premise string | hypothesis string | label int64 |
|---|---|---|
| Wiki-KBP |
| --- |
| 225977 |
| 100521 | | | 32008 |
| --- |
| 30559 | | 1 |
| Wiki-KBP |
| --- |
| 225977 |
| 100521 | | | Name | NumberofEdges | NumberofTriangles |
| --- | --- | --- |
| cit-HepTh-dates | 38488 | 1418 |
| wiki-Vote | 201524 | 608389 |
| email-Enron | 367662 | 727044 |
| soc-sign-epinions | 1422420 | 4910076 |
| flickrEdges | 4633896 | 107987357 |
| web-Google | 8644102 | 13391903 |
| cit-Patents | 33037894 | 7515023 | | 0 |
| Wiki-KBP |
| --- |
| 225977 |
| 100521 | | | 32008 |
| --- |
| 30559 | | 1 |
| Wiki-KBP |
| --- |
| 225977 |
| 100521 | | | email-Enron | 367662 | 727044 |
| --- | --- | --- |
| soc-sign-epinions | 1422420 | 4910076 |
| flickrEdges | 4633896 | 107987357 |
| web-Google | 8644102 | 13391903 |
| cit-Patents | 33037894 | 7515023 | | 0 |
| Emb. | Method | BLEU1METEORROUGECIDEr |
| --- | --- | --- |
| Tag<br>Tag<br>Tag<br>Tag | AtM<br>HM<br>AM<br>JM | 22.48.622.520.8<br>24.410.824.355.0<br>24.410.623.949.4<br>22.210.522.850.1 | | | PlaceCNN<br>PlaceCNN<br>PlaceCNN<br>PlaceCNN | AtM<br>HM<br>AM<br>JM | 24.410.324.051.8<br>24.010.424.349.8<br>24.110.624.351.5<br>25.710.824.556.1 |
| --- | --- | --- |
| Diff.Img<br>Diff.Img<br>Diff.Img<br>Diff.Img | AtM<br>HM<br>AM<br>JM | 20.58.524.419.2<br>23.68.622.322.0<br>20.68.524.419.2<br>30.411.722.322.8 |
| MDN<br>MDN<br>MDN<br>MDN(Ours) | AtM<br>HM<br>AM<br>JM | 22.48.824.622.4<br>26.612.830.131.4<br>29.615.432.841.6<br>36.023.441.850.7 | | 1 |
| Emb. | Method | BLEU1METEORROUGECIDEr |
| --- | --- | --- |
| Tag<br>Tag<br>Tag<br>Tag | AtM<br>HM<br>AM<br>JM | 22.48.622.520.8<br>24.410.824.355.0<br>24.410.623.949.4<br>22.210.522.850.1 | | | Data<br>Set | Repr | Degree<br>timemem | ConComp<br>timemem | PageRank<br>timemem | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| S1 | EXP<br>DEDUP1<br>BMP | 61<br>54<br>50 | 237<br>227<br>134 | 90<br>81<br>82 | 202<br>171<br>72 | 245<br>311<br>256 | 526<br>484<br>156 |
| S2 | EXP<br>DEDUP1<br>BMP | 294<br>335<br>311 | 2,879<br>2,582<br>186 | 498<br>460<br>335 | 2,869<br>2,573<br>163 | 3,287<br>3,049<br>812 | 9,164<br>8,126<br>293 |
| N1 | EXP<br>DEDUP1<br>BMP | 142<br>141<br>131 | 1,109<br>926<br>219 | 241<br>483<br>149 | 1,088<br>901<br>150 | 1,456<br>1,317<br>469 | 3,389<br>2,874<br>377 |
| N2 | EXP<br>DEDUP1<br>BMP | 268<br>312<br>257 | 2,710<br>2,216<br>479 | 593<br>495<br>280 | 2,690<br>2,194<br>347 | 4,493<br>3,726<br>824 | 8,432<br>6,892<br>691 |
| IMDB | EXP<br>DEDUP1<br>BMP | 78<br>85<br>146 | 586<br>553<br>952 | 193<br>194<br>291 | 749<br>594<br>1038 | 861<br>802<br>807 | 1178<br>764<br>1185 | | 0 |
| Emb. | Method | BLEU1METEORROUGECIDEr |
| --- | --- | --- |
| Tag<br>Tag<br>Tag<br>Tag | AtM<br>HM<br>AM<br>JM | 22.48.622.520.8<br>24.410.824.355.0<br>24.410.623.949.4<br>22.210.522.850.1 | | | PlaceCNN<br>PlaceCNN<br>PlaceCNN<br>PlaceCNN | AtM<br>HM<br>AM<br>JM | 24.410.324.051.8<br>24.010.424.349.8<br>24.110.624.351.5<br>25.710.824.556.1 |
| --- | --- | --- |
| Diff.Img<br>Diff.Img<br>Diff.Img<br>Diff.Img | AtM<br>HM<br>AM<br>JM | 20.58.524.419.2<br>23.68.622.322.0<br>20.68.524.419.2<br>30.411.722.322.8 |
| MDN<br>MDN<br>MDN<br>MDN(Ours) | AtM<br>HM<br>AM<br>JM | 22.48.824.622.4<br>26.612.830.131.4<br>29.615.432.841.6<br>36.023.441.850.7 | | 1 |
| Emb. | Method | BLEU1METEORROUGECIDEr |
| --- | --- | --- |
| Tag<br>Tag<br>Tag<br>Tag | AtM<br>HM<br>AM<br>JM | 22.48.622.520.8<br>24.410.824.355.0<br>24.410.623.949.4<br>22.210.522.850.1 | | | N2 | EXP<br>DEDUP1<br>BMP | 268<br>312<br>257 | 2,710<br>2,216<br>479 | 593<br>495<br>280 | 2,690<br>2,194<br>347 | 4,493<br>3,726<br>824 | 8,432<br>6,892<br>691 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| IMDB | EXP<br>DEDUP1<br>BMP | 78<br>85<br>146 | 586<br>553<br>952 | 193<br>194<br>291 | 749<br>594<br>1038 | 861<br>802<br>807 | 1178<br>764<br>1185 | | 0 |
| Layer | MNIST(forFigure??) | MNIST | CIFAR10/CIFAR10+ | CIFAR100 |
| --- | --- | --- | --- | --- |
| Conv0.x | [3×3,64]×1 | [3×3,64]×1 | [3×3,64]×1 | [3×3,96]×1 |
| Conv1.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,64]×4 | [3×3,96]×4 |
| Pool1 | 2×2Max,Stride2 | | | |
| Dropout1 | dropoutratiop | | | |
| Conv2.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,96]×4 | [3×3,192]×4 | | | Pool2 | 2×2Max,Stride2 | | | |
| --- | --- | --- | --- | --- |
| Dropout2 | dropoutratiop | | | |
| Conv3.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,128]×4 | [3×3,384]×4 |
| Pool3 | 2×2Max,Stride2 | | | |
| FC | 2 | 256 | 256 | 512 | | 1 |
| Layer | MNIST(forFigure??) | MNIST | CIFAR10/CIFAR10+ | CIFAR100 |
| --- | --- | --- | --- | --- |
| Conv0.x | [3×3,64]×1 | [3×3,64]×1 | [3×3,64]×1 | [3×3,96]×1 |
| Conv1.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,64]×4 | [3×3,96]×4 |
| Pool1 | 2×2Max,Stride2 | | | |
| Dropout1 | dropoutratiop | | | |
| Conv2.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,96]×4 | [3×3,192]×4 | | | Layer | Support | Filtdim. | #filts. | Stride | Datasize |
| --- | --- | --- | --- | --- | --- |
| conv1 | 3×3 | 5 | 96 | 1×1 | 109×109 |
| pool1 | 3×3 | - | - | 2×2 | 54×54 |
| conv2 | 3×3 | 96 | 256 | 2×2 | 27×27 |
| pool2 | 3×3 | - | - | 2×2 | 13×13 |
| conv3 | 3×3 | 256 | 512 | 1×1 | 13×13 |
| conv4 | 3×3 | 512 | 512 | 1×1 | 13×13 |
| conv5 | 3×3 | 512 | 512 | 1×1 | 13×13 |
| pool5 | 3×3 | - | - | 2×2 | 6×6 |
| fc6 | 6×6 | 512 | 512 | - | 1×1 | | 0 |
| Layer | MNIST(forFigure??) | MNIST | CIFAR10/CIFAR10+ | CIFAR100 |
| --- | --- | --- | --- | --- |
| Conv0.x | [3×3,64]×1 | [3×3,64]×1 | [3×3,64]×1 | [3×3,96]×1 |
| Conv1.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,64]×4 | [3×3,96]×4 |
| Pool1 | 2×2Max,Stride2 | | | |
| Dropout1 | dropoutratiop | | | |
| Conv2.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,96]×4 | [3×3,192]×4 |
| Pool2 | 2×2Max,Stride2 | | | |
| Dropout2 | dropoutratiop | | | |
| Conv3.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,128]×4 | [3×3,384]×4 | | | Pool3 | 2×2Max,Stride2 | | | |
| --- | --- | --- | --- | --- |
| FC | 2 | 256 | 256 | 512 | | 1 |
| Layer | MNIST(forFigure??) | MNIST | CIFAR10/CIFAR10+ | CIFAR100 |
| --- | --- | --- | --- | --- |
| Conv0.x | [3×3,64]×1 | [3×3,64]×1 | [3×3,64]×1 | [3×3,96]×1 |
| Conv1.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,64]×4 | [3×3,96]×4 |
| Pool1 | 2×2Max,Stride2 | | | |
| Dropout1 | dropoutratiop | | | |
| Conv2.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,96]×4 | [3×3,192]×4 |
| Pool2 | 2×2Max,Stride2 | | | |
| Dropout2 | dropoutratiop | | | |
| Conv3.x | [3×3,64]×3 | [3×3,64]×3 | [3×3,128]×4 | [3×3,384]×4 | | | conv3 | 3×3 | 256 | 512 | 1×1 | 13×13 |
| --- | --- | --- | --- | --- | --- |
| conv4 | 3×3 | 512 | 512 | 1×1 | 13×13 |
| conv5 | 3×3 | 512 | 512 | 1×1 | 13×13 |
| pool5 | 3×3 | - | - | 2×2 | 6×6 |
| fc6 | 6×6 | 512 | 512 | - | 1×1 | | 0 |
| Sequences | | | | |
| --- | --- | --- | --- | --- |
| Bird1 | BlurBody | BlurCar1 | BlurCar3 | Car4 |
| CarDark | CarScale | Couple | Dancer | Dancer2 | | | David3 | Diving | Dog | Girl2 | Gym |
| --- | --- | --- | --- | --- |
| Human2 | Human3 | Human6 | Human7 | Human8 |
| Human9 | Jump | Singer1 | Singer2 | Skater |
| Skater2 | Skating1 | Suv | Walking2 | Woman | | 1 |
| Sequences | | | | |
| --- | --- | --- | --- | --- |
| Bird1 | BlurBody | BlurCar1 | BlurCar3 | Car4 |
| CarDark | CarScale | Couple | Dancer | Dancer2 | | | Sequence | RCACF | CA | FCT | VTD | IVT | MIL | Struck |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Tiger2 | 86.85 | 28.49 | 72 | 13 | 19 | 44 | 62 |
| Tiger1 | 100 | 90.14 | 52 | 78 | 8 | 34 | 87 |
| Animal | 97.18 | 100 | 92 | 96 | 4 | 87 | 96 |
| Jumping | 100 | 100 | 10 | 12 | 71 | 21 | 63 |
| Cliffbar | 98.48 | 87.88 | 99 | 53 | 47 | 71 | 8 |
| Woman | 22.39 | 17.91 | 11.6 | 14 | 17 | 15 | 67 |
| Surfer | 80.32 | 98.14 | 70 | 64 | 24 | 71 | 61 |
| Sylvester | 88.85 | 99.03 | 77 | 33 | 45 | 77 | 80 |
| Cardark | 100 | 100 | 36 | 25 | 54 | 48 | 18 |
| Faceocc1 | 100 | 100 | 43.4 | 80 | 74 | 60 | 82 |
| Faceocc2 | 100 | 100 | 99 | 70 | 66 | 62 | 70 |
| Twinning | 94.68 | 100 | 98 | 54 | 42 | 60 | 77 |
| Box | 60.94 | 45.49 | 28.7 | 15 | 30 | 14 | 61 | | 0 |
| Sequences | | | | |
| --- | --- | --- | --- | --- |
| Bird1 | BlurBody | BlurCar1 | BlurCar3 | Car4 |
| CarDark | CarScale | Couple | Dancer | Dancer2 | | | David3 | Diving | Dog | Girl2 | Gym |
| --- | --- | --- | --- | --- |
| Human2 | Human3 | Human6 | Human7 | Human8 |
| Human9 | Jump | Singer1 | Singer2 | Skater |
| Skater2 | Skating1 | Suv | Walking2 | Woman | | 1 |
| Sequences | | | | |
| --- | --- | --- | --- | --- |
| Bird1 | BlurBody | BlurCar1 | BlurCar3 | Car4 |
| CarDark | CarScale | Couple | Dancer | Dancer2 | | | Faceocc2 | 100 | 100 | 99 | 70 | 66 | 62 | 70 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Twinning | 94.68 | 100 | 98 | 54 | 42 | 60 | 77 |
| Box | 60.94 | 45.49 | 28.7 | 15 | 30 | 14 | 61 | | 0 |
| Methods | Dims | Year | VEHICLEID | VERI-776 |
| --- | --- | --- | --- | --- |
| TripletLoss | 400 | 2015 | 0.373 | - |
| SoftmaxLoss | 1024 | 2015 | 0.580 | 0.343 |
| Triplet+SoftmaxLoss | 1024 | 2014 | 0.650 | 0.558 |
| BOW-CN | 100 | 2015 | - | 0.122 |
| CCLVGGM | 1024 | 2016 | 0.386 | - |
| MixedDiff+CCL | 1024 | 2016 | 0.455 | - | | | HDC+Contrastive | 384 | 2017 | 0.575 | - |
| --- | --- | --- | --- | --- |
| GSTE | 1024 | 2017 | 0.724 | 0.594 | | 1 |
| Methods | Dims | Year | VEHICLEID | VERI-776 |
| --- | --- | --- | --- | --- |
| TripletLoss | 400 | 2015 | 0.373 | - |
| SoftmaxLoss | 1024 | 2015 | 0.580 | 0.343 |
| Triplet+SoftmaxLoss | 1024 | 2014 | 0.650 | 0.558 |
| BOW-CN | 100 | 2015 | - | 0.122 |
| CCLVGGM | 1024 | 2016 | 0.386 | - |
| MixedDiff+CCL | 1024 | 2016 | 0.455 | - | | | Dataset | Asia | Child | Alarm | Sachs | Insurance | Water | Win95pts | Hepar2 | Hailfinder |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dimension | 8 | 20 | 37 | 11 | 27 | 32 | 76 | 70 | 56 |
| Avgcardinality | 2 | 3 | 2.84 | 3 | 3.30 | 3.63 | 2 | 2.31 | 3.98 |
| Maxcardinality | 2 | 6 | 4 | 3 | 5 | 4 | 2 | 4 | 11 |
| Avgdegree | 2 | 2.5 | 2.49 | 3.09 | 3.85 | 4.12 | 2.95 | 3.51 | 2.36 |
| Maxin-degree | 2 | 2 | 4 | 3 | 3 | 5 | 7 | 6 | 4 | | 0 |
| Methods | Dims | Year | VEHICLEID | VERI-776 |
| --- | --- | --- | --- | --- |
| TripletLoss | 400 | 2015 | 0.373 | - | | | SoftmaxLoss | 1024 | 2015 | 0.580 | 0.343 |
| --- | --- | --- | --- | --- |
| Triplet+SoftmaxLoss | 1024 | 2014 | 0.650 | 0.558 |
| BOW-CN | 100 | 2015 | - | 0.122 |
| CCLVGGM | 1024 | 2016 | 0.386 | - |
| MixedDiff+CCL | 1024 | 2016 | 0.455 | - |
| HDC+Contrastive | 384 | 2017 | 0.575 | - |
| GSTE | 1024 | 2017 | 0.724 | 0.594 | | 1 |
| Methods | Dims | Year | VEHICLEID | VERI-776 |
| --- | --- | --- | --- | --- |
| TripletLoss | 400 | 2015 | 0.373 | - | | | Avgdegree | 2 | 2.5 | 2.49 | 3.09 | 3.85 | 4.12 | 2.95 | 3.51 | 2.36 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Maxin-degree | 2 | 2 | 4 | 3 | 3 | 5 | 7 | 6 | 4 | | 0 |
| zω<br>value | LCHF-D | LCHF-RGBD | IHF-fixedsize(fs)<br>(InitReg) | IHF-fixedsize(fs)<br>(InitReg+Ref) |
| --- | --- | --- | --- | --- |
| | | | | |
| 0.05 | 0.4867 | 0.3818 | 0.4375 | 0.5297 | | | 0.07 | 0.7202 | 0.6639 | 0.6985 | 0.7595 |
| --- | --- | --- | --- | --- |
| 0.09 | 0.7984 | 0.7683 | 0.7633 | 0.7975 |
| 0.11 | 0.8344 | 0.8199 | 0.8000 | 0.8312 |
| 0.13 | 0.8548 | 0.8554 | 0.8163 | 0.8481 |
| 0.15 | 0.8589 | 0.8595 | 0.8353 | 0.8608 | | 1 |
| zω<br>value | LCHF-D | LCHF-RGBD | IHF-fixedsize(fs)<br>(InitReg) | IHF-fixedsize(fs)<br>(InitReg+Ref) |
| --- | --- | --- | --- | --- |
| | | | | |
| 0.05 | 0.4867 | 0.3818 | 0.4375 | 0.5297 | | | zω<br>value | LCHF-D | LCHF-RGBD | IHF-fixedsize(fs)<br>(InitReg) | IHF-fixedsize(fs)<br>(InitReg+Ref) |
| --- | --- | --- | --- | --- |
| | | | | |
| 0.05 | 0.2168 | 0.197 | 0.2051 | 0.1597 |
| 0.07 | 0.5094 | 0.5067 | 0.2983 | 0.2811 |
| 0.09 | 0.7728 | 0.7439 | 0.3306 | 0.3819 |
| 0.11 | 0.8720 | 0.8463 | 0.3878 | 0.4785 |
| 0.13 | 0.8825 | 0.8670 | 0.4437 | 0.5436 |
| 0.15 | 0.9033 | 0.8723 | 0.4713 | 0.5692 | | 0 |
| zω<br>value | LCHF-D | LCHF-RGBD | IHF-fixedsize(fs)<br>(InitReg) | IHF-fixedsize(fs)<br>(InitReg+Ref) |
| --- | --- | --- | --- | --- |
| | | | | |
| 0.05 | 0.4867 | 0.3818 | 0.4375 | 0.5297 |
| 0.07 | 0.7202 | 0.6639 | 0.6985 | 0.7595 |
| 0.09 | 0.7984 | 0.7683 | 0.7633 | 0.7975 | | | 0.11 | 0.8344 | 0.8199 | 0.8000 | 0.8312 |
| --- | --- | --- | --- | --- |
| 0.13 | 0.8548 | 0.8554 | 0.8163 | 0.8481 |
| 0.15 | 0.8589 | 0.8595 | 0.8353 | 0.8608 | | 1 |
| zω<br>value | LCHF-D | LCHF-RGBD | IHF-fixedsize(fs)<br>(InitReg) | IHF-fixedsize(fs)<br>(InitReg+Ref) |
| --- | --- | --- | --- | --- |
| | | | | |
| 0.05 | 0.4867 | 0.3818 | 0.4375 | 0.5297 |
| 0.07 | 0.7202 | 0.6639 | 0.6985 | 0.7595 |
| 0.09 | 0.7984 | 0.7683 | 0.7633 | 0.7975 | | | 0.13 | 0.8825 | 0.8670 | 0.4437 | 0.5436 |
| --- | --- | --- | --- | --- |
| 0.15 | 0.9033 | 0.8723 | 0.4713 | 0.5692 | | 0 |
| Dataset | logβ | α | τ |
| --- | --- | --- | --- |
| N=50 | | | |
| SL | 2.39(0.17) | 0.31(0.02) | 0.98(0.02) | | | BP | 0.93(0.12) | 0.08(0.04) | 0.92(0.00) |
| --- | --- | --- | --- |
| MN | 1.66(0.16) | 0.03(0.01) | 0.72(0.04) |
| WK | −0.21(0.81) | 0.00(0.00) | 0.40(0.19) |
| N=5000 | | | |
| SL | 2.39(0.01) | 0.31(0.01) | 0.98(0.00) |
| BP | 0.96(0.02) | 0.08(0.00) | 0.92(0.00) |
| MN | 1.69(0.03) | 0.02(0.00) | 0.74(0.01) |
| WK | 0.39(0.22) | 0.00(0.00) | 0.60(0.01) | | 1 |
| Dataset | logβ | α | τ |
| --- | --- | --- | --- |
| N=50 | | | |
| SL | 2.39(0.17) | 0.31(0.02) | 0.98(0.02) | | | Dataset | c | DPBook | EM | SVT | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1:1 | 1:3 | 1:k | 1:k | 1:1 | | | | |
| BMS-PO | 50 | 0.061 | 0.001 | 0.010 | 0.008 | 0.015 | 0.008 | 0.002 |
| 100 | 0.561 | 0.006 | 0.242 | 0.087 | 0.070 | 0.046 | 0.049 | |
| 150 | 0.674 | 0.048 | 0.502 | 0.339 | 0.243 | 0.209 | 0.184 | |
| 200 | 0.691 | 0.093 | 0.632 | 0.571 | 0.518 | 0.481 | 0.302 | |
| 250 | 0.658 | 0.123 | 0.645 | 0.596 | 0.574 | 0.554 | 0.312 | |
| 300 | 0.619 | 0.140 | 0.645 | 0.599 | 0.557 | 0.581 | 0.283 | |
| Kosarak | 50 | 0.731 | 0.000 | 0.027 | 0.010 | 0.008 | 0.006 | 0.004 |
| 100 | 0.984 | 0.033 | 0.932 | 0.658 | 0.346 | 0.398 | 0.777 | |
| 150 | 0.986 | 0.139 | 0.974 | 0.932 | 0.836 | 0.850 | 0.931 | |
| 200 | 0.987 | 0.218 | 0.981 | 0.969 | 0.936 | 0.955 | 0.958 | |
| 250 | 0.984 | 0.273 | 0.980 | 0.975 | 0.963 | 0.963 | 0.960 | |
| 300 | 0.986 | 0.315 | 0.981 | 0.976 | 0.975 | 0.971 | 0.967 | |
| AOL | 50 | 0.219 | 0.001 | 0.011 | 0.009 | 0.014 | 0.008 | 0.002 |
| 100 | 0.995 | 0.004 | 0.746 | 0.066 | 0.078 | 0.022 | 0.548 | |
| 150 | 1.000 | 0.153 | 0.987 | 0.901 | 0.531 | 0.587 | 0.978 | |
| 200 | 1.000 | 0.412 | 0.998 | 0.989 | 0.952 | 0.961 | 0.996 | |
| 250 | 1.000 | 0.572 | 1.000 | 0.997 | 0.991 | 0.992 | 0.998 | |
| 300 | 1.000 | 0.683 | 0.999 | 0.999 | 0.995 | 0.997 | 0.999 | | | 0 |
| Dataset | logβ | α | τ |
| --- | --- | --- | --- |
| N=50 | | | |
| SL | 2.39(0.17) | 0.31(0.02) | 0.98(0.02) |
| BP | 0.93(0.12) | 0.08(0.04) | 0.92(0.00) |
| MN | 1.66(0.16) | 0.03(0.01) | 0.72(0.04) |
| WK | −0.21(0.81) | 0.00(0.00) | 0.40(0.19) | | | N=5000 | | | |
| --- | --- | --- | --- |
| SL | 2.39(0.01) | 0.31(0.01) | 0.98(0.00) |
| BP | 0.96(0.02) | 0.08(0.00) | 0.92(0.00) |
| MN | 1.69(0.03) | 0.02(0.00) | 0.74(0.01) |
| WK | 0.39(0.22) | 0.00(0.00) | 0.60(0.01) | | 1 |
| Dataset | logβ | α | τ |
| --- | --- | --- | --- |
| N=50 | | | |
| SL | 2.39(0.17) | 0.31(0.02) | 0.98(0.02) |
| BP | 0.93(0.12) | 0.08(0.04) | 0.92(0.00) |
| MN | 1.66(0.16) | 0.03(0.01) | 0.72(0.04) |
| WK | −0.21(0.81) | 0.00(0.00) | 0.40(0.19) | | | 300 | 0.986 | 0.315 | 0.981 | 0.976 | 0.975 | 0.971 | 0.967 | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| AOL | 50 | 0.219 | 0.001 | 0.011 | 0.009 | 0.014 | 0.008 | 0.002 |
| 100 | 0.995 | 0.004 | 0.746 | 0.066 | 0.078 | 0.022 | 0.548 | |
| 150 | 1.000 | 0.153 | 0.987 | 0.901 | 0.531 | 0.587 | 0.978 | |
| 200 | 1.000 | 0.412 | 0.998 | 0.989 | 0.952 | 0.961 | 0.996 | |
| 250 | 1.000 | 0.572 | 1.000 | 0.997 | 0.991 | 0.992 | 0.998 | |
| 300 | 1.000 | 0.683 | 0.999 | 0.999 | 0.995 | 0.997 | 0.999 | | | 0 |
| Method | TestEnvironments | | | | |
| --- | --- | --- | --- | --- | --- |
| BUS | CAFE | PED | STRT | Avg. | |
| DevelopmentSet | | | | | |
| Ch5 | 18.14 | 10.72 | 7.73 | 11.28 | 11.97 |
| MVDR | 15.39 | 11.36 | 10.43 | 13.01 | 12.55 |
| MVDR(noch2) | 13.94 | 10.16 | 9.68 | 12.12 | 11.48 |
| Select-ML | 15.26 | 11.71 | 7.71 | 11.25 | 11.48 |
| Select-AE | 16.30 | 10.81 | 7.49 | 11.93 | 11.63 | | | Weight-Sum | 11.18 | 14.23 | 8.63 | 9.48 | 10.88 |
| --- | --- | --- | --- | --- | --- |
| Weight-Jacobian | 13.66 | 10.38 | 6.53 | 9.29 | 9.97 |
| Evaluationset | | | | | |
| Ch5 | 29.56 | 22.43 | 16.95 | 13.63 | 20.64 |
| MVDR | 28.10 | 24.45 | 19.39 | 15.71 | 21.91 |
| MVDR(noch2) | 22.40 | 19.26 | 15.19 | 14.48 | 17.83 |
| Select-ML | 29.63 | 22.23 | 17.58 | 14.51 | 20.99 |
| Select-AE | 28.47 | 22.15 | 16.61 | 14.15 | 20.35 |
| Weight-Sum | 26.55 | 19.56 | 15.58 | 14.05 | 18.94 |
| Weight-Jacobian | 25.80 | 18.68 | 14.09 | 12.40 | 17.74 | | 1 |
| Method | TestEnvironments | | | | |
| --- | --- | --- | --- | --- | --- |
| BUS | CAFE | PED | STRT | Avg. | |
| DevelopmentSet | | | | | |
| Ch5 | 18.14 | 10.72 | 7.73 | 11.28 | 11.97 |
| MVDR | 15.39 | 11.36 | 10.43 | 13.01 | 12.55 |
| MVDR(noch2) | 13.94 | 10.16 | 9.68 | 12.12 | 11.48 |
| Select-ML | 15.26 | 11.71 | 7.71 | 11.25 | 11.48 |
| Select-AE | 16.30 | 10.81 | 7.49 | 11.93 | 11.63 | | | 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 |
| Method | TestEnvironments | | | |
| --- | --- | --- | --- | --- |
| BUS | CAFE | PED | STRT | Avg. | | | DevelopmentSet | | | | | |
| --- | --- | --- | --- | --- | --- |
| Ch5 | 18.14 | 10.72 | 7.73 | 11.28 | 11.97 |
| MVDR | 15.39 | 11.36 | 10.43 | 13.01 | 12.55 |
| MVDR(noch2) | 13.94 | 10.16 | 9.68 | 12.12 | 11.48 |
| Select-ML | 15.26 | 11.71 | 7.71 | 11.25 | 11.48 |
| Select-AE | 16.30 | 10.81 | 7.49 | 11.93 | 11.63 |
| Weight-Sum | 11.18 | 14.23 | 8.63 | 9.48 | 10.88 |
| Weight-Jacobian | 13.66 | 10.38 | 6.53 | 9.29 | 9.97 |
| Evaluationset | | | | | |
| Ch5 | 29.56 | 22.43 | 16.95 | 13.63 | 20.64 |
| MVDR | 28.10 | 24.45 | 19.39 | 15.71 | 21.91 |
| MVDR(noch2) | 22.40 | 19.26 | 15.19 | 14.48 | 17.83 |
| Select-ML | 29.63 | 22.23 | 17.58 | 14.51 | 20.99 |
| Select-AE | 28.47 | 22.15 | 16.61 | 14.15 | 20.35 |
| Weight-Sum | 26.55 | 19.56 | 15.58 | 14.05 | 18.94 |
| Weight-Jacobian | 25.80 | 18.68 | 14.09 | 12.40 | 17.74 | | 1 |
| Method | TestEnvironments | | | |
| --- | --- | --- | --- | --- |
| BUS | CAFE | PED | STRT | Avg. | | | 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 |
| WeighCov | PolySim | |
| --- | --- | --- |
| FCN | 0.46 | 0.32 |
| ResNet | 0.40 | 0.29 | | | DWT,raw()RW | 0.42 | 0.20 |
| --- | --- | --- |
| DWT,postproc.()PP | 0.52 | 0.24 |
| DSAC(init.:train/test)RWRW | 0.55 | 0.26 |
| DSAC(init.:train/test)PPPP | 0.57 | 0.26 |
| DSAC(init.:train/test)RWPP | 0.58 | 0.27 | | 1 |
| WeighCov | PolySim | |
| --- | --- | --- |
| FCN | 0.46 | 0.32 |
| ResNet | 0.40 | 0.29 | | | Trainingexamples<br>perbin | TrainRMSE<br>PCAIPCAPPCASPCA | TestRMSE<br>PCAIPCAPPCASPCA |
| --- | --- | --- |
| 2 | 0.2580.0000.1012.624 | 2.0482.9802.3332.741 |
| 10 | 1.5250.6441.3782.200 | 1.7532.0051.7772.023 |
| 20 | 1.6301.2621.5862.079 | 1.6811.8551.6911.921 |
| 30 | 1.6271.3861.5971.850 | 1.6521.7741.6551.754 | | 0 |
| WeighCov | PolySim | |
| --- | --- | --- |
| FCN | 0.46 | 0.32 |
| ResNet | 0.40 | 0.29 | | | DWT,raw()RW | 0.42 | 0.20 |
| --- | --- | --- |
| DWT,postproc.()PP | 0.52 | 0.24 |
| DSAC(init.:train/test)RWRW | 0.55 | 0.26 |
| DSAC(init.:train/test)PPPP | 0.57 | 0.26 |
| DSAC(init.:train/test)RWPP | 0.58 | 0.27 | | 1 |
| WeighCov | PolySim | |
| --- | --- | --- |
| FCN | 0.46 | 0.32 |
| ResNet | 0.40 | 0.29 | | | 10 | 1.5250.6441.3782.200 | 1.7532.0051.7772.023 |
| --- | --- | --- |
| 20 | 1.6301.2621.5862.079 | 1.6811.8551.6911.921 |
| 30 | 1.6271.3861.5971.850 | 1.6521.7741.6551.754 | | 0 |
| Service | #adopters | #usages |
| --- | --- | --- |
| Bitly | 55,883 | 5,046,710 | | | TinyURL | 46,577 | 1,682,459 |
| --- | --- | --- |
| Isgd | 28,050 | 596,895 |
| TwURL | 15,215 | 197,568 |
| SnURL | 4,462 | 41,823 |
| Doiop | 88 | 643 | | 1 |
| Service | #adopters | #usages |
| --- | --- | --- |
| Bitly | 55,883 | 5,046,710 | | | 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 | | 0 |
| Service | #adopters | #usages |
| --- | --- | --- |
| Bitly | 55,883 | 5,046,710 |
| TinyURL | 46,577 | 1,682,459 |
| Isgd | 28,050 | 596,895 | | | TwURL | 15,215 | 197,568 |
| --- | --- | --- |
| SnURL | 4,462 | 41,823 |
| Doiop | 88 | 643 | | 1 |
| Service | #adopters | #usages |
| --- | --- | --- |
| Bitly | 55,883 | 5,046,710 |
| TinyURL | 46,577 | 1,682,459 |
| Isgd | 28,050 | 596,895 | | | dietagoliu4758.ru | 52,992 |
| --- | --- |
| dietaseru858.ru | 51,894 | | 0 |
| Model | Recall | Precision | F1-Score |
| --- | --- | --- | --- |
| Seismic | 0.90 | 0.87 | 0.89 |
| SeismicReduced | 0.89 | 0.86 | 0.88 |
| Visual | 0.82 | 0.89 | 0.86 | | | VisualReduced | 0.78 | 0.89 | 0.83 |
| --- | --- | --- | --- |
| OP-BilinearFusion | 0.97 | 0.96 | 0.96 | | 1 |
| Model | Recall | Precision | F1-Score |
| --- | --- | --- | --- |
| Seismic | 0.90 | 0.87 | 0.89 |
| SeismicReduced | 0.89 | 0.86 | 0.88 |
| Visual | 0.82 | 0.89 | 0.86 | | | Model | Recall | Precision | F1-Score |
| --- | --- | --- | --- |
| AverageFusion | 0.90 | 0.92 | 0.91 |
| DempsterShaferFusion | 0.93 | 0.95 | 0.94 |
| Concatenation-FC | 0.91 | 0.89 | 0.90 |
| OP-Concatenation | 0.93 | 0.90 | 0.91 |
| OrderlessBilinear | 0.87 | 0.90 | 0.88 |
| OP-BilinearFusion | 0.97 | 0.96 | 0.96 | | 0 |
| Model | Recall | Precision | F1-Score |
| --- | --- | --- | --- |
| Seismic | 0.90 | 0.87 | 0.89 | | | SeismicReduced | 0.89 | 0.86 | 0.88 |
| --- | --- | --- | --- |
| Visual | 0.82 | 0.89 | 0.86 |
| VisualReduced | 0.78 | 0.89 | 0.83 |
| OP-BilinearFusion | 0.97 | 0.96 | 0.96 | | 1 |
| Model | Recall | Precision | F1-Score |
| --- | --- | --- | --- |
| Seismic | 0.90 | 0.87 | 0.89 | | | OrderlessBilinear | 0.87 | 0.90 | 0.88 |
| --- | --- | --- | --- |
| OP-BilinearFusion | 0.97 | 0.96 | 0.96 | | 0 |
| Queries | Q1 | Q2 | Q3 | Q4 | Q5 | Q6 | Q7 | Q8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| #joinsLM | 1 | 4 | 0 | 2 | 5 | 2 | 3 | 5 | | | #joinsSAM | 3 | 24 | 0 | 18 | 90 | 5 | 45 | 180 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| #unionLM | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| #unionSAM | 2 | 5 | 2 | 8 | 17 | 1 | 14 | 29 | | 1 |
| Queries | Q1 | Q2 | Q3 | Q4 | Q5 | Q6 | Q7 | Q8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| #joinsLM | 1 | 4 | 0 | 2 | 5 | 2 | 3 | 5 | | | Query | MEM1 | MEM2 | MEM3 |
| --- | --- | --- | --- |
| NG1 | 446 | 1757 | 7057 |
| NG2 | 3 | 6 | 13 |
| NG3 | 52 | 105 | 203 |
| NG4 | 0 | 0 | 0 |
| NG5 | 27 | 104 | 465 |
| NG6 | 434 | 1666 | 6974 |
| NG7 | 11 | 22 | 46 |
| NG8 | 53 | 100 | 202 |
| NG11 | 533 | 1773 | 7208 |
| NG12 | 12 | 23 | 61 |
| NG13 | 53 | 109 | 220 |
| NG14 | 446 | 1774 | 7106 |
| NG15 | 454 | 1869 | 7367 |
| NG16 | 12 | 28 | 49 |
| NG17 | 55 | 135 | 227 | | 0 |
| Queries | Q1 | Q2 | Q3 | Q4 | Q5 | Q6 | Q7 | Q8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| #joinsLM | 1 | 4 | 0 | 2 | 5 | 2 | 3 | 5 |
| #joinsSAM | 3 | 24 | 0 | 18 | 90 | 5 | 45 | 180 | | | #unionLM | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| #unionSAM | 2 | 5 | 2 | 8 | 17 | 1 | 14 | 29 | | 1 |
| Queries | Q1 | Q2 | Q3 | Q4 | Q5 | Q6 | Q7 | Q8 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| #joinsLM | 1 | 4 | 0 | 2 | 5 | 2 | 3 | 5 |
| #joinsSAM | 3 | 24 | 0 | 18 | 90 | 5 | 45 | 180 | | | NG2 | 3 | 6 | 13 |
| --- | --- | --- | --- |
| NG3 | 52 | 105 | 203 |
| NG4 | 0 | 0 | 0 |
| NG5 | 27 | 104 | 465 |
| NG6 | 434 | 1666 | 6974 |
| NG7 | 11 | 22 | 46 |
| NG8 | 53 | 100 | 202 |
| NG11 | 533 | 1773 | 7208 |
| NG12 | 12 | 23 | 61 |
| NG13 | 53 | 109 | 220 |
| NG14 | 446 | 1774 | 7106 |
| NG15 | 454 | 1869 | 7367 |
| NG16 | 12 | 28 | 49 |
| NG17 | 55 | 135 | 227 | | 0 |
| 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 | | 1 |
| pair | ∅ | ω1 | ω2 | ω3 | ω4 | Ω |
| --- | --- | --- | --- | --- | --- | --- |
| (1,2) | 0 | 0.13975 | 0.23775 | 0.232 | 0.025 | 0.3655 | | | pair | ∅ | ω1 | ω2 | ω3 | ω4 | Ω |
| --- | --- | --- | --- | --- | --- | --- |
| (1,2) | 0.17989 | 0.08620 | 0.19870 | 0.21626 | 0.01139 | 0.30755 |
| (2,3) | 0.07858 | 0.17209 | 0.03612 | 0.08545 | 0.15812 | 0.46962 |
| (2,4) | 0.08745 | 0.07225 | 0.12931 | 0.11762 | 0.12373 | 0.46962 |
| (3,4) | 0.07858 | 0.17209 | 0.03612 | 0.08545 | 0.15812 | 0.46962 |
| (4,5) | 0.20880 | 0.22056 | 0.15581 | 0.09589 | 0.03375 | 0.28519 | | 0 |
| 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 | | 1 |
| pair | ∅ | ω1 | ω2 | ω3 | ω4 | Ω |
| --- | --- | --- | --- | --- | --- | --- |
| (1,2) | 0 | 0.13975 | 0.23775 | 0.232 | 0.025 | 0.3655 | | | (2,3) | 0.07858 | 0.17209 | 0.03612 | 0.08545 | 0.15812 | 0.46962 |
| --- | --- | --- | --- | --- | --- | --- |
| (2,4) | 0.08745 | 0.07225 | 0.12931 | 0.11762 | 0.12373 | 0.46962 |
| (3,4) | 0.07858 | 0.17209 | 0.03612 | 0.08545 | 0.15812 | 0.46962 |
| (4,5) | 0.20880 | 0.22056 | 0.15581 | 0.09589 | 0.03375 | 0.28519 | | 0 |
| | Item | GroundTruthDescription | GeneratedDescription |
| --- | --- | --- | --- |
| Matches | Q20538915<br>Q10592904<br>Q669081<br>Q23588047 | paintingbyClaudeMonet<br>genusoffungi<br>municipalityinAustria<br>microbialproteinfoundin<br>Mycobacteriumabscessus | paintingbyClaudeMonet<br>genusoffungi<br>municipalityinAustria<br>microbialproteinfoundin<br>Mycobacteriumabscessus |
| Semanticdrift | Q1777131<br>Q16164685<br>Q849834<br>Q1434610 | albumbyHypocrisy<br>poloplayer<br>classof46electriclocomotives<br>1928film | albumbyMandyMoore<br>waterpoloplayer<br>classof20british0-6-0tlocomotives<br>filmmaker |
| Morespecific | Q1865706<br>Q19261036<br>Q7807066<br>Q10311160 | footballer<br>number<br>cricketer<br>Brazilianlawyer | Finnishfootballer<br>naturalnumber<br>Englishcricketer<br>Brazilianlawyerandpolitician | | | Moregeneral | Q149658<br>Q448330<br>Q4801958<br>Q7815530 | main-beltasteroid<br>Americanmusicianandpianist<br>2011Hindifilm<br>SouthCarolinapolitician | asteroid<br>Americanmusician<br>Indianfilm<br>Americanpolitician |
| --- | --- | --- | --- |
| Alternative | Q7364988<br>Q1165984<br>Q6179770<br>Q17660616 | DeanofYork<br>cyclist<br>recipientoftheknight’scross<br>singer-songwriter | Britishacademic<br>Germanbicycleracer<br>Germangeneral<br>Canadianmusician | | 1 |
| | Item | GroundTruthDescription | GeneratedDescription |
| --- | --- | --- | --- |
| Matches | Q20538915<br>Q10592904<br>Q669081<br>Q23588047 | paintingbyClaudeMonet<br>genusoffungi<br>municipalityinAustria<br>microbialproteinfoundin<br>Mycobacteriumabscessus | paintingbyClaudeMonet<br>genusoffungi<br>municipalityinAustria<br>microbialproteinfoundin<br>Mycobacteriumabscessus |
| Semanticdrift | Q1777131<br>Q16164685<br>Q849834<br>Q1434610 | albumbyHypocrisy<br>poloplayer<br>classof46electriclocomotives<br>1928film | albumbyMandyMoore<br>waterpoloplayer<br>classof20british0-6-0tlocomotives<br>filmmaker |
| Morespecific | Q1865706<br>Q19261036<br>Q7807066<br>Q10311160 | footballer<br>number<br>cricketer<br>Brazilianlawyer | Finnishfootballer<br>naturalnumber<br>Englishcricketer<br>Brazilianlawyerandpolitician | | | Domain | Profile | Attribute | Training | Testing | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| DogFood(DS) | Title | Flavor | 470 | 876 | 493 | 602 |
| DogFood | Title<br>Desc<br>Bullet<br>Title<br>Title<br>Title | Flavor<br>Flavor<br>Flavor<br>Brand<br>Capacity<br>Multi | 470<br>450<br>800<br>470<br>470<br>470 | 716<br>569<br>1481<br>480<br>428<br>1775 | 493<br>377<br>627<br>497<br>497<br>497 | 762<br>354<br>1179<br>607<br>433<br>1632 |
| Camera | Title | Brand | 210 | 210 | 211 | 211 |
| Detergent | Title | Scent | 500 | 487 | 500 | 484 | | 0 |
| | Item | GroundTruthDescription | GeneratedDescription |
| --- | --- | --- | --- |
| Matches | Q20538915<br>Q10592904<br>Q669081<br>Q23588047 | paintingbyClaudeMonet<br>genusoffungi<br>municipalityinAustria<br>microbialproteinfoundin<br>Mycobacteriumabscessus | paintingbyClaudeMonet<br>genusoffungi<br>municipalityinAustria<br>microbialproteinfoundin<br>Mycobacteriumabscessus |
| Semanticdrift | Q1777131<br>Q16164685<br>Q849834<br>Q1434610 | albumbyHypocrisy<br>poloplayer<br>classof46electriclocomotives<br>1928film | albumbyMandyMoore<br>waterpoloplayer<br>classof20british0-6-0tlocomotives<br>filmmaker | | | Morespecific | Q1865706<br>Q19261036<br>Q7807066<br>Q10311160 | footballer<br>number<br>cricketer<br>Brazilianlawyer | Finnishfootballer<br>naturalnumber<br>Englishcricketer<br>Brazilianlawyerandpolitician |
| --- | --- | --- | --- |
| Moregeneral | Q149658<br>Q448330<br>Q4801958<br>Q7815530 | main-beltasteroid<br>Americanmusicianandpianist<br>2011Hindifilm<br>SouthCarolinapolitician | asteroid<br>Americanmusician<br>Indianfilm<br>Americanpolitician |
| Alternative | Q7364988<br>Q1165984<br>Q6179770<br>Q17660616 | DeanofYork<br>cyclist<br>recipientoftheknight’scross<br>singer-songwriter | Britishacademic<br>Germanbicycleracer<br>Germangeneral<br>Canadianmusician | | 1 |
| | Item | GroundTruthDescription | GeneratedDescription |
| --- | --- | --- | --- |
| Matches | Q20538915<br>Q10592904<br>Q669081<br>Q23588047 | paintingbyClaudeMonet<br>genusoffungi<br>municipalityinAustria<br>microbialproteinfoundin<br>Mycobacteriumabscessus | paintingbyClaudeMonet<br>genusoffungi<br>municipalityinAustria<br>microbialproteinfoundin<br>Mycobacteriumabscessus |
| Semanticdrift | Q1777131<br>Q16164685<br>Q849834<br>Q1434610 | albumbyHypocrisy<br>poloplayer<br>classof46electriclocomotives<br>1928film | albumbyMandyMoore<br>waterpoloplayer<br>classof20british0-6-0tlocomotives<br>filmmaker | | | DogFood | Title<br>Desc<br>Bullet<br>Title<br>Title<br>Title | Flavor<br>Flavor<br>Flavor<br>Brand<br>Capacity<br>Multi | 470<br>450<br>800<br>470<br>470<br>470 | 716<br>569<br>1481<br>480<br>428<br>1775 | 493<br>377<br>627<br>497<br>497<br>497 | 762<br>354<br>1179<br>607<br>433<br>1632 |
| --- | --- | --- | --- | --- | --- | --- |
| Camera | Title | Brand | 210 | 210 | 211 | 211 |
| Detergent | Title | Scent | 500 | 487 | 500 | 484 | | 0 |
| Scoretype | Points |
| --- | --- |
| Goal | 3 |
| Assist | 2 |
| ShotonGoal | 0.5 | | | BlockedShot | 0.5 |
| --- | --- |
| ShortHandedPointBonus(Goal/Assist) | 1 |
| ShootoutGoal | 0.2 |
| HatTrickBonus | 1.5 |
| Win(goalieonly) | 3 |
| Save(goalieonly) | 0.2 |
| Goalallowed(goalieonly) | -1 |
| ShutoutBonus(goalieonly) | 2 | | 1 |
| Scoretype | Points |
| --- | --- |
| Goal | 3 |
| Assist | 2 |
| ShotonGoal | 0.5 | | | Event | EM | SMKO |
| --- | --- | --- |
| Celebration | 0.60 | 0.62 |
| Checking | 0.20 | 0.38 |
| Endofperiod | 0.90 | 0.98 |
| Fight | 0.74 | 0.85 |
| Goal | 0.38 | 0.38 |
| Penalty | 0.54 | 0.79 |
| Shot | 0.46 | 0.30 |
| Save | 0.60 | 0.46 |
| Linechange | 0.68 | 0.78 |
| Faceoff | 0.78 | 0.86 |
| Play | 0.93 | 0.95 |
| AverageF1 | 0.62 | 0.67 | | 0 |
| Scoretype | Points |
| --- | --- |
| Goal | 3 |
| Assist | 2 |
| ShotonGoal | 0.5 | | | BlockedShot | 0.5 |
| --- | --- |
| ShortHandedPointBonus(Goal/Assist) | 1 |
| ShootoutGoal | 0.2 |
| HatTrickBonus | 1.5 |
| Win(goalieonly) | 3 |
| Save(goalieonly) | 0.2 |
| Goalallowed(goalieonly) | -1 |
| ShutoutBonus(goalieonly) | 2 | | 1 |
| Scoretype | Points |
| --- | --- |
| Goal | 3 |
| Assist | 2 |
| ShotonGoal | 0.5 | | | Checking | 0.20 | 0.38 |
| --- | --- | --- |
| Endofperiod | 0.90 | 0.98 |
| Fight | 0.74 | 0.85 |
| Goal | 0.38 | 0.38 |
| Penalty | 0.54 | 0.79 |
| Shot | 0.46 | 0.30 |
| Save | 0.60 | 0.46 |
| Linechange | 0.68 | 0.78 |
| Faceoff | 0.78 | 0.86 |
| Play | 0.93 | 0.95 |
| AverageF1 | 0.62 | 0.67 | | 0 |
| γ(×10) | #Non-zeros | BudgetConsumed | u(×10)min |
| --- | --- | --- | --- |
| 0.6 | 1941 | 0.49 | 0.38 | | | 0.7 | 881 | 0.17 | 0.22 |
| --- | --- | --- | --- |
| 0.8 | 783 | 0.15 | 0.21 |
| 0.9 | 349 | 0.09 | 0.16 |
| 1.0 | 139 | 0.06 | 0.12 |
| 1.1 | 102 | 0.04 | 0.11 | | 1 |
| γ(×10) | #Non-zeros | BudgetConsumed | u(×10)min |
| --- | --- | --- | --- |
| 0.6 | 1941 | 0.49 | 0.38 | | | Year | Acc. | Opt. | Base. | Opt.t | TN | TP | FN | FP | Total |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1999 | 0.5000 | 0.7500 | 0.7500 | 0 | 0 | 4 | 2 | 2 | 8 |
| 2000 | 0.6000 | 0.7000 | 0.7000 | 0 | 0 | 6 | 1 | 3 | 10 |
| 2001 | 0.5333 | 0.6667 | 0.5333 | 57 | 3 | 5 | 3 | 4 | 15 |
| 2003 | 0.2222 | 0.5556 | 0.5556 | 0 | 0 | 2 | 3 | 4 | 9 |
| 2004 | 0.6000 | 0.6000 | 0.5000 | 15 | 3 | 3 | 2 | 2 | 10 |
| 2005 | 0.6471 | 0.6471 | 0.5882 | 327 | 9 | 2 | 5 | 1 | 17 |
| 2006 | 0.2143 | 0.5714 | 0.5714 | 39 | 3 | 0 | 6 | 5 | 14 |
| 2007 | 0.2000 | 0.6000 | 0.6000 | 10 | 3 | 0 | 6 | 6 | 15 |
| 2008 | 0.5000 | 0.5714 | 0.5000 | 2775 | 6 | 1 | 6 | 1 | 14 |
| 2009 | 0.4545 | 0.5455 | 0.6364 | 382 | 5 | 0 | 4 | 2 | 11 |
| 2010 | 0.5714 | 0.6190 | 0.5714 | 326 | 11 | 1 | 8 | 1 | 21 |
| 2011 | 0.3889 | 0.6111 | 0.5556 | 1 | 2 | 5 | 5 | 6 | 18 |
| 2012 | 0.4118 | 0.6471 | 0.6471 | 41 | 7 | 0 | 6 | 4 | 17 |
| 2013 | 0.7895 | 0.8421 | 0.7895 | 823 | 14 | 1 | 3 | 1 | 19 |
| 2014 | 0.6154 | 0.6923 | 0.7692 | 123 | 8 | 0 | 3 | 2 | 13 |
| 2015 | 0.7273 | 0.8182 | 0.7273 | 1028 | 7 | 1 | 2 | 1 | 11 |
| 2016 | 0.5882 | 0.6471 | 0.5882 | 35 | 9 | 1 | 6 | 1 | 17 |
| All | 0.5105 | 0.6527 | - | - | 90 | 32 | 71 | 46 | 239 | | 0 |
| γ(×10) | #Non-zeros | BudgetConsumed | u(×10)min |
| --- | --- | --- | --- |
| 0.6 | 1941 | 0.49 | 0.38 |
| 0.7 | 881 | 0.17 | 0.22 |
| 0.8 | 783 | 0.15 | 0.21 | | | 0.9 | 349 | 0.09 | 0.16 |
| --- | --- | --- | --- |
| 1.0 | 139 | 0.06 | 0.12 |
| 1.1 | 102 | 0.04 | 0.11 | | 1 |
| γ(×10) | #Non-zeros | BudgetConsumed | u(×10)min |
| --- | --- | --- | --- |
| 0.6 | 1941 | 0.49 | 0.38 |
| 0.7 | 881 | 0.17 | 0.22 |
| 0.8 | 783 | 0.15 | 0.21 | | | 2010 | 0.5714 | 0.6190 | 0.5714 | 326 | 11 | 1 | 8 | 1 | 21 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 2011 | 0.3889 | 0.6111 | 0.5556 | 1 | 2 | 5 | 5 | 6 | 18 |
| 2012 | 0.4118 | 0.6471 | 0.6471 | 41 | 7 | 0 | 6 | 4 | 17 |
| 2013 | 0.7895 | 0.8421 | 0.7895 | 823 | 14 | 1 | 3 | 1 | 19 |
| 2014 | 0.6154 | 0.6923 | 0.7692 | 123 | 8 | 0 | 3 | 2 | 13 |
| 2015 | 0.7273 | 0.8182 | 0.7273 | 1028 | 7 | 1 | 2 | 1 | 11 |
| 2016 | 0.5882 | 0.6471 | 0.5882 | 35 | 9 | 1 | 6 | 1 | 17 |
| All | 0.5105 | 0.6527 | - | - | 90 | 32 | 71 | 46 | 239 | | 0 |
| Level#(i) | Sizeoflevelset,\|L\|i<br>unconstrainedm=10m=11 | | |
| --- | --- | --- | --- |
| 0 | 1 | 1 | 1 |
| 1 | 2 | 2 | 2 |
| 2 | 12 | 10 | 12 |
| 3 | 152 | 66 | 139 | | | 4 | 2,347 | 216 | 1,381 |
| --- | --- | --- | --- |
| 5 | 43,763 | 630 | 9,134 |
| 6 | 890,355 | 2,002 | 54,798 |
| 7 | 18,085,322 | 6,007 | 372,122 |
| 8 | 325,165,209 | 17,497 | 2,739,963 |
| 9 | notcalculated | 2,637 | 20,776,877 |
| 10 | notcalculated | 0 | 15,467,734 |
| 11 | notcalculated | 0 | 8 |
| Totalnodesexpanded | est2.2×10 | 2.9×10 | 3.9×10 |
| Totalruntime | | 0.8min | 10hrs | | 1 |
| Level#(i) | Sizeoflevelset,\|L\|i<br>unconstrainedm=10m=11 | | |
| --- | --- | --- | --- |
| 0 | 1 | 1 | 1 |
| 1 | 2 | 2 | 2 |
| 2 | 12 | 10 | 12 |
| 3 | 152 | 66 | 139 | | | Level | No.ofTopics |
| --- | --- |
| 7 | 13 |
| 6 | 32 |
| 5 | 75 |
| 4 | 179 |
| 3 | 436 |
| 2 | 1173 |
| 1 | 3084 |
| total | 4992 | | 0 |
| Level#(i) | Sizeoflevelset,\|L\|i<br>unconstrainedm=10m=11 | | |
| --- | --- | --- | --- |
| 0 | 1 | 1 | 1 |
| 1 | 2 | 2 | 2 |
| 2 | 12 | 10 | 12 |
| 3 | 152 | 66 | 139 |
| 4 | 2,347 | 216 | 1,381 |
| 5 | 43,763 | 630 | 9,134 |
| 6 | 890,355 | 2,002 | 54,798 | | | 7 | 18,085,322 | 6,007 | 372,122 |
| --- | --- | --- | --- |
| 8 | 325,165,209 | 17,497 | 2,739,963 |
| 9 | notcalculated | 2,637 | 20,776,877 |
| 10 | notcalculated | 0 | 15,467,734 |
| 11 | notcalculated | 0 | 8 |
| Totalnodesexpanded | est2.2×10 | 2.9×10 | 3.9×10 |
| Totalruntime | | 0.8min | 10hrs | | 1 |
| Level#(i) | Sizeoflevelset,\|L\|i<br>unconstrainedm=10m=11 | | |
| --- | --- | --- | --- |
| 0 | 1 | 1 | 1 |
| 1 | 2 | 2 | 2 |
| 2 | 12 | 10 | 12 |
| 3 | 152 | 66 | 139 |
| 4 | 2,347 | 216 | 1,381 |
| 5 | 43,763 | 630 | 9,134 |
| 6 | 890,355 | 2,002 | 54,798 | | | 4 | 179 |
| --- | --- |
| 3 | 436 |
| 2 | 1173 |
| 1 | 3084 |
| total | 4992 | | 0 |
| | language | TSCCA | |
| --- | --- | --- | --- |
| orig. | proc. | | |
| RG65 | Spanish | 60.33 | 60.37 | | | GUR65 | German | 61.75 | 64.39 |
| --- | --- | --- | --- |
| GUR350 | German | 44.91 | 46.59 |
| ZG222 | German | 30.37 | 32.92 | | 1 |
| | language | TSCCA | |
| --- | --- | --- | --- |
| orig. | proc. | | |
| RG65 | Spanish | 60.33 | 60.37 | | | | CROATIAN | ENGLISH | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | CO | SIN | SHU | SYL | GR | CO | SIN | SHU | SYL | GR |
| N | 23359 | 23359 | 23359 | 2634 | 34 | 10930 | 10930 | 10930 | 2599 | 26 |
| K | 71860 | 70155 | 86214 | 18849 | 491 | 50299 | 52221 | 58920 | 6053 | 333 |
| L | 4.01 | 1.81 | 3.74 | 1.86 | 1.58 | 3.47 | 1.96 | 0.45 | 1.88 | 1.51 |
| C | 0.167 | 0.120 | 0.182 | 0.255 | 0.636 | 0.286 | 0.153 | 0.295 | 0.057 | 0.838 |
| T | 0.004 | 0.003 | 0.013 | 0.120 | 0.522 | 0.009 | 0.014 | 0.016 | 0.020 | 0.654 |
| ω | 2 | 2 | 2 | 17 | 1 | 3 | 3 | 1 | 54 | 1 | | 0 |
| | language | TSCCA | |
| --- | --- | --- | --- |
| orig. | proc. | | |
| RG65 | Spanish | 60.33 | 60.37 |
| GUR65 | German | 61.75 | 64.39 | | | GUR350 | German | 44.91 | 46.59 |
| --- | --- | --- | --- |
| ZG222 | German | 30.37 | 32.92 | | 1 |
| | language | TSCCA | |
| --- | --- | --- | --- |
| orig. | proc. | | |
| RG65 | Spanish | 60.33 | 60.37 |
| GUR65 | German | 61.75 | 64.39 | | | C | 0.167 | 0.120 | 0.182 | 0.255 | 0.636 | 0.286 | 0.153 | 0.295 | 0.057 | 0.838 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| T | 0.004 | 0.003 | 0.013 | 0.120 | 0.522 | 0.009 | 0.014 | 0.016 | 0.020 | 0.654 |
| ω | 2 | 2 | 2 | 17 | 1 | 3 | 3 | 1 | 54 | 1 | | 0 |
| (a)Numberofrenderedviews | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| n | 200 | 500 | 1k | 2k | 5k | 10k | 86k | | | AP | 34.0 | 40.4 | 43.8 | 44.3 | 45.6 | 46.0 | 49.7 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| (b)NumberofCADmodels | | | | | | | |
| n | 5 | 10 | 20 | 40 | 80 | 160 | 1393 |
| AP | 22.2 | 29.5 | 33.6 | 36.4 | 39.3 | 44.2 | 49.7 | | 1 |
| (a)Numberofrenderedviews | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| n | 200 | 500 | 1k | 2k | 5k | 10k | 86k | | | (a)Numberofrenderedviews | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| n | 200 | 500 | 1k | 2k | 5k | 10k | 86k |
| AP | 29.8 | 34.2 | 35.3 | 38.7 | 40.2 | 42.0 | 44.0 |
| (b)NumberofCADmodels | | | | | | | |
| n | 5 | 10 | 20 | 40 | 80 | 160 | 1393 |
| AP | 17.6 | 25.0 | 29.3 | 32.8 | 33.8 | 38.1 | 44.0 | | 0 |
| (a)Numberofrenderedviews | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| n | 200 | 500 | 1k | 2k | 5k | 10k | 86k | | | AP | 34.0 | 40.4 | 43.8 | 44.3 | 45.6 | 46.0 | 49.7 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| (b)NumberofCADmodels | | | | | | | |
| n | 5 | 10 | 20 | 40 | 80 | 160 | 1393 |
| AP | 22.2 | 29.5 | 33.6 | 36.4 | 39.3 | 44.2 | 49.7 | | 1 |
| (a)Numberofrenderedviews | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| n | 200 | 500 | 1k | 2k | 5k | 10k | 86k | | | n | 5 | 10 | 20 | 40 | 80 | 160 | 1393 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| AP | 17.6 | 25.0 | 29.3 | 32.8 | 33.8 | 38.1 | 44.0 | | 0 |
| clustered | | |
| --- | --- | --- |
| ContextClusters(S,G) | PP | PP(tree) | | | w500,500i−1<br>w2000,2000i−1<br>w,w2000,2000i−2i−1 | 242<br>190<br>180 | -<br>-<br>158 |
| --- | --- | --- |
| backoff | | |
| Context | | PP |
| wi−1<br>w,wi−2i−1 | | 172<br>112 | | 1 |
| clustered | | |
| --- | --- | --- |
| ContextClusters(S,G) | PP | PP(tree) | | | p | tree | RRGnumerics |
| --- | --- | --- |
| 0.5 | 4.16 | 4.36±0.03 |
| 0.45 | 4.22 | 4.45±0.05 |
| 0.4 | 4.53 | 4.75±0.05 |
| 0.35 | 5.13 | 5.30±0.05 |
| 0.3 | 6.16 | 6.28±0.05 | | 0 |
| clustered | | |
| --- | --- | --- |
| ContextClusters(S,G) | PP | PP(tree) |
| w500,500i−1<br>w2000,2000i−1<br>w,w2000,2000i−2i−1 | 242<br>190<br>180 | -<br>-<br>158 |
| backoff | | | | | Context | | PP |
| --- | --- | --- |
| wi−1<br>w,wi−2i−1 | | 172<br>112 | | 1 |
| clustered | | |
| --- | --- | --- |
| ContextClusters(S,G) | PP | PP(tree) |
| w500,500i−1<br>w2000,2000i−1<br>w,w2000,2000i−2i−1 | 242<br>190<br>180 | -<br>-<br>158 |
| backoff | | | | | 0.45 | 4.22 | 4.45±0.05 |
| --- | --- | --- |
| 0.4 | 4.53 | 4.75±0.05 |
| 0.35 | 5.13 | 5.30±0.05 |
| 0.3 | 6.16 | 6.28±0.05 | | 0 |
| | EC | TC | WT | RankEC | RankTC | RankWT | Averagerank |
| --- | --- | --- | --- | --- | --- | --- | --- |
| UCL-TIG | 78.6 | 83.8 | 90.5 | 1/55 | 1 | 1 | 1.0 |
| MICDKFZ | 77.6 | 81.9 | 90.3 | 2/55 | 2 | 2 | 2.0 |
| inpm(ourmethod) | 77.2 | 80.8 | 90.0 | 3/55 | 3 | 7 | 4.3 | | | UCLMUBERN | 74.9 | 79.1 | 90.1 | 9/55 | 6 | 3 | 6.0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| biomedia1 | 73.8 | 79.7 | 90.1 | 12/55 | 5 | 5 | 7.3 |
| stryker | 75.5 | 78.3 | 90.1 | 6/55 | 10 | 6 | 7.3 |
| xfeng | 75.1 | 79.9 | 89.2 | 8/55 | 4 | 11 | 7.7 |
| Zhouch | 75.4 | 77.8 | 90.1 | 7/55 | 12 | 4 | 7.7 |
| tkuan | 76.5 | 78.2 | 88.9 | 4/55 | 11 | 13 | 9.3 |
| Zhao | 75.9 | 78.9 | 87.2 | 5/55 | 7 | 16 | 9.3 | | 1 |
| | EC | TC | WT | RankEC | RankTC | RankWT | Averagerank |
| --- | --- | --- | --- | --- | --- | --- | --- |
| UCL-TIG | 78.6 | 83.8 | 90.5 | 1/55 | 1 | 1 | 1.0 |
| MICDKFZ | 77.6 | 81.9 | 90.3 | 2/55 | 2 | 2 | 2.0 |
| inpm(ourmethod) | 77.2 | 80.8 | 90.0 | 3/55 | 3 | 7 | 4.3 | | | 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 |
| | EC | TC | WT | RankEC | RankTC | RankWT | Averagerank |
| --- | --- | --- | --- | --- | --- | --- | --- |
| UCL-TIG | 78.6 | 83.8 | 90.5 | 1/55 | 1 | 1 | 1.0 | | | MICDKFZ | 77.6 | 81.9 | 90.3 | 2/55 | 2 | 2 | 2.0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| inpm(ourmethod) | 77.2 | 80.8 | 90.0 | 3/55 | 3 | 7 | 4.3 |
| UCLMUBERN | 74.9 | 79.1 | 90.1 | 9/55 | 6 | 3 | 6.0 |
| biomedia1 | 73.8 | 79.7 | 90.1 | 12/55 | 5 | 5 | 7.3 |
| stryker | 75.5 | 78.3 | 90.1 | 6/55 | 10 | 6 | 7.3 |
| xfeng | 75.1 | 79.9 | 89.2 | 8/55 | 4 | 11 | 7.7 |
| Zhouch | 75.4 | 77.8 | 90.1 | 7/55 | 12 | 4 | 7.7 |
| tkuan | 76.5 | 78.2 | 88.9 | 4/55 | 11 | 13 | 9.3 |
| Zhao | 75.9 | 78.9 | 87.2 | 5/55 | 7 | 16 | 9.3 | | 1 |
| | EC | TC | WT | RankEC | RankTC | RankWT | Averagerank |
| --- | --- | --- | --- | --- | --- | --- | --- |
| UCL-TIG | 78.6 | 83.8 | 90.5 | 1/55 | 1 | 1 | 1.0 | | | 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 |
| M |
| --- |
| N |
| ζ | | | β |
| --- |
| E(λ) |
| q |
| c |
| l |
| CAMtype |
| MLArch. |
| SupplyVoltage | | 1 |
| M |
| --- |
| N |
| ζ | | | Parameter | Values |
| --- | --- |
| k | 5,25,50,75,100 |
| β | 0.1,0.2,0.3,0.4,0.5 |
| N | 100K,250K,500K,750K,1,000K |
| L | 1K,2.5K,5K,7.5K,10K |
| \|U\| | 1M,2M,3M,4M,5M | | 0 |
| M |
| --- |
| N |
| ζ | | | β |
| --- |
| E(λ) |
| q |
| c |
| l |
| CAMtype |
| MLArch. |
| SupplyVoltage | | 1 |
| M |
| --- |
| N |
| ζ | | | β | 0.1,0.2,0.3,0.4,0.5 |
| --- | --- |
| N | 100K,250K,500K,750K,1,000K |
| L | 1K,2.5K,5K,7.5K,10K |
| \|U\| | 1M,2M,3M,4M,5M | | 0 |
| Depth | Images | Time | Memory |
| --- | --- | --- | --- |
| 50 | 60K | 5h | 8x4.5G |
| 101 | 60K | 9h | 8x6.5G | | | 101 | 600K | 75h | 8x7.5G |
| --- | --- | --- | --- |
| 101 | 4M | ¿500h | 8x8G | | 1 |
| Depth | Images | Time | Memory |
| --- | --- | --- | --- |
| 50 | 60K | 5h | 8x4.5G |
| 101 | 60K | 9h | 8x6.5G | | | | 321×481pixelimages | | | | |
| --- | --- | --- | --- | --- | --- |
| | 1core(s) | 4cores(s) | 1core(fps) | 4cores(fps) | totaltime(m:s) |
| SIFT | 0.039 | 0.017 | 25 | 59 | - |
| SIFT+TreeSC+pyramid | 0.143 | 0.045 | 7 | 22.5 | - |
| full(1024) | 0.145 | 0.0465 | 6.9 | 21 | 4:01 |
| full(2048) | 0.1473 | 0.050 | 6.8 | 20 | 4:45 |
| full(4096) | 0.1495 | 0.052 | 6.7 | 19 | 4:42 |
| full(8092) | 0.155 | 0.0565 | 6.4 | 18 | 5:35 | | 0 |
| Depth | Images | Time | Memory |
| --- | --- | --- | --- |
| 50 | 60K | 5h | 8x4.5G |
| 101 | 60K | 9h | 8x6.5G | | | 101 | 600K | 75h | 8x7.5G |
| --- | --- | --- | --- |
| 101 | 4M | ¿500h | 8x8G | | 1 |
| Depth | Images | Time | Memory |
| --- | --- | --- | --- |
| 50 | 60K | 5h | 8x4.5G |
| 101 | 60K | 9h | 8x6.5G | | | full(2048) | 0.1473 | 0.050 | 6.8 | 20 | 4:45 |
| --- | --- | --- | --- | --- | --- |
| full(4096) | 0.1495 | 0.052 | 6.7 | 19 | 4:42 |
| full(8092) | 0.155 | 0.0565 | 6.4 | 18 | 5:35 | | 0 |
| h | Averagejumpfactorwithvaryingβ | | | |
| --- | --- | --- | --- | --- |
| β=0.8 | β=0.9 | β=0.95 | β=1.0 | |
| 10 | 1.93 | 1.75 | 1.64 | 1.64 | | | 50 | 4.45 | 2.70 | 2.05 | 1.92 |
| --- | --- | --- | --- | --- |
| 100 | 7.26 | 3.53 | 2.38 | 1.96 |
| 500 | 29.53 | 10.22 | 4.26 | 1.99 |
| 1000 | 57.37 | 18.57 | 6.54 | 2.00 | | 1 |
| h | Averagejumpfactorwithvaryingβ | | | |
| --- | --- | --- | --- | --- |
| β=0.8 | β=0.9 | β=0.95 | β=1.0 | |
| 10 | 1.93 | 1.75 | 1.64 | 1.64 | | | h | N | SearchLDS | SkipList | JumpSearchLDS | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| β=0.8 | β=0.9 | β=0.95 | β=1.0 | | | | |
| 10 | 55 | 0.048 | 0.059 | 0.064 | 0.061 | 0.061 | 0.060 |
| 50 | 1275 | 0.190 | 0.144 | 0.215 | 0.155 | 0.134 | 0.128 |
| 100 | 5050 | 0.347 | 0.207 | 0.370 | 0.223 | 0.176 | 0.157 |
| 500 | 125250 | 1.840 | 0.481 | 1.686 | 0.678 | 0.357 | 0.228 |
| 1000 | 500500 | 3.990 | 0.780 | 3.600 | 1.284 | 0.557 | 0.267 | | 0 |
| h | Averagejumpfactorwithvaryingβ | | | |
| --- | --- | --- | --- | --- |
| β=0.8 | β=0.9 | β=0.95 | β=1.0 | |
| 10 | 1.93 | 1.75 | 1.64 | 1.64 |
| 50 | 4.45 | 2.70 | 2.05 | 1.92 | | | 100 | 7.26 | 3.53 | 2.38 | 1.96 |
| --- | --- | --- | --- | --- |
| 500 | 29.53 | 10.22 | 4.26 | 1.99 |
| 1000 | 57.37 | 18.57 | 6.54 | 2.00 | | 1 |
| h | Averagejumpfactorwithvaryingβ | | | |
| --- | --- | --- | --- | --- |
| β=0.8 | β=0.9 | β=0.95 | β=1.0 | |
| 10 | 1.93 | 1.75 | 1.64 | 1.64 |
| 50 | 4.45 | 2.70 | 2.05 | 1.92 | | | 50 | 1275 | 0.190 | 0.144 | 0.215 | 0.155 | 0.134 | 0.128 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 100 | 5050 | 0.347 | 0.207 | 0.370 | 0.223 | 0.176 | 0.157 |
| 500 | 125250 | 1.840 | 0.481 | 1.686 | 0.678 | 0.357 | 0.228 |
| 1000 | 500500 | 3.990 | 0.780 | 3.600 | 1.284 | 0.557 | 0.267 | | 0 |
| Simplerotation | Axesnumbers | Key |
| --- | --- | --- |
| Rxy | 1×2 | “2” |
| Rxz | 1×3 | “3” | | | Rxw | 1×4 | “4” |
| --- | --- | --- |
| Ryz | 2×3 | “6” |
| Ryw | 2×4 | “8” |
| Rzw | 3×4 | “c” |
| Doublerotation | x’scounterpart | Key |
| Rxy,zw | y | “y” |
| Rxz,yw | z | “z” |
| Rxw,yz | w | “w” | | 1 |
| Simplerotation | Axesnumbers | Key |
| --- | --- | --- |
| Rxy | 1×2 | “2” |
| Rxz | 1×3 | “3” | | | Code | K,{w}B | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | 10 | 11 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Polar | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 |
| Simplex | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 2 |
| Polar | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 6 | 0 | 0 | 0 |
| Simplex | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 4 | 2 | 0 |
| Polar | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 14 | 0 | 0 | 0 |
| Simplex | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 7 | 8 | 0 | 0 |
| Polar | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 0 | 0 | 0 |
| Polar | 6 | 0 | 0 | 0 | 4 | 0 | 0 | 0 | 54 | 0 | 0 | 0 |
| eBCH | 6 | 0 | 0 | 0 | 0 | 0 | 16 | 0 | 30 | 0 | 16 | 0 |
| Polar | 7 | 0 | 0 | 0 | 12 | 0 | 0 | 0 | 102 | 0 | 0 | 0 |
| eBCH | 7 | 0 | 0 | 0 | 0 | 0 | 48 | 0 | 30 | 0 | 48 | 0 |
| Polar | 8 | 0 | 0 | 0 | 28 | 0 | 0 | 0 | 198 | 0 | 0 | 0 |
| Polar | 9 | 0 | 0 | 0 | 44 | 0 | 64 | 0 | 294 | 0 | 64 | 0 |
| DualofeBCH | 9 | 0 | 0 | 0 | 20 | 0 | 160 | 0 | 150 | 0 | 160 | 0 |
| Polar | 10 | 0 | 0 | 0 | 76 | 0 | 192 | 0 | 486 | 0 | 192 | 0 |
| DualofeBCH | 10 | 0 | 0 | 0 | 60 | 0 | 256 | 0 | 390 | 0 | 256 | 0 |
| Polar | 11 | 0 | 0 | 0 | 140 | 0 | 448 | 0 | 870 | 0 | 448 | 0 |
| Polar | 12 | 0 | 8 | 0 | 252 | 0 | 952 | 0 | 1670 | 0 | 952 | 0 |
| DualofSimplex | 12 | 0 | 1 | 42 | 133 | 252 | 469 | 750 | 835 | 680 | 483 | 294 |
| Polar | 13 | 0 | 24 | 0 | 476 | 0 | 1960 | 0 | 3270 | 0 | 1960 | 0 |
| DualofSimplex | 13 | 0 | 11 | 82 | 233 | 516 | 1003 | 1470 | 1595 | 1400 | 1017 | 558 |
| Polar | 14 | 0 | 56 | 0 | 924 | 0 | 3976 | 0 | 6470 | 0 | 3976 | 0 |
| DualofSimplex | 14 | 0 | 35 | 150 | 425 | 1100 | 2051 | 2810 | 3195 | 2920 | 1985 | 1066 |
| Polar | 15 | 0 | 120 | 0 | 1820 | 0 | 8008 | 0 | 12870 | 0 | 8008 | 0 | | 0 |
| Simplerotation | Axesnumbers | Key |
| --- | --- | --- |
| Rxy | 1×2 | “2” |
| Rxz | 1×3 | “3” |
| Rxw | 1×4 | “4” |
| Ryz | 2×3 | “6” |
| Ryw | 2×4 | “8” |
| Rzw | 3×4 | “c” | | | Doublerotation | x’scounterpart | Key |
| --- | --- | --- |
| Rxy,zw | y | “y” |
| Rxz,yw | z | “z” |
| Rxw,yz | w | “w” | | 1 |
| Simplerotation | Axesnumbers | Key |
| --- | --- | --- |
| Rxy | 1×2 | “2” |
| Rxz | 1×3 | “3” |
| Rxw | 1×4 | “4” |
| Ryz | 2×3 | “6” |
| Ryw | 2×4 | “8” |
| Rzw | 3×4 | “c” | | | eBCH | 6 | 0 | 0 | 0 | 0 | 0 | 16 | 0 | 30 | 0 | 16 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Polar | 7 | 0 | 0 | 0 | 12 | 0 | 0 | 0 | 102 | 0 | 0 | 0 |
| eBCH | 7 | 0 | 0 | 0 | 0 | 0 | 48 | 0 | 30 | 0 | 48 | 0 |
| Polar | 8 | 0 | 0 | 0 | 28 | 0 | 0 | 0 | 198 | 0 | 0 | 0 |
| Polar | 9 | 0 | 0 | 0 | 44 | 0 | 64 | 0 | 294 | 0 | 64 | 0 |
| DualofeBCH | 9 | 0 | 0 | 0 | 20 | 0 | 160 | 0 | 150 | 0 | 160 | 0 |
| Polar | 10 | 0 | 0 | 0 | 76 | 0 | 192 | 0 | 486 | 0 | 192 | 0 |
| DualofeBCH | 10 | 0 | 0 | 0 | 60 | 0 | 256 | 0 | 390 | 0 | 256 | 0 |
| Polar | 11 | 0 | 0 | 0 | 140 | 0 | 448 | 0 | 870 | 0 | 448 | 0 |
| Polar | 12 | 0 | 8 | 0 | 252 | 0 | 952 | 0 | 1670 | 0 | 952 | 0 |
| DualofSimplex | 12 | 0 | 1 | 42 | 133 | 252 | 469 | 750 | 835 | 680 | 483 | 294 |
| Polar | 13 | 0 | 24 | 0 | 476 | 0 | 1960 | 0 | 3270 | 0 | 1960 | 0 |
| DualofSimplex | 13 | 0 | 11 | 82 | 233 | 516 | 1003 | 1470 | 1595 | 1400 | 1017 | 558 |
| Polar | 14 | 0 | 56 | 0 | 924 | 0 | 3976 | 0 | 6470 | 0 | 3976 | 0 |
| DualofSimplex | 14 | 0 | 35 | 150 | 425 | 1100 | 2051 | 2810 | 3195 | 2920 | 1985 | 1066 |
| Polar | 15 | 0 | 120 | 0 | 1820 | 0 | 8008 | 0 | 12870 | 0 | 8008 | 0 | | 0 |
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