list |
| fixed | call | set |
| days | read | objects |
| created | socket | change |
| time | path | imple |
| docu | data | functions |
| module | error | argument |
| docs | open | dict |
| added | windows | add |
| check | problem | def |
| doc | traceback | methods |
| doesnt | mailto | exception | | 0 |
| Software | Bugs |
| --- | --- |
| Vim | viminfo:Illegalstartingchar |
| tar | Failusing’-C’optionextractingarchivewithemptydirectories | | | “Operationnotpermitted”whenextracting | |
| --- | --- |
| Thunderbird | Unabletolocatemailspoolfile |
| segmentationfault(coredumped) | |
| Firefox | Buserror(coredumped) |
| FatalIOerror(Operationnotpermitted)onXserver | | | 1 |
| Software | Bugs |
| --- | --- |
| Vim | viminfo:Illegalstartingchar |
| tar | Failusing’-C’optionextractingarchivewithemptydirectories | | | module | error | argument |
| --- | --- | --- |
| docs | open | dict |
| added | windows | add |
| check | problem | def |
| doc | traceback | methods |
| doesnt | mailto | exception | | 0 |
| (1860):[orange,vanilla,almond] |
| --- |
| (1675):[vanilla,egg,orange] |
| (746):[vanilla,butter,egg] | | | (677):[raisin,orangejuice,orange] |
| --- |
| (522):[cream,vanilla,milk] |
| (156):[garlic,coriander,cayenne] |
| (95):[coriander,pepper,turmeric] |
| (70):[bread,tomato,cucumber] |
| (43):[bread,lamb,garlic] | | 1 |
| (1860):[orange,vanilla,almond] |
| --- |
| (1675):[vanilla,egg,orange] |
| (746):[vanilla,butter,egg] | | | OriginalIngredient | AlternativeIngredient | P(Japanese) | P(French) | #ofreplacement |
| --- | --- | --- | --- | --- |
| - | - | 0.974 | 0.000 | 0 |
| Mirin | Calvados | 0.552 | 0.009 | 1 |
| Vegetableoil | Oliveoil | 0.393 | 0.031 | 2 |
| Soysauce | Bouquetgarni | 0.011 | 0.976 | 3 |
| Greenonions | Freshtarragon | 0.000 | 0.997 | 4 |
| Egg | Meltedbutter | 0.000 | 0.999 | 5 | | 0 |
| (1860):[orange,vanilla,almond] |
| --- |
| (1675):[vanilla,egg,orange] |
| (746):[vanilla,butter,egg] |
| (677):[raisin,orangejuice,orange] |
| (522):[cream,vanilla,milk] | | | (156):[garlic,coriander,cayenne] |
| --- |
| (95):[coriander,pepper,turmeric] |
| (70):[bread,tomato,cucumber] |
| (43):[bread,lamb,garlic] | | 1 |
| (1860):[orange,vanilla,almond] |
| --- |
| (1675):[vanilla,egg,orange] |
| (746):[vanilla,butter,egg] |
| (677):[raisin,orangejuice,orange] |
| (522):[cream,vanilla,milk] | | | Soysauce | Bouquetgarni | 0.011 | 0.976 | 3 |
| --- | --- | --- | --- | --- |
| Greenonions | Freshtarragon | 0.000 | 0.997 | 4 |
| Egg | Meltedbutter | 0.000 | 0.999 | 5 | | 0 |
| Methods | aero | bicycle | boat | bus | car | chair | table | mbike | sofa | train |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| VDPM | 34.6 | 41.7 | 1.5 | 26.1 | 20.2 | 6.8 | 3.1 | 30.4 | 5.1 | 10.7 |
| DPM-VOC+VP | 37.4 | 43.9 | 0.3 | 48.6 | 36.9 | 6.1 | 2.1 | 31.8 | 11.8 | 11.1 |
| RCNN+Alex | 54.0 | 50.5 | 15.1 | 57.1 | 41.8 | 15.7 | 18.6 | 50.8 | 28.4 | 46.1 |
| VpKps | 63.1 | 59.4 | 23.0 | 69.8 | 55.2 | 25.1 | 24.3 | 61.1 | 43.8 | 59.4 | | | OursShare300 | 63.6 | 54.7 | 25.0 | 67.7 | 47.3 | 10.8 | 38.5 | 59.4 | 41.8 | 65.0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| OursShare500 | 64.6 | 62.1 | 26.8 | 70.0 | 51.4 | 11.3 | 40.7 | 62.7 | 40.6 | 65.9 |
| VDPM | 23.4 | 36.5 | 1.0 | 35.5 | 23.5 | 5.8 | 3.6 | 25.1 | 12.5 | 10.9 |
| DPM-VOC+VP | 28.6 | 40.3 | 0.2 | 38.0 | 36.6 | 9.4 | 2.6 | 32.0 | 11.0 | 9.8 |
| RCNN+Alex | 44.5 | 41.1 | 10.1 | 48.0 | 36.6 | 13.7 | 15.1 | 39.9 | 26.8 | 39.1 |
| VpKps | 57.5 | 54.8 | 18.9 | 59.4 | 51.5 | 24.7 | 20.5 | 59.5 | 43.7 | 53.3 |
| OursShare300 | 57.6 | 50.8 | 20.9 | 58.4 | 43.1 | 9.1 | 34.2 | 52.3 | 37.2 | 55.6 |
| OursShare500 | 58.6 | 56.4 | 19.9 | 62.4 | 45.2 | 10.6 | 34.7 | 58.6 | 38.8 | 61.2 |
| VDPM | 15.4 | 18.4 | 0.5 | 46.9 | 18.1 | 6.0 | 2.2 | 16.1 | 10.0 | 22.1 |
| DPM-VOC+VP | 15.9 | 22.9 | 0.3 | 49.0 | 29.6 | 6.1 | 2.3 | 16.7 | 7.1 | 20.2 |
| RCNN+Alex | 27.5 | 25.8 | 6.5 | 45.8 | 29.7 | 8.5 | 12.0 | 31.4 | 17.7 | 29.7 |
| VpKps | 46.6 | 42.0 | 12.7 | 64.6 | 42.7 | 20.8 | 18.5 | 38.8 | 33.5 | 42.5 |
| OursShare300 | 45.4 | 33.4 | 13.7 | 52.9 | 32.9 | 5.3 | 27.2 | 38.8 | 27.3 | 37.4 |
| OursShare500 | 45.9 | 39.6 | 14.0 | 54.0 | 35.4 | 7.4 | 26.4 | 40.4 | 29.2 | 41.5 |
| VDPM | 8.0 | 14.3 | 0.3 | 39.2 | 13.7 | 4.4 | 3.6 | 10.1 | 8.2 | 20.0 |
| DPM-VOC+VP | 9.7 | 16.7 | 2.2 | 42.1 | 24.6 | 4.2 | 2.1 | 10.5 | 4.1 | 20.7 |
| RCNN+Alex | 21.5 | 22.0 | 4.1 | 38.6 | 25.5 | 7.4 | 11.0 | 24.4 | 15.0 | 28.0 |
| VpKps | 37.0 | 33.4 | 10.0 | 54.1 | 40.0 | 17.5 | 19.9 | 34.3 | 28.9 | 43.9 |
| OursShare300 | 35.7 | 23.6 | 10.8 | 51.7 | 33.8 | 6.2 | 23.6 | 26.9 | 20.4 | 46.9 |
| OursShare500 | 33.4 | 29.4 | 9.2 | 54.7 | 35.7 | 5.5 | 22.9 | 30.3 | 27.5 | 44.1 | | 1 |
| Methods | aero | bicycle | boat | bus | car | chair | table | mbike | sofa | train |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| VDPM | 34.6 | 41.7 | 1.5 | 26.1 | 20.2 | 6.8 | 3.1 | 30.4 | 5.1 | 10.7 |
| DPM-VOC+VP | 37.4 | 43.9 | 0.3 | 48.6 | 36.9 | 6.1 | 2.1 | 31.8 | 11.8 | 11.1 |
| RCNN+Alex | 54.0 | 50.5 | 15.1 | 57.1 | 41.8 | 15.7 | 18.6 | 50.8 | 28.4 | 46.1 |
| VpKps | 63.1 | 59.4 | 23.0 | 69.8 | 55.2 | 25.1 | 24.3 | 61.1 | 43.8 | 59.4 | | | Methods | aeroplane | bicycle | boat | bottle | bus | car | chair | diningtable | motorbike | sofa | train | tvmonitor | Average |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ObjectDetection(AP) | | | | | | | | | | | | | |
| DPM | 42.2 | 49.6 | 6.0 | 20.0 | 54.1 | 38.3 | 15.0 | 9.0 | 33.1 | 18.9 | 36.4 | 33.2 | 29.6 |
| R-CNN | 72.4 | 68.7 | 34.0 | – | 73.0 | 62.3 | 33.0 | 35.2 | 70.7 | 49.6 | 70.1 | 57.2 | 56.9 |
| Oursw/oExtra | 76.3 | 73.4 | 43.4 | 44.7 | 74.5 | 63.3 | 35.4 | 32.4 | 74.9 | 51.9 | 74.1 | 60.9 | 58.8 |
| OursFull | 76.5 | 74.0 | 42.4 | 47.0 | 74.5 | 64.7 | 38.5 | 38.6 | 76.7 | 55.1 | 74.8 | 65.3 | 60.7 |
| JointObjectDetectionandPoseEstimation(4ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 34.6 | 41.7 | 1.5 | – | 26.1 | 20.2 | 6.8 | 3.1 | 30.4 | 5.1 | 10.7 | 34.7 | 19.5 |
| DPM-VOC+VP | 39.4 | 43.9 | 0.3 | – | 49.1 | 37.6 | 6.1 | 3.0 | 32.2 | 11.8 | 12.5 | 33.2 | 24.5 |
| Oursw/oExtra | 62.3 | 56.6 | 18.0 | – | 62.0 | 40.9 | 19.3 | 14.9 | 62.3 | 44.1 | 58.1 | 58.5 | 45.2 |
| OursFull | 61.4 | 60.4 | 21.1 | – | 63.0 | 48.7 | 23.8 | 17.4 | 60.7 | 47.8 | 55.9 | 62.3 | 47.5 |
| JointObjectDetectionandPoseEstimation(8ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 23.4 | 36.5 | 1.0 | – | 35.5 | 23.5 | 5.8 | 3.6 | 25.1 | 12.5 | 10.9 | 27.4 | 18.7 |
| DPM-VOC+VP | 29.7 | 42.6 | 0.4 | – | 39.5 | 36.8 | 9.4 | 2.6 | 32.9 | 11.0 | 10.3 | 28.6 | 22.2 |
| Oursw/oExtra | 45.9 | 25.5 | 11.1 | – | 37.7 | 34.6 | 15.2 | 7.4 | 37.1 | 33.0 | 42.5 | 24.3 | 28.6 |
| OursFull | 48.8 | 36.3 | 16.4 | – | 39.8 | 37.2 | 19.1 | 13.2 | 37.0 | 32.1 | 44.4 | 26.9 | 31.9 |
| JointObjectDetectionandPoseEstimation(16ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 15.4 | 18.4 | 0.5 | – | 46.9 | 18.1 | 6.0 | 2.2 | 16.1 | 10.0 | 22.1 | 16.3 | 15.6 |
| DPM-VOC+VP | 17.0 | 24.7 | 1.0 | – | 49.0 | 30.1 | 6.6 | 3.0 | 17.2 | 7.7 | 20.4 | 20.2 | 17.9 |
| Oursw/oExtra | 23.3 | 19.2 | 8.4 | – | 52.6 | 27.0 | 9.9 | 5.1 | 23.6 | 20.9 | 27.4 | 27.9 | 22.3 |
| OursFull | 28.0 | 23.7 | 10.7 | – | 50.8 | 31.4 | 14.3 | 9.4 | 23.4 | 19.5 | 30.7 | 27.8 | 24.5 |
| JointObjectDetectionandPoseEstimation(24ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 8.0 | 14.3 | 0.3 | – | 39.2 | 13.7 | 4.4 | 3.6 | 10.1 | 8.2 | 20.0 | 11.2 | 12.1 |
| DPM-VOC+VP | 10.6 | 16.7 | 2.2 | – | 43.5 | 25.4 | 4.4 | 2.3 | 11.3 | 4.9 | 22.4 | 14.4 | 14.4 |
| Oursw/oExtra | 18.9 | 10.5 | 6.7 | – | 34.3 | 23.3 | 8.3 | 6.5 | 20.6 | 17.5 | 33.8 | 17.0 | 17.9 |
| OursFull | 20.7 | 16.4 | 7.9 | – | 34.6 | 24.6 | 9.4 | 7.6 | 19.9 | 20.0 | 32.7 | 18.2 | 19.3 | | 0 |
| Methods | aero | bicycle | boat | bus | car | chair | table | mbike | sofa | train |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| VDPM | 34.6 | 41.7 | 1.5 | 26.1 | 20.2 | 6.8 | 3.1 | 30.4 | 5.1 | 10.7 |
| DPM-VOC+VP | 37.4 | 43.9 | 0.3 | 48.6 | 36.9 | 6.1 | 2.1 | 31.8 | 11.8 | 11.1 |
| RCNN+Alex | 54.0 | 50.5 | 15.1 | 57.1 | 41.8 | 15.7 | 18.6 | 50.8 | 28.4 | 46.1 |
| VpKps | 63.1 | 59.4 | 23.0 | 69.8 | 55.2 | 25.1 | 24.3 | 61.1 | 43.8 | 59.4 |
| OursShare300 | 63.6 | 54.7 | 25.0 | 67.7 | 47.3 | 10.8 | 38.5 | 59.4 | 41.8 | 65.0 |
| OursShare500 | 64.6 | 62.1 | 26.8 | 70.0 | 51.4 | 11.3 | 40.7 | 62.7 | 40.6 | 65.9 |
| VDPM | 23.4 | 36.5 | 1.0 | 35.5 | 23.5 | 5.8 | 3.6 | 25.1 | 12.5 | 10.9 |
| DPM-VOC+VP | 28.6 | 40.3 | 0.2 | 38.0 | 36.6 | 9.4 | 2.6 | 32.0 | 11.0 | 9.8 |
| RCNN+Alex | 44.5 | 41.1 | 10.1 | 48.0 | 36.6 | 13.7 | 15.1 | 39.9 | 26.8 | 39.1 |
| VpKps | 57.5 | 54.8 | 18.9 | 59.4 | 51.5 | 24.7 | 20.5 | 59.5 | 43.7 | 53.3 |
| OursShare300 | 57.6 | 50.8 | 20.9 | 58.4 | 43.1 | 9.1 | 34.2 | 52.3 | 37.2 | 55.6 |
| OursShare500 | 58.6 | 56.4 | 19.9 | 62.4 | 45.2 | 10.6 | 34.7 | 58.6 | 38.8 | 61.2 |
| VDPM | 15.4 | 18.4 | 0.5 | 46.9 | 18.1 | 6.0 | 2.2 | 16.1 | 10.0 | 22.1 |
| DPM-VOC+VP | 15.9 | 22.9 | 0.3 | 49.0 | 29.6 | 6.1 | 2.3 | 16.7 | 7.1 | 20.2 | | | RCNN+Alex | 27.5 | 25.8 | 6.5 | 45.8 | 29.7 | 8.5 | 12.0 | 31.4 | 17.7 | 29.7 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| VpKps | 46.6 | 42.0 | 12.7 | 64.6 | 42.7 | 20.8 | 18.5 | 38.8 | 33.5 | 42.5 |
| OursShare300 | 45.4 | 33.4 | 13.7 | 52.9 | 32.9 | 5.3 | 27.2 | 38.8 | 27.3 | 37.4 |
| OursShare500 | 45.9 | 39.6 | 14.0 | 54.0 | 35.4 | 7.4 | 26.4 | 40.4 | 29.2 | 41.5 |
| VDPM | 8.0 | 14.3 | 0.3 | 39.2 | 13.7 | 4.4 | 3.6 | 10.1 | 8.2 | 20.0 |
| DPM-VOC+VP | 9.7 | 16.7 | 2.2 | 42.1 | 24.6 | 4.2 | 2.1 | 10.5 | 4.1 | 20.7 |
| RCNN+Alex | 21.5 | 22.0 | 4.1 | 38.6 | 25.5 | 7.4 | 11.0 | 24.4 | 15.0 | 28.0 |
| VpKps | 37.0 | 33.4 | 10.0 | 54.1 | 40.0 | 17.5 | 19.9 | 34.3 | 28.9 | 43.9 |
| OursShare300 | 35.7 | 23.6 | 10.8 | 51.7 | 33.8 | 6.2 | 23.6 | 26.9 | 20.4 | 46.9 |
| OursShare500 | 33.4 | 29.4 | 9.2 | 54.7 | 35.7 | 5.5 | 22.9 | 30.3 | 27.5 | 44.1 | | 1 |
| Methods | aero | bicycle | boat | bus | car | chair | table | mbike | sofa | train |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| VDPM | 34.6 | 41.7 | 1.5 | 26.1 | 20.2 | 6.8 | 3.1 | 30.4 | 5.1 | 10.7 |
| DPM-VOC+VP | 37.4 | 43.9 | 0.3 | 48.6 | 36.9 | 6.1 | 2.1 | 31.8 | 11.8 | 11.1 |
| RCNN+Alex | 54.0 | 50.5 | 15.1 | 57.1 | 41.8 | 15.7 | 18.6 | 50.8 | 28.4 | 46.1 |
| VpKps | 63.1 | 59.4 | 23.0 | 69.8 | 55.2 | 25.1 | 24.3 | 61.1 | 43.8 | 59.4 |
| OursShare300 | 63.6 | 54.7 | 25.0 | 67.7 | 47.3 | 10.8 | 38.5 | 59.4 | 41.8 | 65.0 |
| OursShare500 | 64.6 | 62.1 | 26.8 | 70.0 | 51.4 | 11.3 | 40.7 | 62.7 | 40.6 | 65.9 |
| VDPM | 23.4 | 36.5 | 1.0 | 35.5 | 23.5 | 5.8 | 3.6 | 25.1 | 12.5 | 10.9 |
| DPM-VOC+VP | 28.6 | 40.3 | 0.2 | 38.0 | 36.6 | 9.4 | 2.6 | 32.0 | 11.0 | 9.8 |
| RCNN+Alex | 44.5 | 41.1 | 10.1 | 48.0 | 36.6 | 13.7 | 15.1 | 39.9 | 26.8 | 39.1 |
| VpKps | 57.5 | 54.8 | 18.9 | 59.4 | 51.5 | 24.7 | 20.5 | 59.5 | 43.7 | 53.3 |
| OursShare300 | 57.6 | 50.8 | 20.9 | 58.4 | 43.1 | 9.1 | 34.2 | 52.3 | 37.2 | 55.6 |
| OursShare500 | 58.6 | 56.4 | 19.9 | 62.4 | 45.2 | 10.6 | 34.7 | 58.6 | 38.8 | 61.2 |
| VDPM | 15.4 | 18.4 | 0.5 | 46.9 | 18.1 | 6.0 | 2.2 | 16.1 | 10.0 | 22.1 |
| DPM-VOC+VP | 15.9 | 22.9 | 0.3 | 49.0 | 29.6 | 6.1 | 2.3 | 16.7 | 7.1 | 20.2 | | | VDPM | 15.4 | 18.4 | 0.5 | – | 46.9 | 18.1 | 6.0 | 2.2 | 16.1 | 10.0 | 22.1 | 16.3 | 15.6 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| DPM-VOC+VP | 17.0 | 24.7 | 1.0 | – | 49.0 | 30.1 | 6.6 | 3.0 | 17.2 | 7.7 | 20.4 | 20.2 | 17.9 |
| Oursw/oExtra | 23.3 | 19.2 | 8.4 | – | 52.6 | 27.0 | 9.9 | 5.1 | 23.6 | 20.9 | 27.4 | 27.9 | 22.3 |
| OursFull | 28.0 | 23.7 | 10.7 | – | 50.8 | 31.4 | 14.3 | 9.4 | 23.4 | 19.5 | 30.7 | 27.8 | 24.5 |
| JointObjectDetectionandPoseEstimation(24ViewsAVP) | | | | | | | | | | | | | |
| VDPM | 8.0 | 14.3 | 0.3 | – | 39.2 | 13.7 | 4.4 | 3.6 | 10.1 | 8.2 | 20.0 | 11.2 | 12.1 |
| DPM-VOC+VP | 10.6 | 16.7 | 2.2 | – | 43.5 | 25.4 | 4.4 | 2.3 | 11.3 | 4.9 | 22.4 | 14.4 | 14.4 |
| Oursw/oExtra | 18.9 | 10.5 | 6.7 | – | 34.3 | 23.3 | 8.3 | 6.5 | 20.6 | 17.5 | 33.8 | 17.0 | 17.9 |
| OursFull | 20.7 | 16.4 | 7.9 | – | 34.6 | 24.6 | 9.4 | 7.6 | 19.9 | 20.0 | 32.7 | 18.2 | 19.3 | | 0 |
| Algorithm | δ | Edges(inK) | Weight<br>wt(MST) | Degree | Shortestpath<br>queries(inK) |
| --- | --- | --- | --- | --- | --- |
| Path-Greedy | - | 11.4 | 2 | 5 | 31996 |
| δ-Greedy | 2 | 11.4 | 2 | 5 | 55 |
| δ-Greedy | 1.866 | 11.9 | 2 | 5 | 52 |
| δ-Greedy | 1.414 | 16.3 | 3 | 8 | 44 |
| θ-Graph | - | 85.3 | 48 | 42 | - | | | Greedyonθ-Graph | 1.866 | 11.9 | 3 | 6 | 493 |
| --- | --- | --- | --- | --- | --- |
| Greedyonθ-Graph | 1.414 | 16.5 | 3 | 8 | 129 |
| Gap-Greedy | - | 16 | 3 | 8 | 63 | | 1 |
| Algorithm | δ | Edges(inK) | Weight<br>wt(MST) | Degree | Shortestpath<br>queries(inK) |
| --- | --- | --- | --- | --- | --- |
| Path-Greedy | - | 11.4 | 2 | 5 | 31996 |
| δ-Greedy | 2 | 11.4 | 2 | 5 | 55 |
| δ-Greedy | 1.866 | 11.9 | 2 | 5 | 52 |
| δ-Greedy | 1.414 | 16.3 | 3 | 8 | 44 |
| θ-Graph | - | 85.3 | 48 | 42 | - | | | Algorithm | δ | Edges(inK) | Weight<br>wt(MST) | Degree | Shortestpath<br>queries(inK) |
| --- | --- | --- | --- | --- | --- |
| Path-Greedy | - | 15.1 | 3 | 7 | 31996 |
| δ-Greedy | 1.5 | 15.1 | 3 | 7 | 82 |
| δ-Greedy | 1.44 | 16 | 3 | 8 | 77 |
| δ-Greedy | 1.224 | 22.5 | 5 | 11 | 63 |
| θ-Graph | - | 118.6 | 76 | 53 | - |
| Greedyonθ-Graph | 1.44 | 16 | 3 | 8 | 817 |
| Greedyonθ-Graph | 1.224 | 22.5 | 6 | 11 | 198 |
| Gap-Greedy | - | 22.6 | 5 | 11 | 95 | | 0 |
| Algorithm | δ | Edges(inK) | Weight<br>wt(MST) | Degree | Shortestpath<br>queries(inK) |
| --- | --- | --- | --- | --- | --- |
| Path-Greedy | - | 11.4 | 2 | 5 | 31996 |
| δ-Greedy | 2 | 11.4 | 2 | 5 | 55 |
| δ-Greedy | 1.866 | 11.9 | 2 | 5 | 52 |
| δ-Greedy | 1.414 | 16.3 | 3 | 8 | 44 | | | θ-Graph | - | 85.3 | 48 | 42 | - |
| --- | --- | --- | --- | --- | --- |
| Greedyonθ-Graph | 1.866 | 11.9 | 3 | 6 | 493 |
| Greedyonθ-Graph | 1.414 | 16.5 | 3 | 8 | 129 |
| Gap-Greedy | - | 16 | 3 | 8 | 63 | | 1 |
| Algorithm | δ | Edges(inK) | Weight<br>wt(MST) | Degree | Shortestpath<br>queries(inK) |
| --- | --- | --- | --- | --- | --- |
| Path-Greedy | - | 11.4 | 2 | 5 | 31996 |
| δ-Greedy | 2 | 11.4 | 2 | 5 | 55 |
| δ-Greedy | 1.866 | 11.9 | 2 | 5 | 52 |
| δ-Greedy | 1.414 | 16.3 | 3 | 8 | 44 | | | Greedyonθ-Graph | 1.224 | 22.5 | 6 | 11 | 198 |
| --- | --- | --- | --- | --- | --- |
| Gap-Greedy | - | 22.6 | 5 | 11 | 95 | | 0 |
| Benchmark | Numberofannotations | ExtraLoC |
| --- | --- | --- |
| Crypt | 2 | 1 |
| LUFact | 1 | 3 |
| Series | 1 | 3 | | | SOR | 2 | 1 |
| --- | --- | --- |
| SparseMatMult | 3 | 50 | | 1 |
| Benchmark | Numberofannotations | ExtraLoC |
| --- | --- | --- |
| Crypt | 2 | 1 |
| LUFact | 1 | 3 |
| Series | 1 | 3 | | | Benchmark | Configuration | Executiontime(s) |
| --- | --- | --- |
| ClassA | | |
| Crypt | vectorsize:3000000 | 0,225 |
| LUFact | matrixsize:500 | 0,091 |
| Series | Numberofcoefficients:10000 | 10,054 |
| SOR | matrixsize:1000 | 0,885 |
| SparseMatMult | matrixsize:50000 | 0,665 |
| ClassB | | |
| Crypt | vectorsize:20000000 | 1,341 |
| LUFact | matrixsize:1000 | 0,778 |
| Series | Numberofcoefficients:100000 | 102,973 |
| SOR | matrixsize:1500 | 2,021 |
| SparseMatMult | matrixsize:100000 | 1,744 |
| ClassC | | |
| Crypt | vectorsize:50000000 | 3,340 |
| LUFact | matrixsize:2000 | 9,181 |
| Series | Numberofcoefficients:1000000 | 1669,133 |
| SOR | matrixsize:2000 | 3,432 |
| SparseMatMult | matrixsize:500000 | 19,448 | | 0 |
| Benchmark | Numberofannotations | ExtraLoC |
| --- | --- | --- |
| Crypt | 2 | 1 | | | LUFact | 1 | 3 |
| --- | --- | --- |
| Series | 1 | 3 |
| SOR | 2 | 1 |
| SparseMatMult | 3 | 50 | | 1 |
| Benchmark | Numberofannotations | ExtraLoC |
| --- | --- | --- |
| Crypt | 2 | 1 | | | SparseMatMult | matrixsize:100000 | 1,744 |
| --- | --- | --- |
| ClassC | | |
| Crypt | vectorsize:50000000 | 3,340 |
| LUFact | matrixsize:2000 | 9,181 |
| Series | Numberofcoefficients:1000000 | 1669,133 |
| SOR | matrixsize:2000 | 3,432 |
| SparseMatMult | matrixsize:500000 | 19,448 | | 0 |
| Name | #sequences | Length(frames) | Approx.durationat25fps |
| --- | --- | --- | --- |
| Greenballtraining | 5 | 12,764 | 8.5min |
| Greenballtesting | 29 | 34,791 | 23min |
| Stopsigntraining | 20 | 15,342 | 10min |
| Stopsigntesting | 30 | 22,240 | 15min | | | Facetraining | 10 | 29,444 | 19.6min |
| --- | --- | --- | --- |
| Facetesting | 25 | 34,199 | 23min |
| Totaltraining | 35 | 57,550 | 38min |
| Totaltesting | 84 | 91,230 | 60min | | 1 |
| Name | #sequences | Length(frames) | Approx.durationat25fps |
| --- | --- | --- | --- |
| Greenballtraining | 5 | 12,764 | 8.5min |
| Greenballtesting | 29 | 34,791 | 23min |
| Stopsigntraining | 20 | 15,342 | 10min |
| Stopsigntesting | 30 | 22,240 | 15min | | | numberoftrials | | | |
| --- | --- | --- | --- |
| task | trajectorypretraining | end-to-endtraining | total |
| coathanger | 120 | 36 | 156 |
| shapecube | 90 | 81 | 171 |
| toyhammer | 150 | 90 | 240 |
| bottlecap | 180 | 108 | 288 | | 0 |
| Name | #sequences | Length(frames) | Approx.durationat25fps |
| --- | --- | --- | --- |
| Greenballtraining | 5 | 12,764 | 8.5min |
| Greenballtesting | 29 | 34,791 | 23min |
| Stopsigntraining | 20 | 15,342 | 10min |
| Stopsigntesting | 30 | 22,240 | 15min |
| Facetraining | 10 | 29,444 | 19.6min | | | Facetesting | 25 | 34,199 | 23min |
| --- | --- | --- | --- |
| Totaltraining | 35 | 57,550 | 38min |
| Totaltesting | 84 | 91,230 | 60min | | 1 |
| Name | #sequences | Length(frames) | Approx.durationat25fps |
| --- | --- | --- | --- |
| Greenballtraining | 5 | 12,764 | 8.5min |
| Greenballtesting | 29 | 34,791 | 23min |
| Stopsigntraining | 20 | 15,342 | 10min |
| Stopsigntesting | 30 | 22,240 | 15min |
| Facetraining | 10 | 29,444 | 19.6min | | | toyhammer | 150 | 90 | 240 |
| --- | --- | --- | --- |
| bottlecap | 180 | 108 | 288 | | 0 |
| Program | LocFaults | | | | |
| --- | --- | --- | --- | --- | --- |
| P | | | | | |
| | | | | | |
| TritypeKO2 | 0,471 | 0,023 | 0,241 | 2,529 | 5,879 | | | TritypeKO4 | 0,476 | 0,022 | 0,114 | 0,348 | 5,55 |
| --- | --- | --- | --- | --- | --- |
| TriPerimetreKO3 | 0,487 | 0,052 | 0,237 | 2,468 | 6,103 | | 1 |
| Program | LocFaults | | | | |
| --- | --- | --- | --- | --- | --- |
| P | | | | | |
| | | | | | |
| TritypeKO2 | 0,471 | 0,023 | 0,241 | 2,529 | 5,879 | | | Dim | 300 | 400 | 500 | 600 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| orig. | proc. | orig. | proc. | orig. | proc. | orig. | proc. | |
| ap | 46.1 | 48.61 | 42.57 | 45.34 | 46.85 | 50.88 | 40.3 | 45.84 |
| esslli | 68.18 | 72.73 | 64.2 | 82.72 | 64.2 | 65.43 | 65.91 | 72.73 |
| battig | 71.6 | 77.78 | 68.18 | 75 | 68.18 | 70.45 | 46.91 | 66.67 |
| Dim | 700 | 800 | 900 | 1000 | | | | |
| orig. | proc. | orig. | proc. | orig. | proc. | orig. | proc. | |
| ap | 38.04 | 41.31 | 34.76 | 39.8 | 34.76 | 27.46 | 27.96 | 28.21 |
| esslli | 54.55 | 54.55 | 68.18 | 56.82 | 72.73 | 72.73 | 52.27 | 52.27 |
| battig | 62.96 | 66.67 | 67.9 | 69.14 | 49.38 | 59.26 | 51.85 | 46.91 | | 0 |
| Program | LocFaults | | |
| --- | --- | --- | --- |
| P | | | |
| | | | | | | TritypeKO2 | 0,471 | 0,023 | 0,241 | 2,529 | 5,879 |
| --- | --- | --- | --- | --- | --- |
| TritypeKO4 | 0,476 | 0,022 | 0,114 | 0,348 | 5,55 |
| TriPerimetreKO3 | 0,487 | 0,052 | 0,237 | 2,468 | 6,103 | | 1 |
| Program | LocFaults | | |
| --- | --- | --- | --- |
| P | | | |
| | | | | | | esslli | 68.18 | 72.73 | 64.2 | 82.72 | 64.2 | 65.43 | 65.91 | 72.73 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| battig | 71.6 | 77.78 | 68.18 | 75 | 68.18 | 70.45 | 46.91 | 66.67 |
| Dim | 700 | 800 | 900 | 1000 | | | | |
| orig. | proc. | orig. | proc. | orig. | proc. | orig. | proc. | |
| ap | 38.04 | 41.31 | 34.76 | 39.8 | 34.76 | 27.46 | 27.96 | 28.21 |
| esslli | 54.55 | 54.55 | 68.18 | 56.82 | 72.73 | 72.73 | 52.27 | 52.27 |
| battig | 62.96 | 66.67 | 67.9 | 69.14 | 49.38 | 59.26 | 51.85 | 46.91 | | 0 |
| N | 1 | 2 | 5 | 10 | 20 | 100 |
| --- | --- | --- | --- | --- | --- | --- |
| Situate | 0.37(0.09) | 0.50(0.07) | 0.56(0.07) | 0.65(0.04) | 0.77(0.05) | 0.93(0.02) | | | Uniform | 0.29(0.07)) | 0.32(0.07) | 0.44(0.06) | 0.54(0.04) | 0.65(0.03) | 0.79(0.03) |
| --- | --- | --- | --- | --- | --- | --- |
| Faster-RCNN | 0.24 | 0.25 | 0.28 | 0.38 | 0.54 | 0.91 |
| IRSG | 0.24 | 0.24 | 0.27 | 0.37 | 0.55 | 0.87 | | 1 |
| N | 1 | 2 | 5 | 10 | 20 | 100 |
| --- | --- | --- | --- | --- | --- | --- |
| Situate | 0.37(0.09) | 0.50(0.07) | 0.56(0.07) | 0.65(0.04) | 0.77(0.05) | 0.93(0.02) | | | Accuracy/n | 100 | 1K | 10K | 50K |
| --- | --- | --- | --- | --- |
| 0.5 | 1 | 0.99 | 0.52 | 0.78 |
| 0.6 | 1 | 0.92 | 0.75 | 0.88 |
| 0.7 | 0.99 | 0.15 | 0.87 | 0.63 |
| 0.8 | 0.93 | 0.49 | 0.51 | 0.12 |
| 0.9 | 0.93 | 0.75 | 0.28 | 0.47 |
| 1.0 | 0.84 | 0.48 | 0.43 | 0.64 | | 0 |
| N | 1 | 2 | 5 | 10 | 20 | 100 |
| --- | --- | --- | --- | --- | --- | --- |
| Situate | 0.37(0.09) | 0.50(0.07) | 0.56(0.07) | 0.65(0.04) | 0.77(0.05) | 0.93(0.02) | | | Uniform | 0.29(0.07)) | 0.32(0.07) | 0.44(0.06) | 0.54(0.04) | 0.65(0.03) | 0.79(0.03) |
| --- | --- | --- | --- | --- | --- | --- |
| Faster-RCNN | 0.24 | 0.25 | 0.28 | 0.38 | 0.54 | 0.91 |
| IRSG | 0.24 | 0.24 | 0.27 | 0.37 | 0.55 | 0.87 | | 1 |
| N | 1 | 2 | 5 | 10 | 20 | 100 |
| --- | --- | --- | --- | --- | --- | --- |
| Situate | 0.37(0.09) | 0.50(0.07) | 0.56(0.07) | 0.65(0.04) | 0.77(0.05) | 0.93(0.02) | | | 0.6 | 1 | 0.92 | 0.75 | 0.88 |
| --- | --- | --- | --- | --- |
| 0.7 | 0.99 | 0.15 | 0.87 | 0.63 |
| 0.8 | 0.93 | 0.49 | 0.51 | 0.12 |
| 0.9 | 0.93 | 0.75 | 0.28 | 0.47 |
| 1.0 | 0.84 | 0.48 | 0.43 | 0.64 | | 0 |
| relation | ω1 | ω2 | ω3 | ω4 |
| --- | --- | --- | --- | --- |
| preference | 0.8 | 0.2 | 0.3 | 0.1 | | | inversepreference | 0.1 | 0.9 | 0.2 | 0.1 |
| --- | --- | --- | --- | --- |
| indifference | 0.3 | 0.3 | 0.7 | 0 |
| incomparability | 0.1 | 0.1 | 0 | 0.9 | | 1 |
| relation | ω1 | ω2 | ω3 | ω4 |
| --- | --- | --- | --- | --- |
| preference | 0.8 | 0.2 | 0.3 | 0.1 | | | pair | ∅ | ω1 | ω2 | ω3 | ω4 | Ω |
| --- | --- | --- | --- | --- | --- | --- |
| (1,2) | 0 | 0.13975 | 0.23775 | 0.232 | 0.025 | 0.3655 |
| (2,3) | 0 | 0.1765 | 0.05 | 0.10825 | 0.17 | 0.49525 |
| (2,4) | 0 | 0.1 | 0.152 | 0.138 | 0.14875 | 0.46125 |
| (3,4) | 0 | 0.1765 | 0.05 | 0.10825 | 0.17 | 0.49525 |
| (4,5) | 0 | 0.241 | 0.234 | 0.152 | 0.06775 | 0.30525 | | 0 |
| relation | ω1 | ω2 | ω3 | ω4 |
| --- | --- | --- | --- | --- |
| preference | 0.8 | 0.2 | 0.3 | 0.1 | | | inversepreference | 0.1 | 0.9 | 0.2 | 0.1 |
| --- | --- | --- | --- | --- |
| indifference | 0.3 | 0.3 | 0.7 | 0 |
| incomparability | 0.1 | 0.1 | 0 | 0.9 | | 1 |
| relation | ω1 | ω2 | ω3 | ω4 |
| --- | --- | --- | --- | --- |
| preference | 0.8 | 0.2 | 0.3 | 0.1 | | | (2,4) | 0 | 0.1 | 0.152 | 0.138 | 0.14875 | 0.46125 |
| --- | --- | --- | --- | --- | --- | --- |
| (3,4) | 0 | 0.1765 | 0.05 | 0.10825 | 0.17 | 0.49525 |
| (4,5) | 0 | 0.241 | 0.234 | 0.152 | 0.06775 | 0.30525 | | 0 |
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