premise string | hypothesis string | label int64 |
|---|---|---|
| Statistics | Integratorusedwithsamplingfilter | |
| --- | --- | --- |
| | | |
| Min | 0.304178 | 1.234498 |
| Max | 2.671971 | 2.350684 | | | Mean | 0.439776 | 1.699096 |
| --- | --- | --- |
| Std | 0.274643 | 0.250088 |
| Mean+2∗std | 0.989062 | 2.199272 |
| Mean−2∗std | -0.109510 | 1.198920 | | 1 |
| Statistics | Integratorusedwithsamplingfilter | |
| --- | --- | --- |
| | | |
| Min | 0.304178 | 1.234498 |
| Max | 2.671971 | 2.350684 | | | HigherBetter | | | |
| --- | --- | --- | --- |
| Pct.<1.25 | Pct.<1.25 | Pct.<1.25 | MeanAbsoluteError |
| 80.55 | 94.65 | 98.26 | 0.399 |
| 79.88 | 94.45 | 98.15 | 0.411 |
| 78.70 | 94.06 | 98.13 | 0.419 |
| 78.72 | 94.13 | 98.08 | 0.423 |
| 80.17 | 94.74 | 98.27 | 0.401 |
| 79.26 | 94.19 | 98.07 | 0.422 | | 0 |
| Statistics | Integratorusedwithsamplingfilter | |
| --- | --- | --- |
| | | |
| Min | 0.304178 | 1.234498 |
| Max | 2.671971 | 2.350684 |
| Mean | 0.439776 | 1.699096 | | | Std | 0.274643 | 0.250088 |
| --- | --- | --- |
| Mean+2∗std | 0.989062 | 2.199272 |
| Mean−2∗std | -0.109510 | 1.198920 | | 1 |
| Statistics | Integratorusedwithsamplingfilter | |
| --- | --- | --- |
| | | |
| Min | 0.304178 | 1.234498 |
| Max | 2.671971 | 2.350684 |
| Mean | 0.439776 | 1.699096 | | | 78.72 | 94.13 | 98.08 | 0.423 |
| --- | --- | --- | --- |
| 80.17 | 94.74 | 98.27 | 0.401 |
| 79.26 | 94.19 | 98.07 | 0.422 | | 0 |
| cut | | | | |
| --- | --- | --- | --- | --- |
| P | R | F | P | R | | | 0.731 | 0.921 | 0.815 | 0.837 | 0.386 |
| --- | --- | --- | --- | --- |
| 0.765 | 0.910 | 0.831 | 0.770 | 0.622 |
| 0.410 | 0.093 | 0.151 | 0.393 | 0.053 |
| 0.776 | 0.934 | 0.848 | 0.840 | 0.904 | | 1 |
| cut | | | | |
| --- | --- | --- | --- | --- |
| P | R | F | P | R | | | cut | | | | |
| --- | --- | --- | --- | --- |
| P | R | F | P | R |
| 0.765 | 0.910 | 0.831 | 0.770 | 0.622 |
| 0.757 | 0.902 | 0.823 | 0.699 | 0.810 |
| 0.776 | 0.934 | 0.848 | 0.711 | 0.830 |
| 0.776 | 0.934 | 0.848 | 0.840 | 0.904 | | 0 |
| cut | | | | |
| --- | --- | --- | --- | --- |
| P | R | F | P | R |
| 0.731 | 0.921 | 0.815 | 0.837 | 0.386 |
| 0.765 | 0.910 | 0.831 | 0.770 | 0.622 | | | 0.410 | 0.093 | 0.151 | 0.393 | 0.053 |
| --- | --- | --- | --- | --- |
| 0.776 | 0.934 | 0.848 | 0.840 | 0.904 | | 1 |
| cut | | | | |
| --- | --- | --- | --- | --- |
| P | R | F | P | R |
| 0.731 | 0.921 | 0.815 | 0.837 | 0.386 |
| 0.765 | 0.910 | 0.831 | 0.770 | 0.622 | | | 0.776 | 0.934 | 0.848 | 0.711 | 0.830 |
| --- | --- | --- | --- | --- |
| 0.776 | 0.934 | 0.848 | 0.840 | 0.904 | | 0 |
| Sky | Tree | Road | Grass | Water | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Raw | Deep | Raw | Deep | Raw | Deep | Raw | Deep | Raw | Deep | Raw | |
| ICM | 0.807 | 0.843 | 0.648 | 0.628 | 0.845 | 0.853 | 0.790 | 0.729 | 0.770 | 0.759 | 0.686 |
| ICM-iter | 0.837 | 0.846 | 0.649 | 0.631 | 0.845 | 0.855 | 0.790 | 0.736 | 0.776 | 0.767 | 0.686 |
| LBP | 0.861 | 0.840 | 0.640 | 0.629 | 0.832 | 0.842 | 0.783 | 0.690 | 0.771 | 0.707 | 0.675 | | | Gibbs | 0.854 | 0.840 | 0.659 | 0.632 | 0.848 | 0.856 | 0.792 | 0.738 | 0.802 | 0.766 | 0.705 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| LocPMAP | 0.854 | 0.846 | 0.650 | 0.636 | 0.844 | 0.859 | 0.794 | 0.742 | 0.784 | 0.769 | 0.686 | | 1 |
| Sky | Tree | Road | Grass | Water | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Raw | Deep | Raw | Deep | Raw | Deep | Raw | Deep | Raw | Deep | Raw | |
| ICM | 0.807 | 0.843 | 0.648 | 0.628 | 0.845 | 0.853 | 0.790 | 0.729 | 0.770 | 0.759 | 0.686 |
| ICM-iter | 0.837 | 0.846 | 0.649 | 0.631 | 0.845 | 0.855 | 0.790 | 0.736 | 0.776 | 0.767 | 0.686 |
| LBP | 0.861 | 0.840 | 0.640 | 0.629 | 0.832 | 0.842 | 0.783 | 0.690 | 0.771 | 0.707 | 0.675 | | | Background | Foreground | Mean | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| Raw | Deep | Raw | Deep | Raw | Deep | |
| LBP | 0.539 | 0.539 | 0.080 | 0.154 | 0.310 | 0.347 |
| MF | 0.686 | 0.695 | 0.598 | 0.674 | 0.642 | 0.684 |
| ICM-iter | 0.659 | 0.731 | 0.637 | 0.727 | 0.648 | 0.729 |
| SA | 0.688 | 0.692 | 0.623 | 0.696 | 0.655 | 0.694 |
| Gibbs | 0.692 | 0.708 | 0.624 | 0.696 | 0.658 | 0.702 |
| ICM | 0.672 | 0.746 | 0.661 | 0.733 | 0.667 | 0.739 |
| LocPMAP | 0.681 | 0.754 | 0.666 | 0.735 | 0.673 | 0.745 | | 0 |
| Sky | Tree | Road | Grass | Water | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Raw | Deep | Raw | Deep | Raw | Deep | Raw | Deep | Raw | Deep | Raw | |
| ICM | 0.807 | 0.843 | 0.648 | 0.628 | 0.845 | 0.853 | 0.790 | 0.729 | 0.770 | 0.759 | 0.686 |
| ICM-iter | 0.837 | 0.846 | 0.649 | 0.631 | 0.845 | 0.855 | 0.790 | 0.736 | 0.776 | 0.767 | 0.686 |
| LBP | 0.861 | 0.840 | 0.640 | 0.629 | 0.832 | 0.842 | 0.783 | 0.690 | 0.771 | 0.707 | 0.675 | | | Gibbs | 0.854 | 0.840 | 0.659 | 0.632 | 0.848 | 0.856 | 0.792 | 0.738 | 0.802 | 0.766 | 0.705 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| LocPMAP | 0.854 | 0.846 | 0.650 | 0.636 | 0.844 | 0.859 | 0.794 | 0.742 | 0.784 | 0.769 | 0.686 | | 1 |
| Sky | Tree | Road | Grass | Water | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Raw | Deep | Raw | Deep | Raw | Deep | Raw | Deep | Raw | Deep | Raw | |
| ICM | 0.807 | 0.843 | 0.648 | 0.628 | 0.845 | 0.853 | 0.790 | 0.729 | 0.770 | 0.759 | 0.686 |
| ICM-iter | 0.837 | 0.846 | 0.649 | 0.631 | 0.845 | 0.855 | 0.790 | 0.736 | 0.776 | 0.767 | 0.686 |
| LBP | 0.861 | 0.840 | 0.640 | 0.629 | 0.832 | 0.842 | 0.783 | 0.690 | 0.771 | 0.707 | 0.675 | | | SA | 0.688 | 0.692 | 0.623 | 0.696 | 0.655 | 0.694 |
| --- | --- | --- | --- | --- | --- | --- |
| Gibbs | 0.692 | 0.708 | 0.624 | 0.696 | 0.658 | 0.702 |
| ICM | 0.672 | 0.746 | 0.661 | 0.733 | 0.667 | 0.739 |
| LocPMAP | 0.681 | 0.754 | 0.666 | 0.735 | 0.673 | 0.745 | | 0 |
| MessageSize | iSense<br>TxRx | TelosB<br>TxRx | | |
| --- | --- | --- | --- | --- |
| 149bytes | 0.5mJ | 0.6mJ | 0.3mJ | 0.32mJ |
| 85bytes | 0.32mJ | 0.36mJ | 0.17mJ | 0.18mJ | | | 43bytes | 0.16mJ | 0.18mJ | 0.08mJ | 0.09mJ |
| --- | --- | --- | --- | --- |
| 22bytes | 0.08mJ | 0.09mJ | 0.045mJ | 0.048mJ |
| 2bytes | 0.007mJ | 0.008mJ | 0.004mJ | 0.004mJ |
| 1byte | 0.003mJ | 0.004mJ | 0.002mJ | 0.002mJ | | 1 |
| MessageSize | iSense<br>TxRx | TelosB<br>TxRx | | |
| --- | --- | --- | --- | --- |
| 149bytes | 0.5mJ | 0.6mJ | 0.3mJ | 0.32mJ |
| 85bytes | 0.32mJ | 0.36mJ | 0.17mJ | 0.18mJ | | | | | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | |
| 2 | 0.315 | 97Mb | 2 | 0.345 | 256Mb |
| 2 | 0.282 | 388Mb | 2 | 0.321 | 1024Mb |
| 2 | 0.259 | 1552Mb | 2 | 0.305 | 4096Mb | | 0 |
| MessageSize | iSense<br>TxRx | TelosB<br>TxRx | | |
| --- | --- | --- | --- | --- |
| 149bytes | 0.5mJ | 0.6mJ | 0.3mJ | 0.32mJ | | | 85bytes | 0.32mJ | 0.36mJ | 0.17mJ | 0.18mJ |
| --- | --- | --- | --- | --- |
| 43bytes | 0.16mJ | 0.18mJ | 0.08mJ | 0.09mJ |
| 22bytes | 0.08mJ | 0.09mJ | 0.045mJ | 0.048mJ |
| 2bytes | 0.007mJ | 0.008mJ | 0.004mJ | 0.004mJ |
| 1byte | 0.003mJ | 0.004mJ | 0.002mJ | 0.002mJ | | 1 |
| MessageSize | iSense<br>TxRx | TelosB<br>TxRx | | |
| --- | --- | --- | --- | --- |
| 149bytes | 0.5mJ | 0.6mJ | 0.3mJ | 0.32mJ | | | 2 | 0.282 | 388Mb | 2 | 0.321 | 1024Mb |
| --- | --- | --- | --- | --- | --- |
| 2 | 0.259 | 1552Mb | 2 | 0.305 | 4096Mb | | 0 |
| LayerType | Parameters |
| --- | --- |
| Input | 94x24pixelsRGBimage |
| Convolution | #643x3stride1 |
| MaxPooling | #643x3stride1 |
| Smallbasicblock | #1283x3stride1 |
| MaxPooling | #643x3stride(2,1) | | | Smallbasicblock | #2563x3stride1 |
| --- | --- |
| Smallbasicblock | #2563x3stride1 |
| MaxPooling | #643x3stride(2,1) |
| Dropout | 0.5ratio |
| Convolution | #2564x1stride1 |
| Dropout | 0.5ratio |
| Convolution | #classnumber1x13stride1 | | 1 |
| LayerType | Parameters |
| --- | --- |
| Input | 94x24pixelsRGBimage |
| Convolution | #643x3stride1 |
| MaxPooling | #643x3stride1 |
| Smallbasicblock | #1283x3stride1 |
| MaxPooling | #643x3stride(2,1) | | | Layer | LayerType | Size | OutputShape |
| --- | --- | --- | --- |
| 1 | Convolution+Maxout | 488×8filters | |
| 1 | MaxPooling | 4×4,stride2 | (48,10,10) |
| 2 | Convolution+Maxout | 488×8filters | |
| 2 | MaxPooling | 4×4,stride2 | (48,4,4) |
| 3 | Convolution+Maxout | 245×5filters | |
| 3 | MaxPooling | 2×2,stride2 | (24,3,3) |
| 4 | Softmax | 121way | 121 | | 0 |
| LayerType | Parameters |
| --- | --- |
| Input | 94x24pixelsRGBimage |
| Convolution | #643x3stride1 |
| MaxPooling | #643x3stride1 |
| Smallbasicblock | #1283x3stride1 |
| MaxPooling | #643x3stride(2,1) |
| Smallbasicblock | #2563x3stride1 |
| Smallbasicblock | #2563x3stride1 |
| MaxPooling | #643x3stride(2,1) | | | Dropout | 0.5ratio |
| --- | --- |
| Convolution | #2564x1stride1 |
| Dropout | 0.5ratio |
| Convolution | #classnumber1x13stride1 | | 1 |
| LayerType | Parameters |
| --- | --- |
| Input | 94x24pixelsRGBimage |
| Convolution | #643x3stride1 |
| MaxPooling | #643x3stride1 |
| Smallbasicblock | #1283x3stride1 |
| MaxPooling | #643x3stride(2,1) |
| Smallbasicblock | #2563x3stride1 |
| Smallbasicblock | #2563x3stride1 |
| MaxPooling | #643x3stride(2,1) | | | 3 | MaxPooling | 2×2,stride2 | (24,3,3) |
| --- | --- | --- | --- |
| 4 | Softmax | 121way | 121 | | 0 |
| Methods | 12bits24bits32bits48bits |
| --- | --- |
| MAP | |
| 1-sub-network | 0.6740.6970.7130.715 |
| 2-sub-networks | 0.6400.6860.6880.697 |
| PrecisionwithinHammingradius2 | | | | 1-sub-network | 0.6230.6860.7100.714 |
| --- | --- |
| 2-sub-networks | 0.5790.6640.6960.704 | | 1 |
| Methods | 12bits24bits32bits48bits |
| --- | --- |
| MAP | |
| 1-sub-network | 0.6740.6970.7130.715 |
| 2-sub-networks | 0.6400.6860.6880.697 |
| PrecisionwithinHammingradius2 | | | | Methods | 12bits24bits32bits48bits |
| --- | --- |
| MAP | |
| 1-sub-network | 0.5520.5660.5580.581 |
| 2-sub-networks | 0.4670.4940.4770.515 |
| PrecisionwithinHammingradius2 | |
| 1-sub-network | 0.5270.6150.6020.625 |
| 2-sub-networks | 0.4500.5640.5490.588 | | 0 |
| Methods | 12bits24bits32bits48bits |
| --- | --- |
| MAP | |
| 1-sub-network | 0.6740.6970.7130.715 |
| 2-sub-networks | 0.6400.6860.6880.697 | | | PrecisionwithinHammingradius2 | |
| --- | --- |
| 1-sub-network | 0.6230.6860.7100.714 |
| 2-sub-networks | 0.5790.6640.6960.704 | | 1 |
| Methods | 12bits24bits32bits48bits |
| --- | --- |
| MAP | |
| 1-sub-network | 0.6740.6970.7130.715 |
| 2-sub-networks | 0.6400.6860.6880.697 | | | PrecisionwithinHammingradius2 | |
| --- | --- |
| 1-sub-network | 0.5270.6150.6020.625 |
| 2-sub-networks | 0.4500.5640.5490.588 | | 0 |
| FMD | ImageNet7 | MINC-2500 | |
| --- | --- | --- | --- |
| Categories | 10 | 7 | 23 |
| Samplespercategory | 100 | 100 | 2500 | | | MaterialSamples | 1000 | 1000 | 2500 |
| --- | --- | --- | --- |
| Totalimagenumber | 1000 | 7000 | 57500 | | 1 |
| FMD | ImageNet7 | MINC-2500 | |
| --- | --- | --- | --- |
| Categories | 10 | 7 | 23 |
| Samplespercategory | 100 | 100 | 2500 | | | TrainingData | TestData | |
| --- | --- | --- |
| ILSVRC2012Val | WebVisionVal | |
| 1K<br>D<br>ImageNet | 56.15 | 52.58 |
| WebVision | 47.55 | 57.03 |
| E<br>VT | 51.99 | 53.94 |
| 1K<br>*D<br>ImageNet | 60.36 | 54.99 |
| E* | 56.58 | 57.98 | | 0 |
| FMD | ImageNet7 | MINC-2500 | |
| --- | --- | --- | --- |
| Categories | 10 | 7 | 23 | | | Samplespercategory | 100 | 100 | 2500 |
| --- | --- | --- | --- |
| MaterialSamples | 1000 | 1000 | 2500 |
| Totalimagenumber | 1000 | 7000 | 57500 | | 1 |
| FMD | ImageNet7 | MINC-2500 | |
| --- | --- | --- | --- |
| Categories | 10 | 7 | 23 | | | 1K<br>D<br>ImageNet | 56.15 | 52.58 |
| --- | --- | --- |
| WebVision | 47.55 | 57.03 |
| E<br>VT | 51.99 | 53.94 |
| 1K<br>*D<br>ImageNet | 60.36 | 54.99 |
| E* | 56.58 | 57.98 | | 0 |
| Method | h=4 | h=5 | h=6 | h=7 |
| --- | --- | --- | --- | --- |
| HierarchyCompletion | | | | |
| Fu2014 | 0.66 | 0.42 | 0.26 | 0.21 |
| Ours(L) | 0.70 | 0.49 | 0.45 | 0.37 |
| Ours(LV) | 0.73 | 0.51 | 0.50 | 0.42 |
| HierarchyConstruction | | | | |
| Fu2014 | 0.53 | 0.33 | 0.28 | 0.18 |
| Bansal2014 | 0.67 | 0.53 | 0.43 | 0.37 |
| Ours(L) | 0.58 | 0.41 | 0.36 | 0.30 |
| Ours(LB) | 0.68 | 0.55 | 0.45 | 0.40 |
| Ours(LV) | 0.66 | 0.52 | 0.42 | 0.34 | | | Ours(LVB-E) | 0.68 | 0.55 | 0.44 | 0.39 |
| --- | --- | --- | --- | --- |
| Ours(LVB) | 0.70 | 0.57 | 0.49 | 0.43 | | 1 |
| Method | h=4 | h=5 | h=6 | h=7 |
| --- | --- | --- | --- | --- |
| HierarchyCompletion | | | | |
| Fu2014 | 0.66 | 0.42 | 0.26 | 0.21 |
| Ours(L) | 0.70 | 0.49 | 0.45 | 0.37 |
| Ours(LV) | 0.73 | 0.51 | 0.50 | 0.42 |
| HierarchyConstruction | | | | |
| Fu2014 | 0.53 | 0.33 | 0.28 | 0.18 |
| Bansal2014 | 0.67 | 0.53 | 0.43 | 0.37 |
| Ours(L) | 0.58 | 0.41 | 0.36 | 0.30 |
| Ours(LB) | 0.68 | 0.55 | 0.45 | 0.40 |
| Ours(LV) | 0.66 | 0.52 | 0.42 | 0.34 | | | Method | top-1 | top-5 | top-10 |
| --- | --- | --- | --- |
| Ours-cls | 75.90 | 94.55 | 97.85 |
| Ours-L2 | 74.70 | 93.52 | 96.45 |
| Ours-L3 | 76.55 | 93.70 | 96.85 |
| Ours-L4 | 79.15 | 94.45 | 97.80 |
| Ours-(L2,L3) | 79.45 | 94.70 | 97.90 |
| Ours-(L2,L3,L4) | 86.45 | 97.50 | 99.10 | | 0 |
| Method | h=4 | h=5 | h=6 | h=7 |
| --- | --- | --- | --- | --- |
| HierarchyCompletion | | | | | | | Fu2014 | 0.66 | 0.42 | 0.26 | 0.21 |
| --- | --- | --- | --- | --- |
| Ours(L) | 0.70 | 0.49 | 0.45 | 0.37 |
| Ours(LV) | 0.73 | 0.51 | 0.50 | 0.42 |
| HierarchyConstruction | | | | |
| Fu2014 | 0.53 | 0.33 | 0.28 | 0.18 |
| Bansal2014 | 0.67 | 0.53 | 0.43 | 0.37 |
| Ours(L) | 0.58 | 0.41 | 0.36 | 0.30 |
| Ours(LB) | 0.68 | 0.55 | 0.45 | 0.40 |
| Ours(LV) | 0.66 | 0.52 | 0.42 | 0.34 |
| Ours(LVB-E) | 0.68 | 0.55 | 0.44 | 0.39 |
| Ours(LVB) | 0.70 | 0.57 | 0.49 | 0.43 | | 1 |
| Method | h=4 | h=5 | h=6 | h=7 |
| --- | --- | --- | --- | --- |
| HierarchyCompletion | | | | | | | Ours-L3 | 76.55 | 93.70 | 96.85 |
| --- | --- | --- | --- |
| Ours-L4 | 79.15 | 94.45 | 97.80 |
| Ours-(L2,L3) | 79.45 | 94.70 | 97.90 |
| Ours-(L2,L3,L4) | 86.45 | 97.50 | 99.10 | | 0 |
| Expression | Number |
| --- | --- |
| Neutral | 80,276 |
| Happy | 146,198 |
| Sad | 29,487 |
| Surprise | 16,288 |
| Fear | 8,191 |
| Disgust | 5,264 | | | Anger | 28,130 |
| --- | --- |
| Contempt | 5,135 |
| None | 35,322 |
| Uncertain | 13,163 |
| Non-Face | 88,895 | | 1 |
| Expression | Number |
| --- | --- |
| Neutral | 80,276 |
| Happy | 146,198 |
| Sad | 29,487 |
| Surprise | 16,288 |
| Fear | 8,191 |
| Disgust | 5,264 | | | Emotion | Frequency |
| --- | --- |
| Happiness | 33 |
| Disgust | 60 |
| Surprise | 25 |
| Repression | 27 |
| Others | 102 | | 0 |
| Expression | Number |
| --- | --- |
| Neutral | 80,276 |
| Happy | 146,198 |
| Sad | 29,487 |
| Surprise | 16,288 |
| Fear | 8,191 |
| Disgust | 5,264 | | | Anger | 28,130 |
| --- | --- |
| Contempt | 5,135 |
| None | 35,322 |
| Uncertain | 13,163 |
| Non-Face | 88,895 | | 1 |
| Expression | Number |
| --- | --- |
| Neutral | 80,276 |
| Happy | 146,198 |
| Sad | 29,487 |
| Surprise | 16,288 |
| Fear | 8,191 |
| Disgust | 5,264 | | | Repression | 27 |
| --- | --- |
| Others | 102 | | 0 |
| | road | sidewalk | building | wall | fence | pole | trafficlight |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB | 94.7 | 64.8 | 82.7 | 35.7 | 38.0 | 14.2 | 19.3 | | | RGB+dist | 95.4 | 69.1 | 84.0 | 39.6 | 40.7 | 17.8 | 25.8 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB+coord | 95.2 | 67.3 | 83.2 | 37.7 | 39.2 | 16.9 | 23.8 |
| RGB+dist+coord | 95.3 | 68.2 | 83.7 | 40.4 | 39.4 | 17.2 | 25.3 | | 1 |
| | road | sidewalk | building | wall | fence | pole | trafficlight |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB | 94.7 | 64.8 | 82.7 | 35.7 | 38.0 | 14.2 | 19.3 | | | | cat | chair | cow | diningtable | dog | horse | motorbike |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB | 75.0 | 24.5 | 62.0 | 35.0 | 66.1 | 58.8 | 75.6 |
| RGB+dist | 78.1 | 24.5 | 69.2 | 36.6 | 69.8 | 65.2 | 77.9 |
| RGB+coord | 77.0 | 26.6 | 64.0 | 35.9 | 67.5 | 61.6 | 75.7 |
| RGB+dist+coord | 78.9 | 23.8 | 64.4 | 36.8 | 70.0 | 63.4 | 75.2 | | 0 |
| | road | sidewalk | building | wall | fence | pole | trafficlight |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB | 94.7 | 64.8 | 82.7 | 35.7 | 38.0 | 14.2 | 19.3 |
| RGB+dist | 95.4 | 69.1 | 84.0 | 39.6 | 40.7 | 17.8 | 25.8 | | | RGB+coord | 95.2 | 67.3 | 83.2 | 37.7 | 39.2 | 16.9 | 23.8 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB+dist+coord | 95.3 | 68.2 | 83.7 | 40.4 | 39.4 | 17.2 | 25.3 | | 1 |
| | road | sidewalk | building | wall | fence | pole | trafficlight |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB | 94.7 | 64.8 | 82.7 | 35.7 | 38.0 | 14.2 | 19.3 |
| RGB+dist | 95.4 | 69.1 | 84.0 | 39.6 | 40.7 | 17.8 | 25.8 | | | RGB+coord | 77.0 | 26.6 | 64.0 | 35.9 | 67.5 | 61.6 | 75.7 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| RGB+dist+coord | 78.9 | 23.8 | 64.4 | 36.8 | 70.0 | 63.4 | 75.2 | | 0 |
| Cut | links<br>(ME) | attributes | both(CME) |
| --- | --- | --- | --- |
| d=4 | d=1000 | d=4 | d=1000 | | | nocut | 3.41 | 1.89 | 10.86 | 5.30 | 14.27 |
| --- | --- | --- | --- | --- | --- |
| A | 3.59 | 1.00 | 9.97 | 4.59 | 13.55 |
| B | 3.36 | 1.51 | 10.47 | 4.87 | 13.83 | | 1 |
| Cut | links<br>(ME) | attributes | both(CME) |
| --- | --- | --- | --- |
| d=4 | d=1000 | d=4 | d=1000 | | | Cut | links<br>(ME) | attributes | both(CME) | | |
| --- | --- | --- | --- | --- | --- |
| d=4 | d=1000 | d=4 | d=1000 | | |
| nocut | 2.95 | 1.84 | 9.81 | 4.79 | 12.75 |
| A | 3.02 | 0.96 | 8.92 | 3.98 | 11.95 |
| B | 2.93 | 1.43 | 9.39 | 4.35 | 12.32 |
| C | 3.15 | 1.56 | 9.53 | 4.72 | 12.68 |
| A+C | 3.27 | 0.80 | 8.77 | 4.07 | 12.03 |
| A+B | 3.18 | 0.94 | 8.91 | 4.12 | 12.08 |
| B+C | 3.21 | 1.29 | 9.25 | 4.50 | 12.46 |
| A+B+C | 3.61 | 0.80 | 8.77 | 4.41 | 12.38 | | 0 |
| Cut | links<br>(ME) | attributes | both(CME) | | |
| --- | --- | --- | --- | --- | --- |
| d=4 | d=1000 | d=4 | d=1000 | | |
| nocut | 3.41 | 1.89 | 10.86 | 5.30 | 14.27 | | | A | 3.59 | 1.00 | 9.97 | 4.59 | 13.55 |
| --- | --- | --- | --- | --- | --- |
| B | 3.36 | 1.51 | 10.47 | 4.87 | 13.83 | | 1 |
| Cut | links<br>(ME) | attributes | both(CME) | | |
| --- | --- | --- | --- | --- | --- |
| d=4 | d=1000 | d=4 | d=1000 | | |
| nocut | 3.41 | 1.89 | 10.86 | 5.30 | 14.27 | | | B | 2.93 | 1.43 | 9.39 | 4.35 | 12.32 |
| --- | --- | --- | --- | --- | --- |
| C | 3.15 | 1.56 | 9.53 | 4.72 | 12.68 |
| A+C | 3.27 | 0.80 | 8.77 | 4.07 | 12.03 |
| A+B | 3.18 | 0.94 | 8.91 | 4.12 | 12.08 |
| B+C | 3.21 | 1.29 | 9.25 | 4.50 | 12.46 |
| A+B+C | 3.61 | 0.80 | 8.77 | 4.41 | 12.38 | | 0 |
| Question | Sup-BL | CCA-based<br>classifier(C)2 | Ensemble | Sup-SL |
| --- | --- | --- | --- | --- |
| 1 | 1.57 | 1.10 | 0.52 | 1.55 |
| 2 | 1.59 | 0.48 | 0.48 | 1.27 |
| 3 | 1.18 | 0.81 | 0.81 | 0.66 |
| 4 | 0.59 | 0.16 | 0.16 | 0.50 |
| 5 | 0.72 | 0.19 | 0.19 | 0.59 |
| 6 | 1.31 | 0.55 | 0.55 | 1.17 |
| 7 | 0.71 | 2.48 | 2.23 | 0.58 |
| 8 | 0.74 | 0.90 | 0.84 | 0.63 |
| 9 | 0.90 | 0.35 | 0.35 | 0.53 |
| 10 | 1.09 | 1.19 | 1.23 | 0.47 |
| 11 | 0.70 | 0.74 | 0.74 | 0.07 |
| 12 | 1.70 | 1.52 | 1.52 | 1.53 | | | 13 | 0.78 | 0.26 | 0.26 | 0.52 |
| --- | --- | --- | --- | --- |
| 14 | 1.29 | 0.65 | 0.65 | 0.90 |
| 15 | 0.61 | 0.23 | 0.23 | 0.33 |
| 16 | 0.78 | 0.35 | 0.35 | 0.27 |
| 17 | 0.76 | 1.32 | 1.00 | 0.70 |
| 18 | 0.91 | 0.48 | 0.48 | 1.16 |
| 19 | 0.87 | 1.03 | 1.03 | 0.47 |
| 20 | 0.59 | 0.39 | 0.39 | 0.26 |
| 21 | 0.62 | 0.23 | 0.23 | 0.57 | | 1 |
| Question | Sup-BL | CCA-based<br>classifier(C)2 | Ensemble | Sup-SL |
| --- | --- | --- | --- | --- |
| 1 | 1.57 | 1.10 | 0.52 | 1.55 |
| 2 | 1.59 | 0.48 | 0.48 | 1.27 |
| 3 | 1.18 | 0.81 | 0.81 | 0.66 |
| 4 | 0.59 | 0.16 | 0.16 | 0.50 |
| 5 | 0.72 | 0.19 | 0.19 | 0.59 |
| 6 | 1.31 | 0.55 | 0.55 | 1.17 |
| 7 | 0.71 | 2.48 | 2.23 | 0.58 |
| 8 | 0.74 | 0.90 | 0.84 | 0.63 |
| 9 | 0.90 | 0.35 | 0.35 | 0.53 |
| 10 | 1.09 | 1.19 | 1.23 | 0.47 |
| 11 | 0.70 | 0.74 | 0.74 | 0.07 |
| 12 | 1.70 | 1.52 | 1.52 | 1.53 | | | c1 | c2 | c3 | c4 | c5 | AA | OA |
| --- | --- | --- | --- | --- | --- | --- |
| 0.8689 | 0.8282 | 0.8054 | 0.8297 | 0.8424 | 0.8349 | 0.8623 |
| 0.8913 | 0.8648 | 0.8824 | 0.8910 | 0.8231 | 0.8705 | 0.8913 |
| 0.9281 | 0.9292 | 0.9386 | 0.9413 | 0.8593 | 0.9193 | 0.9305 |
| 0.8628 | 0.9407 | 0.9456 | 0.9354 | 0.8724 | 0.9114 | 0.9214 |
| 0.9347 | 0.9739 | 0.9207 | 0.9642 | 0.9242 | 0.9435 | 0.9505 |
| 0.9620 | 0.9483 | 0.9856 | 0.9850 | 0.9879 | 0.9738 | 0.9811 | | 0 |
| Question | Sup-BL | CCA-based<br>classifier(C)2 | Ensemble | Sup-SL |
| --- | --- | --- | --- | --- |
| 1 | 1.57 | 1.10 | 0.52 | 1.55 |
| 2 | 1.59 | 0.48 | 0.48 | 1.27 |
| 3 | 1.18 | 0.81 | 0.81 | 0.66 |
| 4 | 0.59 | 0.16 | 0.16 | 0.50 |
| 5 | 0.72 | 0.19 | 0.19 | 0.59 |
| 6 | 1.31 | 0.55 | 0.55 | 1.17 |
| 7 | 0.71 | 2.48 | 2.23 | 0.58 |
| 8 | 0.74 | 0.90 | 0.84 | 0.63 |
| 9 | 0.90 | 0.35 | 0.35 | 0.53 |
| 10 | 1.09 | 1.19 | 1.23 | 0.47 |
| 11 | 0.70 | 0.74 | 0.74 | 0.07 |
| 12 | 1.70 | 1.52 | 1.52 | 1.53 |
| 13 | 0.78 | 0.26 | 0.26 | 0.52 |
| 14 | 1.29 | 0.65 | 0.65 | 0.90 | | | 15 | 0.61 | 0.23 | 0.23 | 0.33 |
| --- | --- | --- | --- | --- |
| 16 | 0.78 | 0.35 | 0.35 | 0.27 |
| 17 | 0.76 | 1.32 | 1.00 | 0.70 |
| 18 | 0.91 | 0.48 | 0.48 | 1.16 |
| 19 | 0.87 | 1.03 | 1.03 | 0.47 |
| 20 | 0.59 | 0.39 | 0.39 | 0.26 |
| 21 | 0.62 | 0.23 | 0.23 | 0.57 | | 1 |
| Question | Sup-BL | CCA-based<br>classifier(C)2 | Ensemble | Sup-SL |
| --- | --- | --- | --- | --- |
| 1 | 1.57 | 1.10 | 0.52 | 1.55 |
| 2 | 1.59 | 0.48 | 0.48 | 1.27 |
| 3 | 1.18 | 0.81 | 0.81 | 0.66 |
| 4 | 0.59 | 0.16 | 0.16 | 0.50 |
| 5 | 0.72 | 0.19 | 0.19 | 0.59 |
| 6 | 1.31 | 0.55 | 0.55 | 1.17 |
| 7 | 0.71 | 2.48 | 2.23 | 0.58 |
| 8 | 0.74 | 0.90 | 0.84 | 0.63 |
| 9 | 0.90 | 0.35 | 0.35 | 0.53 |
| 10 | 1.09 | 1.19 | 1.23 | 0.47 |
| 11 | 0.70 | 0.74 | 0.74 | 0.07 |
| 12 | 1.70 | 1.52 | 1.52 | 1.53 |
| 13 | 0.78 | 0.26 | 0.26 | 0.52 |
| 14 | 1.29 | 0.65 | 0.65 | 0.90 | | | 0.8628 | 0.9407 | 0.9456 | 0.9354 | 0.8724 | 0.9114 | 0.9214 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.9347 | 0.9739 | 0.9207 | 0.9642 | 0.9242 | 0.9435 | 0.9505 |
| 0.9620 | 0.9483 | 0.9856 | 0.9850 | 0.9879 | 0.9738 | 0.9811 | | 0 |
| User | Numberoflinks | Place |
| --- | --- | --- |
| Potnetworkcom | 1638 | Denver,CO |
| eatinnstreets | 1582 | Denver,CO | | | DenverCP | 764 | Denver,CO |
| --- | --- | --- |
| DiegoPellicer | 654 | Seattle,WA |
| MMEMESA | 424 | Mesa,AZ |
| ermphd | 410 | Austin,TX |
| OGChino | 397 | LosAngeles,CA |
| ABGMarketplace | 343 | KansasCity,MO |
| WeedFeed | 271 | Chicago,IL |
| BostonCP | 270 | Boston,MA |
| SLM420LOVE | 269 | California,CA |
| CoCannabisCo | 266 | Oregon,OR |
| SpeakEasySEVL | 252 | ColoradoSprings,CO |
| ChanceTakers | 243 | Atlanta,GA |
| grecojames | 238 | Phoenix,AZ |
| DiabetesNewzz | 236 | NewYork,NY |
| PhoenixCP | 233 | Phoenix,AZ |
| 420digitalweb | 224 | Denver,CO |
| CannabisCard | 212 | SanDiego,LA |
| StartupCannabis | 206 | NewYork,NY | | 1 |
| User | Numberoflinks | Place |
| --- | --- | --- |
| Potnetworkcom | 1638 | Denver,CO |
| eatinnstreets | 1582 | Denver,CO | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | NCS | Joule | | | | | |
| NetworkName | P(mW) | E(mJ) | T(ms) | P(mW) | E(mJ) | T(ms) | P(mW) |
| nViso | 1514 | 7 | 4.5 | 4970 | 31 | 6 | 730 |
| HappyNet | 1692 | 413 | 244 | 5143 | 2823 | 549 | 699 |
| Dexpression | 1697 | 80 | 47 | 4910 | 832 | 170 | 679 |
| EmotiWrgb | 1682 | 410 | 244 | 5146 | 2834 | 550 | 714 | | 0 |
| User | Numberoflinks | Place |
| --- | --- | --- |
| Potnetworkcom | 1638 | Denver,CO |
| eatinnstreets | 1582 | Denver,CO |
| DenverCP | 764 | Denver,CO |
| DiegoPellicer | 654 | Seattle,WA |
| MMEMESA | 424 | Mesa,AZ |
| ermphd | 410 | Austin,TX |
| OGChino | 397 | LosAngeles,CA |
| ABGMarketplace | 343 | KansasCity,MO | | | WeedFeed | 271 | Chicago,IL |
| --- | --- | --- |
| BostonCP | 270 | Boston,MA |
| SLM420LOVE | 269 | California,CA |
| CoCannabisCo | 266 | Oregon,OR |
| SpeakEasySEVL | 252 | ColoradoSprings,CO |
| ChanceTakers | 243 | Atlanta,GA |
| grecojames | 238 | Phoenix,AZ |
| DiabetesNewzz | 236 | NewYork,NY |
| PhoenixCP | 233 | Phoenix,AZ |
| 420digitalweb | 224 | Denver,CO |
| CannabisCard | 212 | SanDiego,LA |
| StartupCannabis | 206 | NewYork,NY | | 1 |
| User | Numberoflinks | Place |
| --- | --- | --- |
| Potnetworkcom | 1638 | Denver,CO |
| eatinnstreets | 1582 | Denver,CO |
| DenverCP | 764 | Denver,CO |
| DiegoPellicer | 654 | Seattle,WA |
| MMEMESA | 424 | Mesa,AZ |
| ermphd | 410 | Austin,TX |
| OGChino | 397 | LosAngeles,CA |
| ABGMarketplace | 343 | KansasCity,MO | | | nViso | 1514 | 7 | 4.5 | 4970 | 31 | 6 | 730 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| HappyNet | 1692 | 413 | 244 | 5143 | 2823 | 549 | 699 |
| Dexpression | 1697 | 80 | 47 | 4910 | 832 | 170 | 679 |
| EmotiWrgb | 1682 | 410 | 244 | 5146 | 2834 | 550 | 714 | | 0 |
| Method | Data | Pitch | Roll | Yaw |
| --- | --- | --- | --- | --- |
| | RGB+RGB-D | 5.0±5.8 | 4.3±4.6 | 3.9±4.2 |
| | RGB-D | 8.5±9.9 | 7.9±8.3 | 8.9±13.0 | | | | RGB+RGB-D | 9.1±7.4 | 7.4±4.9 | 8.9±8.2 |
| --- | --- | --- | --- | --- |
| | RGB+RGB-D | 5.1 | 11.2 | 6.29 |
| | RGB-D | 3.0±9.6 | 2.5±7.4 | 3.8±16.0 |
| Our | RGB-D | 2.8±3.2 | 2.3±2.9 | 3.6±4.1 |
| Our+Siamese | RGB-D | 2.3±2.7 | 2.1±2.2 | 2.8±3.3 | | 1 |
| Method | Data | Pitch | Roll | Yaw |
| --- | --- | --- | --- | --- |
| | RGB+RGB-D | 5.0±5.8 | 4.3±4.6 | 3.9±4.2 |
| | RGB-D | 8.5±9.9 | 7.9±8.3 | 8.9±13.0 | | | Method | yaw | pitch | average |
| --- | --- | --- | --- |
| 2-foldcrossvalidation | | | |
| KRFWS | 4.95 | 3.35 | 4.15±0.041 |
| KRF(baseline) | 5.06 | 3.59 | 4.32±0.138 |
| AKRF | 5.45 | 3.92 | 4.68±0.072 |
| 5-foldcrossvalidation | | | |
| KRFWS | 5.07 | 2.65 | 3.86±0.177 |
| KRF(baseline) | 5.13 | 2.88 | 4.01±0.171 |
| AKRF | 5.57 | 3.39 | 4.48±0.267 | | 0 |
| Method | Data | Pitch | Roll | Yaw |
| --- | --- | --- | --- | --- |
| | RGB+RGB-D | 5.0±5.8 | 4.3±4.6 | 3.9±4.2 |
| | RGB-D | 8.5±9.9 | 7.9±8.3 | 8.9±13.0 |
| | RGB+RGB-D | 9.1±7.4 | 7.4±4.9 | 8.9±8.2 | | | | RGB+RGB-D | 5.1 | 11.2 | 6.29 |
| --- | --- | --- | --- | --- |
| | RGB-D | 3.0±9.6 | 2.5±7.4 | 3.8±16.0 |
| Our | RGB-D | 2.8±3.2 | 2.3±2.9 | 3.6±4.1 |
| Our+Siamese | RGB-D | 2.3±2.7 | 2.1±2.2 | 2.8±3.3 | | 1 |
| Method | Data | Pitch | Roll | Yaw |
| --- | --- | --- | --- | --- |
| | RGB+RGB-D | 5.0±5.8 | 4.3±4.6 | 3.9±4.2 |
| | RGB-D | 8.5±9.9 | 7.9±8.3 | 8.9±13.0 |
| | RGB+RGB-D | 9.1±7.4 | 7.4±4.9 | 8.9±8.2 | | | KRFWS | 5.07 | 2.65 | 3.86±0.177 |
| --- | --- | --- | --- |
| KRF(baseline) | 5.13 | 2.88 | 4.01±0.171 |
| AKRF | 5.57 | 3.39 | 4.48±0.267 | | 0 |
| Dataset | Base | Base+E | DSM+E | Ours+E | Ourstop-15+E |
| --- | --- | --- | --- | --- | --- |
| Openml589 | 0.562 | 0.589 | 0.654 | 0.693 | 0.698 | | | BikeshareDC | 0.410 | 0.427 | 0.712 | 0.801 | 0.808 |
| --- | --- | --- | --- | --- | --- |
| Openml620 | 0.524 | 0.532 | 0.545 | 0.686 | 0.687 |
| Housing | 0.626 | 0.629 | 0.629 | 0.685 | 0.691 |
| Airfoil | 0.752 | 0.752 | 0.786 | 0.804 | 0.804 | | 1 |
| Dataset | Base | Base+E | DSM+E | Ours+E | Ourstop-15+E |
| --- | --- | --- | --- | --- | --- |
| Openml589 | 0.562 | 0.589 | 0.654 | 0.693 | 0.698 | | | 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 |
| Dataset | Base | Base+E | DSM+E | Ours+E | Ourstop-15+E |
| --- | --- | --- | --- | --- | --- |
| Openml589 | 0.562 | 0.589 | 0.654 | 0.693 | 0.698 |
| BikeshareDC | 0.410 | 0.427 | 0.712 | 0.801 | 0.808 |
| Openml620 | 0.524 | 0.532 | 0.545 | 0.686 | 0.687 | | | Housing | 0.626 | 0.629 | 0.629 | 0.685 | 0.691 |
| --- | --- | --- | --- | --- | --- |
| Airfoil | 0.752 | 0.752 | 0.786 | 0.804 | 0.804 | | 1 |
| Dataset | Base | Base+E | DSM+E | Ours+E | Ourstop-15+E |
| --- | --- | --- | --- | --- | --- |
| Openml589 | 0.562 | 0.589 | 0.654 | 0.693 | 0.698 |
| BikeshareDC | 0.410 | 0.427 | 0.712 | 0.801 | 0.808 |
| Openml620 | 0.524 | 0.532 | 0.545 | 0.686 | 0.687 | | | 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 |
| Reference | Randomized\Deterministic | Variation | RunningTime |
| --- | --- | --- | --- |
| Chenetal. | D | (3,p)-SP | ∗O(p)<br>O(p) |
| Downeyetal. | D | (3,p)-WSP | O(p) |
| Fellowsetal. | D | (3,p)-WSP | O(2) |
| Liuetal. | D | (3,p)-WSP | O(2,0097.152) |
| Koutis | D<br>R | (3,p)-SP<br>(3,p)-SP | O(2)<br>∗p<br>O(1,285.475) | | | Wangetal. | D | (3,p)-WSP | O(432.082) |
| --- | --- | --- | --- |
| Chenetal. | D | (3,p)-DM | O(21.907) |
| Liuetal. | D<br>D<br>R | (3,p)-SP<br>(3,p)-DM<br>(3,p)-DM | O(97.973)<br>∗p<br>O(21.254)<br>∗p<br>O(12.488) |
| Chenetal. | D<br>R | (3,p)-WSP<br>(3,p)-WSP | O(64)<br>∗p+o(p)<br>O(16) |
| Wangetal. | D | (3,p)-SP | O(43.615) |
| Chenetal. | D<br>D | (3,p)-WSP<br>(3,p)-WDM | O(32)<br>∗p+o(p)<br>O(16) |
| Koutis | R | (3,p)-SP | O(8) |
| Koutisetal. | R | (3,p)-DM | O(4) |
| Bj¨orklundetal. | R<br>R | (3,p)-SP<br>(3,p)-DM | O(3.344)<br>∗p<br>O(2) |
| Thispaper | D<br>D<br>D | (3,p)-WSP<br>(3,p)-WDM<br>(3,p)-DM | O(12.155)<br>∗p<br>O(8.125)<br>∗p<br>O(8.042) | | 1 |
| Reference | Randomized\Deterministic | Variation | RunningTime |
| --- | --- | --- | --- |
| Chenetal. | D | (3,p)-SP | ∗O(p)<br>O(p) |
| Downeyetal. | D | (3,p)-WSP | O(p) |
| Fellowsetal. | D | (3,p)-WSP | O(2) |
| Liuetal. | D | (3,p)-WSP | O(2,0097.152) |
| Koutis | D<br>R | (3,p)-SP<br>(3,p)-SP | O(2)<br>∗p<br>O(1,285.475) | | | Reference | Variant | ∆=3 | ∆=4 | ∆=5 | ∆=6 |
| --- | --- | --- | --- | --- | --- |
| Zehavi | Directed | ∗k<br>O(2.51985) | ∗k<br>O(2.99662) | ∗k<br>O(3.24901) | ∗k<br>O(3.40267) |
| Corollary?? | Undirected | O(2.24493) | O(2.66968) | O(2.87787) | O(3.00355) |
| Raibleetal. | Undirected | ∗n<br>O(1.96799) | ∗n<br>O(1.98735) | ∗n<br>O(1.99376) | ∗n<br>O(1.99777) |
| Corollary?? | Undirected | O(1.71449) | O(1.80251) | O(1.82948) | O(1.84227) | | 0 |
| Reference | Randomized\Deterministic | Variation | RunningTime |
| --- | --- | --- | --- |
| Chenetal. | D | (3,p)-SP | ∗O(p)<br>O(p) |
| Downeyetal. | D | (3,p)-WSP | O(p) | | | Fellowsetal. | D | (3,p)-WSP | O(2) |
| --- | --- | --- | --- |
| Liuetal. | D | (3,p)-WSP | O(2,0097.152) |
| Koutis | D<br>R | (3,p)-SP<br>(3,p)-SP | O(2)<br>∗p<br>O(1,285.475) |
| Wangetal. | D | (3,p)-WSP | O(432.082) |
| Chenetal. | D | (3,p)-DM | O(21.907) |
| Liuetal. | D<br>D<br>R | (3,p)-SP<br>(3,p)-DM<br>(3,p)-DM | O(97.973)<br>∗p<br>O(21.254)<br>∗p<br>O(12.488) |
| Chenetal. | D<br>R | (3,p)-WSP<br>(3,p)-WSP | O(64)<br>∗p+o(p)<br>O(16) |
| Wangetal. | D | (3,p)-SP | O(43.615) |
| Chenetal. | D<br>D | (3,p)-WSP<br>(3,p)-WDM | O(32)<br>∗p+o(p)<br>O(16) |
| Koutis | R | (3,p)-SP | O(8) |
| Koutisetal. | R | (3,p)-DM | O(4) |
| Bj¨orklundetal. | R<br>R | (3,p)-SP<br>(3,p)-DM | O(3.344)<br>∗p<br>O(2) |
| Thispaper | D<br>D<br>D | (3,p)-WSP<br>(3,p)-WDM<br>(3,p)-DM | O(12.155)<br>∗p<br>O(8.125)<br>∗p<br>O(8.042) | | 1 |
| Reference | Randomized\Deterministic | Variation | RunningTime |
| --- | --- | --- | --- |
| Chenetal. | D | (3,p)-SP | ∗O(p)<br>O(p) |
| Downeyetal. | D | (3,p)-WSP | O(p) | | | Raibleetal. | Undirected | ∗n<br>O(1.96799) | ∗n<br>O(1.98735) | ∗n<br>O(1.99376) | ∗n<br>O(1.99777) |
| --- | --- | --- | --- | --- | --- |
| Corollary?? | Undirected | O(1.71449) | O(1.80251) | O(1.82948) | O(1.84227) | | 0 |
| Market | #ofBenignApps | #ofMalware |
| --- | --- | --- |
| GooglePlay | 39156 | 26178 |
| Anzhi | 2957 | 12260 | | | AppChina | 1845 | 4154 |
| --- | --- | --- |
| SlideMe | 289 | 132 |
| HiApk | 65 | 157 |
| FDroid | 29 | 2 |
| Angeeks | 6 | 27 | | 1 |
| Market | #ofBenignApps | #ofMalware |
| --- | --- | --- |
| GooglePlay | 39156 | 26178 |
| Anzhi | 2957 | 12260 | | | MarketName | #ofBenignApps | #ofMalware |
| --- | --- | --- |
| GooglePlay | 39156 | 26178 |
| Anzhi | 2957 | 12260 |
| AppChina | 1845 | 4154 |
| SlideMe | 289 | 132 |
| HiApk | 65 | 157 |
| FDroid | 29 | 2 |
| Angeeks | 6 | 27 | | 0 |
| Market | #ofBenignApps | #ofMalware |
| --- | --- | --- |
| GooglePlay | 39156 | 26178 | | | Anzhi | 2957 | 12260 |
| --- | --- | --- |
| AppChina | 1845 | 4154 |
| SlideMe | 289 | 132 |
| HiApk | 65 | 157 |
| FDroid | 29 | 2 |
| Angeeks | 6 | 27 | | 1 |
| Market | #ofBenignApps | #ofMalware |
| --- | --- | --- |
| GooglePlay | 39156 | 26178 | | | FDroid | 29 | 2 |
| --- | --- | --- |
| Angeeks | 6 | 27 | | 0 |
| Ssrc | Stgt | | |
| --- | --- | --- | --- |
| OS | EP | JRC | |
| OS | 96.4/97.4 | 8.1/24.3 | 3.4/5.5 | | | EP | 4.4/14.0 | 96.4/96.1 | 5.4/8.5 |
| --- | --- | --- | --- |
| JRC | 1.9/2.8 | 6.9/12.8 | 96.5/96.8 | | 1 |
| Ssrc | Stgt | | |
| --- | --- | --- | --- |
| OS | EP | JRC | |
| OS | 96.4/97.4 | 8.1/24.3 | 3.4/5.5 | | | Ssrc | Stgt | | |
| --- | --- | --- | --- |
| OS | EP | JRC | |
| OS | 96.0/96.5 | 8.7/25.4 | 3.2/6.7 |
| EP | 3.9/14.1 | 95.3/96.2 | 4.5/6.4 |
| JRC | 1.9/3.7 | 7.0/12.4 | 96.8/96.7 | | 0 |
| Ssrc | Stgt | |
| --- | --- | --- |
| OS | EP | JRC | | | OS | 96.4/97.4 | 8.1/24.3 | 3.4/5.5 |
| --- | --- | --- | --- |
| EP | 4.4/14.0 | 96.4/96.1 | 5.4/8.5 |
| JRC | 1.9/2.8 | 6.9/12.8 | 96.5/96.8 | | 1 |
| Ssrc | Stgt | |
| --- | --- | --- |
| OS | EP | JRC | | | EP | 3.9/14.1 | 95.3/96.2 | 4.5/6.4 |
| --- | --- | --- | --- |
| JRC | 1.9/3.7 | 7.0/12.4 | 96.8/96.7 | | 0 |
| FlowGeneratedBy | AverageFlowSpeed(m/s) |
| --- | --- |
| Dysononveryhigh | 1.99 |
| Dysononhigh | 1.80 |
| Dysononmedium | 1.72 |
| Dysononlow | 1.46 | | | Dysononverylow | 1.37 |
| --- | --- |
| Honeywellonhigh | 1.92 |
| Honeywellonlow | 1.48 | | 1 |
| FlowGeneratedBy | AverageFlowSpeed(m/s) |
| --- | --- |
| Dysononveryhigh | 1.99 |
| Dysononhigh | 1.80 |
| Dysononmedium | 1.72 |
| Dysononlow | 1.46 | | | | Finalpass | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | all | noc | occ | d0-10 | s40+ | all | noc | occ | d0-10 |
| FlowFields | 5.810 | 2.621 | 31.799 | 4.851 | 33.890 | 3.748 | 1.056 | 25.700 | 2.784 |
| FullFlow | 5.895 | 2.838 | 30.793 | 4.905 | 35.592 | 3.601 | 1.296 | 22.424 | 2.944 |
| DiscreteFlow | 6.077 | 2.937 | 31.685 | 5.106 | 36.339 | 3.567 | 1.108 | 23.626 | 3.398 |
| EpicFlow | 6.285 | 3.060 | 32.564 | 5.205 | 38.021 | 4.115 | 1.360 | 26.595 | 3.660 |
| TF+OFM | 6.727 | 3.388 | 33.929 | 5.544 | 39.761 | 4.917 | 1.874 | 29.735 | 3.676 |
| NNF-Local | 7.249 | 2.973 | 42.088 | 4.896 | 44.866 | 5.386 | 1.397 | 37.896 | 2.722 |
| PH-Flow | 7.423 | 3.795 | 36.960 | 5.550 | 44.926 | 4.388 | 1.714 | 26.202 | 3.612 |
| Classic+NL | 9.153 | 4.814 | 44.509 | 7.215 | 60.291 | 7.961 | 3.770 | 42.079 | 6.191 | | 0 |
| FlowGeneratedBy | AverageFlowSpeed(m/s) |
| --- | --- |
| Dysononveryhigh | 1.99 |
| Dysononhigh | 1.80 |
| Dysononmedium | 1.72 |
| Dysononlow | 1.46 |
| Dysononverylow | 1.37 | | | Honeywellonhigh | 1.92 |
| --- | --- |
| Honeywellonlow | 1.48 | | 1 |
| FlowGeneratedBy | AverageFlowSpeed(m/s) |
| --- | --- |
| Dysononveryhigh | 1.99 |
| Dysononhigh | 1.80 |
| Dysononmedium | 1.72 |
| Dysononlow | 1.46 |
| Dysononverylow | 1.37 | | | TF+OFM | 6.727 | 3.388 | 33.929 | 5.544 | 39.761 | 4.917 | 1.874 | 29.735 | 3.676 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| NNF-Local | 7.249 | 2.973 | 42.088 | 4.896 | 44.866 | 5.386 | 1.397 | 37.896 | 2.722 |
| PH-Flow | 7.423 | 3.795 | 36.960 | 5.550 | 44.926 | 4.388 | 1.714 | 26.202 | 3.612 |
| Classic+NL | 9.153 | 4.814 | 44.509 | 7.215 | 60.291 | 7.961 | 3.770 | 42.079 | 6.191 | | 0 |
| Cell | Mode | Way | Energy(nJ/B) | Ratio | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| †<br>C | S | P | P/S | P/C | | | |
| SLC | Write | 1 | 2.90 | 5.01 | 5.47 | 1.09 | 1.89 |
| 2 | 1.48 | 2.53 | 2.65 | 1.05 | 1.80 | | |
| 4 | 0.78 | 1.32 | 1.36 | 1.03 | 1.74 | | |
| 8 | 0.57 | 0.76 | 0.74 | 0.97 | 1.30 | | |
| 16 | 0.57 | 0.69 | 0.48 | 0.69 | 0.84 | | |
| ‡<br>Mean | 1.26 | 2.06 | 2.14 | 0.95 | 1.45 | | | | | Read | 1 | 0.81 | 1.15 | 0.97 | 0.85 | 1.20 |
| --- | --- | --- | --- | --- | --- | --- |
| 2 | 0.53 | 0.63 | 0.66 | 1.06 | 1.25 | |
| 4 | 0.53 | 0.63 | 0.40 | 0.63 | 0.75 | |
| 8 | 0.53 | 0.63 | 0.40 | 0.63 | 0.75 | |
| 16 | 0.53 | 0.63 | 0.40 | 0.63 | 0.75 | |
| Mean | 0.58 | 0.73 | 0.56 | 0.74 | 0.91 | | | 1 |
| Cell | Mode | Way | Energy(nJ/B) | Ratio | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| †<br>C | S | P | P/S | P/C | | | |
| SLC | Write | 1 | 2.90 | 5.01 | 5.47 | 1.09 | 1.89 |
| 2 | 1.48 | 2.53 | 2.65 | 1.05 | 1.80 | | |
| 4 | 0.78 | 1.32 | 1.36 | 1.03 | 1.74 | | |
| 8 | 0.57 | 0.76 | 0.74 | 0.97 | 1.30 | | |
| 16 | 0.57 | 0.69 | 0.48 | 0.69 | 0.84 | | |
| ‡<br>Mean | 1.26 | 2.06 | 2.14 | 0.95 | 1.45 | | | | | Cell | Mode | Ch-<br>Way | Performance(MB/s) | Ratio | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| †<br>C | S | P | P/S | P/C | | | |
| SLC | Write | 1-16 | 39.76 | 60.44 | 97.35 | 1.61 | 2.45 |
| 2-8 | 74.07 | 101.99 | 114.83 | 1.13 | 1.55 | | |
| 4-4 | 103.76 | 115.68 | 123.52 | 1.07 | 1.19 | | |
| ‡<br>Mean | 72.53 | 92.70 | 111.90 | 1.25 | 1.65 | | |
| Read | 1-16 | 42.69 | 67.11 | 117.59 | 1.75 | 2.75 | |
| 2-8 | 81.44 | 126.70 | 224.82 | 1.77 | 2.76 | | |
| 4-4 | 155.35 | 237.61 | §<br>max | – | – | | |
| Mean | 93.16 | 143.81 | 235.25 | 1.76 | 2.76 | | |
| MLC | Write | 1-16 | 32.45 | 45.99 | 57.23 | 1.24 | 1.76 |
| 2-8 | 48.72 | 56.83 | 64.75 | 1.14 | 1.33 | | |
| 4-4 | 57.46 | 63.55 | 68.49 | 1.08 | 1.19 | | |
| Mean | 46.21 | 55.46 | 63.49 | 1.15 | 1.41 | | |
| Read | 1-16 | 41.50 | 64.73 | 110.52 | 1.71 | 2.66 | |
| 2-8 | 79.32 | 122.48 | 201.42 | 1.64 | 2.54 | | |
| 4-4 | 150.94 | 230.17 | max | – | – | | |
| Mean | 90.59 | 139.13 | 217.18 | 1.68 | 2.60 | | | | 0 |
| Cell | Mode | Way | Energy(nJ/B) | Ratio | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| †<br>C | S | P | P/S | P/C | | | |
| SLC | Write | 1 | 2.90 | 5.01 | 5.47 | 1.09 | 1.89 |
| 2 | 1.48 | 2.53 | 2.65 | 1.05 | 1.80 | | |
| 4 | 0.78 | 1.32 | 1.36 | 1.03 | 1.74 | | |
| 8 | 0.57 | 0.76 | 0.74 | 0.97 | 1.30 | | | | | 16 | 0.57 | 0.69 | 0.48 | 0.69 | 0.84 | |
| --- | --- | --- | --- | --- | --- | --- |
| ‡<br>Mean | 1.26 | 2.06 | 2.14 | 0.95 | 1.45 | |
| Read | 1 | 0.81 | 1.15 | 0.97 | 0.85 | 1.20 |
| 2 | 0.53 | 0.63 | 0.66 | 1.06 | 1.25 | |
| 4 | 0.53 | 0.63 | 0.40 | 0.63 | 0.75 | |
| 8 | 0.53 | 0.63 | 0.40 | 0.63 | 0.75 | |
| 16 | 0.53 | 0.63 | 0.40 | 0.63 | 0.75 | |
| Mean | 0.58 | 0.73 | 0.56 | 0.74 | 0.91 | | | 1 |
| Cell | Mode | Way | Energy(nJ/B) | Ratio | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| †<br>C | S | P | P/S | P/C | | | |
| SLC | Write | 1 | 2.90 | 5.01 | 5.47 | 1.09 | 1.89 |
| 2 | 1.48 | 2.53 | 2.65 | 1.05 | 1.80 | | |
| 4 | 0.78 | 1.32 | 1.36 | 1.03 | 1.74 | | |
| 8 | 0.57 | 0.76 | 0.74 | 0.97 | 1.30 | | | | | SLC | Write | 1-16 | 39.76 | 60.44 | 97.35 | 1.61 | 2.45 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 2-8 | 74.07 | 101.99 | 114.83 | 1.13 | 1.55 | | |
| 4-4 | 103.76 | 115.68 | 123.52 | 1.07 | 1.19 | | |
| ‡<br>Mean | 72.53 | 92.70 | 111.90 | 1.25 | 1.65 | | |
| Read | 1-16 | 42.69 | 67.11 | 117.59 | 1.75 | 2.75 | |
| 2-8 | 81.44 | 126.70 | 224.82 | 1.77 | 2.76 | | |
| 4-4 | 155.35 | 237.61 | §<br>max | – | – | | |
| Mean | 93.16 | 143.81 | 235.25 | 1.76 | 2.76 | | |
| MLC | Write | 1-16 | 32.45 | 45.99 | 57.23 | 1.24 | 1.76 |
| 2-8 | 48.72 | 56.83 | 64.75 | 1.14 | 1.33 | | |
| 4-4 | 57.46 | 63.55 | 68.49 | 1.08 | 1.19 | | |
| Mean | 46.21 | 55.46 | 63.49 | 1.15 | 1.41 | | |
| Read | 1-16 | 41.50 | 64.73 | 110.52 | 1.71 | 2.66 | |
| 2-8 | 79.32 | 122.48 | 201.42 | 1.64 | 2.54 | | |
| 4-4 | 150.94 | 230.17 | max | – | – | | |
| Mean | 90.59 | 139.13 | 217.18 | 1.68 | 2.60 | | | | 0 |
| MethodNameDescription |
| --- |
| ExtractEmailAddressFileReturnsEmailaddressesexistinfile |
| ExtractEmailAddressSentenceReturnsEmailaddressesexistinasentence | | | ExtractIPAddressSentenceReturnsIPaddressesexistinasentence |
| --- |
| ExtractIPAddressFileReturnsIPaddressesexistinfile | | 1 |
| MethodNameDescription |
| --- |
| ExtractEmailAddressFileReturnsEmailaddressesexistinfile |
| ExtractEmailAddressSentenceReturnsEmailaddressesexistinasentence | | | MethodNameDescription |
| --- |
| ExtractSynonymWordreturnssynonymsofaword |
| ExtractHypernymWordreturnshyponymsofaword |
| ExtractSynonymSentencereturnssynonymsofwordsinasentence |
| ExtractSynonymFilereturnssynonymsofwordsinafile | | 0 |
| MethodNameDescription |
| --- |
| ExtractEmailAddressFileReturnsEmailaddressesexistinfile | | | ExtractEmailAddressSentenceReturnsEmailaddressesexistinasentence |
| --- |
| ExtractIPAddressSentenceReturnsIPaddressesexistinasentence |
| ExtractIPAddressFileReturnsIPaddressesexistinfile | | 1 |
| MethodNameDescription |
| --- |
| ExtractEmailAddressFileReturnsEmailaddressesexistinfile | | | ExtractSynonymSentencereturnssynonymsofwordsinasentence |
| --- |
| ExtractSynonymFilereturnssynonymsofwordsinafile | | 0 |
| | TypeofsubsetsX\|X | OutsidetypesofverticesinX\|X | α |
| --- | --- | --- | --- |
| 1<br>2 | complete\|common<br>complete\|common | common\|dominating,isolated,common<br>common\|isolated,common | (0,1)<br>(0,1) |
| 3<br>4<br>5<br>6 | dense\|common<br>dense\|common<br>dense\|common<br>dense\|common | common\|dominating,isolated,common<br>common\|isolated,common<br>common\|dominating,common<br>common\|common | (0,4/5)<br>(0,1)<br>(0,1/3)<br>(0,1/2) |
| 7<br>8<br>9<br>10 | independent\|common<br>independent\|common<br>independent\|common<br>independent\|common | common\|dominating,isolated,common<br>common\|isolated,common<br>common\|dominating,common<br>common\|common | (0,1)<br>(0,1)<br>(0,1/3)<br>(0,1) |
| 11<br>12 | independent\|sparse<br>independent\|sparse | common\|isolated,common<br>common\|common | [2/3,1)<br>[2/3,1) | | | 13<br>14<br>15 | sparse\|sparse<br>sparse\|sparse<br>sparse\|sparse | isolated,common\|isolated,common<br>isolated,common\|common<br>common\|common | [1/2,1)<br>[1/2,1)<br>[1/2,1) |
| --- | --- | --- | --- |
| 16<br>17<br>18<br>19<br>20<br>21 | sparse\|common<br>sparse\|common<br>sparse\|common<br>sparse\|common<br>sparse\|common<br>sparse\|common | isolated,common\|isolated,common<br>isolated,common\|common<br>common\|common<br>common\|isolated,common<br>common\|dominating,common<br>common\|dominating,isolated,common | [1/2,1)<br>[1/2,1)<br>(0,1)<br>(0,1)<br>(0,1/2)<br>(0,1) |
| 22<br>23<br>24<br>25<br>26 | common\|common<br>common\|common<br>common\|common<br>common\|common<br>common\|common | isolated,common\|isolated,common<br>common\|common<br>common\|isolated,common<br>common\|dominating,common<br>common\|dominating,isolated,common | [1/2,1)<br>(0,1)<br>(0,1)<br>(0,1/2)<br>(0,5/6) | | 1 |
| | TypeofsubsetsX\|X | OutsidetypesofverticesinX\|X | α |
| --- | --- | --- | --- |
| 1<br>2 | complete\|common<br>complete\|common | common\|dominating,isolated,common<br>common\|isolated,common | (0,1)<br>(0,1) |
| 3<br>4<br>5<br>6 | dense\|common<br>dense\|common<br>dense\|common<br>dense\|common | common\|dominating,isolated,common<br>common\|isolated,common<br>common\|dominating,common<br>common\|common | (0,4/5)<br>(0,1)<br>(0,1/3)<br>(0,1/2) |
| 7<br>8<br>9<br>10 | independent\|common<br>independent\|common<br>independent\|common<br>independent\|common | common\|dominating,isolated,common<br>common\|isolated,common<br>common\|dominating,common<br>common\|common | (0,1)<br>(0,1)<br>(0,1/3)<br>(0,1) |
| 11<br>12 | independent\|sparse<br>independent\|sparse | common\|isolated,common<br>common\|common | [2/3,1)<br>[2/3,1) | | | Ω1 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| #submeshes | 16 | 32 | 64 | 128 | 160 | 192 |
| ParMETIS<br>RCB<br>MSFC<br>HSFC<br>Zoltan/HSFC | 2<br>2<br>4<br>3<br>12 | 2<br>2<br>5<br>6<br>18 | 5<br>5<br>10<br>13<br>21 | 8<br>11<br>16<br>23<br>23 | 8<br>12<br>19<br>24<br>24 | 9<br>13<br>21<br>23<br>24 |
| Ω2 | | | | | | |
| #submeshes | 16 | 32 | 64 | 128 | 160 | 192 |
| ParMETIS<br>RCB<br>MSFC<br>HSFC<br>Zoltan/HSFC | 7<br>7<br>9<br>8<br>12 | 7<br>7<br>13<br>10<br>19 | 7<br>8<br>18<br>13<br>23 | 10<br>11<br>21<br>18<br>25 | 11<br>12<br>22<br>20<br>27 | 12<br>12<br>25<br>21<br>31 | | 0 |
| | TypeofsubsetsX\|X | OutsidetypesofverticesinX\|X | α |
| --- | --- | --- | --- |
| 1<br>2 | complete\|common<br>complete\|common | common\|dominating,isolated,common<br>common\|isolated,common | (0,1)<br>(0,1) |
| 3<br>4<br>5<br>6 | dense\|common<br>dense\|common<br>dense\|common<br>dense\|common | common\|dominating,isolated,common<br>common\|isolated,common<br>common\|dominating,common<br>common\|common | (0,4/5)<br>(0,1)<br>(0,1/3)<br>(0,1/2) |
| 7<br>8<br>9<br>10 | independent\|common<br>independent\|common<br>independent\|common<br>independent\|common | common\|dominating,isolated,common<br>common\|isolated,common<br>common\|dominating,common<br>common\|common | (0,1)<br>(0,1)<br>(0,1/3)<br>(0,1) |
| 11<br>12 | independent\|sparse<br>independent\|sparse | common\|isolated,common<br>common\|common | [2/3,1)<br>[2/3,1) |
| 13<br>14<br>15 | sparse\|sparse<br>sparse\|sparse<br>sparse\|sparse | isolated,common\|isolated,common<br>isolated,common\|common<br>common\|common | [1/2,1)<br>[1/2,1)<br>[1/2,1) | | | 16<br>17<br>18<br>19<br>20<br>21 | sparse\|common<br>sparse\|common<br>sparse\|common<br>sparse\|common<br>sparse\|common<br>sparse\|common | isolated,common\|isolated,common<br>isolated,common\|common<br>common\|common<br>common\|isolated,common<br>common\|dominating,common<br>common\|dominating,isolated,common | [1/2,1)<br>[1/2,1)<br>(0,1)<br>(0,1)<br>(0,1/2)<br>(0,1) |
| --- | --- | --- | --- |
| 22<br>23<br>24<br>25<br>26 | common\|common<br>common\|common<br>common\|common<br>common\|common<br>common\|common | isolated,common\|isolated,common<br>common\|common<br>common\|isolated,common<br>common\|dominating,common<br>common\|dominating,isolated,common | [1/2,1)<br>(0,1)<br>(0,1)<br>(0,1/2)<br>(0,5/6) | | 1 |
| | TypeofsubsetsX\|X | OutsidetypesofverticesinX\|X | α |
| --- | --- | --- | --- |
| 1<br>2 | complete\|common<br>complete\|common | common\|dominating,isolated,common<br>common\|isolated,common | (0,1)<br>(0,1) |
| 3<br>4<br>5<br>6 | dense\|common<br>dense\|common<br>dense\|common<br>dense\|common | common\|dominating,isolated,common<br>common\|isolated,common<br>common\|dominating,common<br>common\|common | (0,4/5)<br>(0,1)<br>(0,1/3)<br>(0,1/2) |
| 7<br>8<br>9<br>10 | independent\|common<br>independent\|common<br>independent\|common<br>independent\|common | common\|dominating,isolated,common<br>common\|isolated,common<br>common\|dominating,common<br>common\|common | (0,1)<br>(0,1)<br>(0,1/3)<br>(0,1) |
| 11<br>12 | independent\|sparse<br>independent\|sparse | common\|isolated,common<br>common\|common | [2/3,1)<br>[2/3,1) |
| 13<br>14<br>15 | sparse\|sparse<br>sparse\|sparse<br>sparse\|sparse | isolated,common\|isolated,common<br>isolated,common\|common<br>common\|common | [1/2,1)<br>[1/2,1)<br>[1/2,1) | | | Ω2 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| #submeshes | 16 | 32 | 64 | 128 | 160 | 192 |
| ParMETIS<br>RCB<br>MSFC<br>HSFC<br>Zoltan/HSFC | 7<br>7<br>9<br>8<br>12 | 7<br>7<br>13<br>10<br>19 | 7<br>8<br>18<br>13<br>23 | 10<br>11<br>21<br>18<br>25 | 11<br>12<br>22<br>20<br>27 | 12<br>12<br>25<br>21<br>31 | | 0 |
| v | ρ(v) | d | v | ρ(v) | d |
| --- | --- | --- | --- | --- | --- |
| T1 | (−0.7,1.61) | (4,3,3) | f1,0 | (0.62,−0.48) | (1,3,2) |
| T2 | (−0.45,0.85) | (4,3,3) | t2,0 | (−1.35,0.9) | (4,2,4) |
| N1 | (−0.36,0.65) | (3,3,3) | f2,0 | (−1.08,−0.06) | (3,1,3) |
| T1 | (−0.7,1.61) | (4,3,3) | t3,0 | (0.28,1.43) | (3,4,2) |
| F | (−0.35,−0.75) | (3,3,3) | f3,0 | (0.64,0.51) | (2,3,1) |
| a1 | (1.57,−0.74) | (0,4,3) | t1,1 | (−0.25,−1.87) | (3,5,4) | | | a2 | (−1.68,−0.86) | (4,0,4) | f1,1 | (0.79,−1.46) | (2,4,3) |
| --- | --- | --- | --- | --- | --- |
| a3 | (1.62,0.34) | (3,4,0) | t2,1 | (−1.97,1.27) | (5,3,5) |
| b1 | (1.55,−0.81) | (1,4,3) | f2,1 | (−2.03,0.14) | (4,2,4) |
| b2 | (−1.62,−0.9) | (4,1,4) | t3,1 | (0.58,2.12) | (4,5,3) |
| b3 | (1.6,0.26) | (3,4,1) | f3,1 | (1.27,1.28) | (3,4,2) |
| t1,0 | (−0.15,−1.11) | (2,4,3) | | | | | 1 |
| v | ρ(v) | d | v | ρ(v) | d |
| --- | --- | --- | --- | --- | --- |
| T1 | (−0.7,1.61) | (4,3,3) | f1,0 | (0.62,−0.48) | (1,3,2) |
| T2 | (−0.45,0.85) | (4,3,3) | t2,0 | (−1.35,0.9) | (4,2,4) |
| N1 | (−0.36,0.65) | (3,3,3) | f2,0 | (−1.08,−0.06) | (3,1,3) |
| T1 | (−0.7,1.61) | (4,3,3) | t3,0 | (0.28,1.43) | (3,4,2) |
| F | (−0.35,−0.75) | (3,3,3) | f3,0 | (0.64,0.51) | (2,3,1) |
| a1 | (1.57,−0.74) | (0,4,3) | t1,1 | (−0.25,−1.87) | (3,5,4) | | | D | T1 | T2 | T3 |
| --- | --- | --- | --- |
| 0.50 | (0,1,5) | (0,2,10) | (0,1.5,15) |
| 0.75 | (0,1,5) | (0,3.5,10) | (0,3,15) |
| 1.00 | (0,2,5) | (0,4,10) | (0,3,15) |
| 1.25 | (0,1,5) | (0,6.5,10) | (0,6,15) |
| 1.50 | (0,2,5) | (0,7,10) | (0,6,15) |
| 1.75 | (0,3,5) | (0,7.5,10) | (0,6,15) |
| 2.00 | (0,4,5) | (0,6,10) | (0,9,15) | | 0 |
| v | ρ(v) | d | v | ρ(v) | d |
| --- | --- | --- | --- | --- | --- |
| T1 | (−0.7,1.61) | (4,3,3) | f1,0 | (0.62,−0.48) | (1,3,2) |
| T2 | (−0.45,0.85) | (4,3,3) | t2,0 | (−1.35,0.9) | (4,2,4) |
| N1 | (−0.36,0.65) | (3,3,3) | f2,0 | (−1.08,−0.06) | (3,1,3) |
| T1 | (−0.7,1.61) | (4,3,3) | t3,0 | (0.28,1.43) | (3,4,2) |
| F | (−0.35,−0.75) | (3,3,3) | f3,0 | (0.64,0.51) | (2,3,1) |
| a1 | (1.57,−0.74) | (0,4,3) | t1,1 | (−0.25,−1.87) | (3,5,4) |
| a2 | (−1.68,−0.86) | (4,0,4) | f1,1 | (0.79,−1.46) | (2,4,3) |
| a3 | (1.62,0.34) | (3,4,0) | t2,1 | (−1.97,1.27) | (5,3,5) |
| b1 | (1.55,−0.81) | (1,4,3) | f2,1 | (−2.03,0.14) | (4,2,4) |
| b2 | (−1.62,−0.9) | (4,1,4) | t3,1 | (0.58,2.12) | (4,5,3) | | | b3 | (1.6,0.26) | (3,4,1) | f3,1 | (1.27,1.28) | (3,4,2) |
| --- | --- | --- | --- | --- | --- |
| t1,0 | (−0.15,−1.11) | (2,4,3) | | | | | 1 |
| v | ρ(v) | d | v | ρ(v) | d |
| --- | --- | --- | --- | --- | --- |
| T1 | (−0.7,1.61) | (4,3,3) | f1,0 | (0.62,−0.48) | (1,3,2) |
| T2 | (−0.45,0.85) | (4,3,3) | t2,0 | (−1.35,0.9) | (4,2,4) |
| N1 | (−0.36,0.65) | (3,3,3) | f2,0 | (−1.08,−0.06) | (3,1,3) |
| T1 | (−0.7,1.61) | (4,3,3) | t3,0 | (0.28,1.43) | (3,4,2) |
| F | (−0.35,−0.75) | (3,3,3) | f3,0 | (0.64,0.51) | (2,3,1) |
| a1 | (1.57,−0.74) | (0,4,3) | t1,1 | (−0.25,−1.87) | (3,5,4) |
| a2 | (−1.68,−0.86) | (4,0,4) | f1,1 | (0.79,−1.46) | (2,4,3) |
| a3 | (1.62,0.34) | (3,4,0) | t2,1 | (−1.97,1.27) | (5,3,5) |
| b1 | (1.55,−0.81) | (1,4,3) | f2,1 | (−2.03,0.14) | (4,2,4) |
| b2 | (−1.62,−0.9) | (4,1,4) | t3,1 | (0.58,2.12) | (4,5,3) | | | 0.75 | (0,1,5) | (0,3.5,10) | (0,3,15) |
| --- | --- | --- | --- |
| 1.00 | (0,2,5) | (0,4,10) | (0,3,15) |
| 1.25 | (0,1,5) | (0,6.5,10) | (0,6,15) |
| 1.50 | (0,2,5) | (0,7,10) | (0,6,15) |
| 1.75 | (0,3,5) | (0,7.5,10) | (0,6,15) |
| 2.00 | (0,4,5) | (0,6,10) | (0,9,15) | | 0 |
| Dice-coefficient | NameOne | NameTwo |
| --- | --- | --- |
| 0.7385 | baiden-amissah | tuzzolino |
| 0.7429 | castrechini | prawirohardjo |
| 0.7500 | eykhof | sliz |
| 0.7429 | keays | goeby | | | 0.7586 | lera | pagni |
| --- | --- | --- |
| 0.7391 | tempalar | sedcole | | 1 |
| Dice-coefficient | NameOne | NameTwo |
| --- | --- | --- |
| 0.7385 | baiden-amissah | tuzzolino |
| 0.7429 | castrechini | prawirohardjo |
| 0.7500 | eykhof | sliz |
| 0.7429 | keays | goeby | | | Dice-coefficient | NameOne | NameTwo |
| --- | --- | --- |
| 0.7347 | blocklar | sahinagic |
| 0.7458 | frankenfeld | dhumatkar |
| 0.7429 | kolin | wendly |
| 0.7429 | lehky | turcon |
| 0.7368 | quinney | foica |
| 0.7407 | runt | meij | | 0 |
| Dice-coefficient | NameOne | NameTwo |
| --- | --- | --- |
| 0.7385 | baiden-amissah | tuzzolino | | | 0.7429 | castrechini | prawirohardjo |
| --- | --- | --- |
| 0.7500 | eykhof | sliz |
| 0.7429 | keays | goeby |
| 0.7586 | lera | pagni |
| 0.7391 | tempalar | sedcole | | 1 |
| Dice-coefficient | NameOne | NameTwo |
| --- | --- | --- |
| 0.7385 | baiden-amissah | tuzzolino | | | 0.7429 | kolin | wendly |
| --- | --- | --- |
| 0.7429 | lehky | turcon |
| 0.7368 | quinney | foica |
| 0.7407 | runt | meij | | 0 |
| H1 | H2open | SNE | SAD | SMD | SDV | SCC | SPL | SAPD | SED | SCL |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 199 | 125302 | 1049866 | 6.62 | 343 | 100.15 | 0.306 | 2.245 | 7.69 | 9 | 7.46 |
| 72.9<br>41.1<br>19.7 | 40712.1<br>24618.2<br>7771.4 | 1048153<br>1035994<br>991498 | 6.61<br>6.53<br>6.25 | 316.0<br>186.0<br>164.9 | 97.46<br>86.47<br>64.20 | 0.303<br>0.294<br>0.284 | 2.244<br>2.248<br>2.265 | 7.74<br>7.82<br>8.08 | 9.4<br>9.5<br>10.0 | 7.50<br>7.59<br>7.85 |
| 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 | | | 55.7<br>34.5<br>19.2 | 55655.9<br>39689.8<br>16375.4 | 924321<br>915711<br>892140 | 5.52<br>5.47<br>5.33 | 479.1<br>299.7<br>253.9 | 31.73<br>27.18<br>21.87 | 0.206<br>0.220<br>0.232 | 2.340<br>2.348<br>2.374 | 12.14<br>12.40<br>12.52 | 15.2<br>15.6<br>15.5 | 11.65<br>11.91<br>12.06 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 978 | 321724 | 2987624 | 5.27 | 28754 | 2576.0 | 0.0062 | 2.429 | 6.07 | 8 | 6.79 |
| 157.2<br>80.0<br>23.4 | 36744.6<br>22361.7<br>5806.9 | 2982974<br>2940310<br>2624066 | 5.26<br>5.18<br>4.62 | 28438<br>26900<br>16353 | 2522.6<br>2282.6<br>970.8 | 0.0062<br>0.0061<br>0.0070 | 2.416<br>2.419<br>2.438 | 6.24<br>6.27<br>6.59 | 8.0<br>8.0<br>8.1 | 6.01<br>6.04<br>6.36 | | 1 |
| H1 | H2open | SNE | SAD | SMD | SDV | SCC | SPL | SAPD | SED | SCL |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 199 | 125302 | 1049866 | 6.62 | 343 | 100.15 | 0.306 | 2.245 | 7.69 | 9 | 7.46 |
| 72.9<br>41.1<br>19.7 | 40712.1<br>24618.2<br>7771.4 | 1048153<br>1035994<br>991498 | 6.61<br>6.53<br>6.25 | 316.0<br>186.0<br>164.9 | 97.46<br>86.47<br>64.20 | 0.303<br>0.294<br>0.284 | 2.244<br>2.248<br>2.265 | 7.74<br>7.82<br>8.08 | 9.4<br>9.5<br>10.0 | 7.50<br>7.59<br>7.85 |
| 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 | | | H1 | H2open | SNE | SAD | SMD | SDV | SCC | SPL | SAPD | SED | SCL |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 199 | 125302 | 1049866 | 6.62 | 343 | 100.15 | 0.306 | 2.245 | 7.69 | 9 | 7.46 |
| 59.7<br>40.7<br>32.1<br>29.5<br>27.0 | 3257.2<br>744.0<br>325.7<br>199.2<br>140.7 | 1049774<br>1049813<br>1050066<br>1049869<br>1049849 | 6.62<br>6.62<br>6.62<br>6.62<br>6.62 | 342.3<br>343.5<br>343.4<br>345.9<br>345.4 | 100.73<br>101.26<br>101.73<br>102.07<br>102.29 | 0.279<br>0.255<br>0.235<br>0.219<br>0.205 | 2.213<br>2.189<br>2.173<br>2.163<br>2.155 | 7.66<br>7.56<br>7.46<br>7.45<br>7.34 | 9.3<br>9.1<br>9.0<br>9.0<br>9.0 | 7.43<br>7.33<br>7.25<br>7.24<br>7.15 |
| 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 |
| 30.2<br>22.8<br>17.8<br>17.2<br>15.2 | 2209.1<br>452.4<br>188.4<br>118.8<br>82.4 | 925831<br>925928<br>925802<br>925660<br>925950 | 5.53<br>5.53<br>5.53<br>5.53<br>5.53 | 551.5<br>550.2<br>543.9<br>550.0<br>551.8 | 33.83<br>34.40<br>34.79<br>35.11<br>35.43 | 0.197<br>0.182<br>0.167<br>0.154<br>0.142 | 2.321<br>2.306<br>2.296<br>2.289<br>2.282 | 12.38<br>11.88<br>11.60<br>11.33<br>11.13 | 16.1<br>15.3<br>15.0<br>14.4<br>14.1 | 11.72<br>11.28<br>11.04<br>10.81<br>10.62 |
| 978 | 321724 | 2987624 | 5.27 | 28754 | 2576.0 | 0.0062 | 2.429 | 6.07 | 8 | 6.79 |
| 114.4<br>84.2<br>71.4<br>65.3<br>62.8 | 4428.8<br>1419.2<br>814.4<br>595.5<br>513.7 | 2987898<br>2987342<br>2987706<br>2987468<br>2987771 | 5.27<br>5.26<br>5.27<br>5.26<br>5.27 | 28759<br>28754<br>28745<br>28749<br>28761 | 2576<br>2576<br>2577<br>2577<br>2578 | 0.0065<br>0.0064<br>0.0062<br>0.0060<br>0.0058 | 2.373<br>2.319<br>2.287<br>2.265<br>2.251 | 6.19<br>6.02<br>5.97<br>5.96<br>5.89 | 7.8<br>7.2<br>7.1<br>7.1<br>7.1 | 5.97<br>5.82<br>5.78<br>5.77<br>5.71 | | 0 |
| H1 | H2open | SNE | SAD | SMD | SDV | SCC | SPL | SAPD | SED | SCL |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 199 | 125302 | 1049866 | 6.62 | 343 | 100.15 | 0.306 | 2.245 | 7.69 | 9 | 7.46 |
| 72.9<br>41.1<br>19.7 | 40712.1<br>24618.2<br>7771.4 | 1048153<br>1035994<br>991498 | 6.61<br>6.53<br>6.25 | 316.0<br>186.0<br>164.9 | 97.46<br>86.47<br>64.20 | 0.303<br>0.294<br>0.284 | 2.244<br>2.248<br>2.265 | 7.74<br>7.82<br>8.08 | 9.4<br>9.5<br>10.0 | 7.50<br>7.59<br>7.85 |
| 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 |
| 55.7<br>34.5<br>19.2 | 55655.9<br>39689.8<br>16375.4 | 924321<br>915711<br>892140 | 5.52<br>5.47<br>5.33 | 479.1<br>299.7<br>253.9 | 31.73<br>27.18<br>21.87 | 0.206<br>0.220<br>0.232 | 2.340<br>2.348<br>2.374 | 12.14<br>12.40<br>12.52 | 15.2<br>15.6<br>15.5 | 11.65<br>11.91<br>12.06 | | | 978 | 321724 | 2987624 | 5.27 | 28754 | 2576.0 | 0.0062 | 2.429 | 6.07 | 8 | 6.79 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 157.2<br>80.0<br>23.4 | 36744.6<br>22361.7<br>5806.9 | 2982974<br>2940310<br>2624066 | 5.26<br>5.18<br>4.62 | 28438<br>26900<br>16353 | 2522.6<br>2282.6<br>970.8 | 0.0062<br>0.0061<br>0.0070 | 2.416<br>2.419<br>2.438 | 6.24<br>6.27<br>6.59 | 8.0<br>8.0<br>8.1 | 6.01<br>6.04<br>6.36 | | 1 |
| H1 | H2open | SNE | SAD | SMD | SDV | SCC | SPL | SAPD | SED | SCL |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 199 | 125302 | 1049866 | 6.62 | 343 | 100.15 | 0.306 | 2.245 | 7.69 | 9 | 7.46 |
| 72.9<br>41.1<br>19.7 | 40712.1<br>24618.2<br>7771.4 | 1048153<br>1035994<br>991498 | 6.61<br>6.53<br>6.25 | 316.0<br>186.0<br>164.9 | 97.46<br>86.47<br>64.20 | 0.303<br>0.294<br>0.284 | 2.244<br>2.248<br>2.265 | 7.74<br>7.82<br>8.08 | 9.4<br>9.5<br>10.0 | 7.50<br>7.59<br>7.85 |
| 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 |
| 55.7<br>34.5<br>19.2 | 55655.9<br>39689.8<br>16375.4 | 924321<br>915711<br>892140 | 5.52<br>5.47<br>5.33 | 479.1<br>299.7<br>253.9 | 31.73<br>27.18<br>21.87 | 0.206<br>0.220<br>0.232 | 2.340<br>2.348<br>2.374 | 12.14<br>12.40<br>12.52 | 15.2<br>15.6<br>15.5 | 11.65<br>11.91<br>12.06 | | | 30.2<br>22.8<br>17.8<br>17.2<br>15.2 | 2209.1<br>452.4<br>188.4<br>118.8<br>82.4 | 925831<br>925928<br>925802<br>925660<br>925950 | 5.53<br>5.53<br>5.53<br>5.53<br>5.53 | 551.5<br>550.2<br>543.9<br>550.0<br>551.8 | 33.83<br>34.40<br>34.79<br>35.11<br>35.43 | 0.197<br>0.182<br>0.167<br>0.154<br>0.142 | 2.321<br>2.306<br>2.296<br>2.289<br>2.282 | 12.38<br>11.88<br>11.60<br>11.33<br>11.13 | 16.1<br>15.3<br>15.0<br>14.4<br>14.1 | 11.72<br>11.28<br>11.04<br>10.81<br>10.62 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 978 | 321724 | 2987624 | 5.27 | 28754 | 2576.0 | 0.0062 | 2.429 | 6.07 | 8 | 6.79 |
| 114.4<br>84.2<br>71.4<br>65.3<br>62.8 | 4428.8<br>1419.2<br>814.4<br>595.5<br>513.7 | 2987898<br>2987342<br>2987706<br>2987468<br>2987771 | 5.27<br>5.26<br>5.27<br>5.26<br>5.27 | 28759<br>28754<br>28745<br>28749<br>28761 | 2576<br>2576<br>2577<br>2577<br>2578 | 0.0065<br>0.0064<br>0.0062<br>0.0060<br>0.0058 | 2.373<br>2.319<br>2.287<br>2.265<br>2.251 | 6.19<br>6.02<br>5.97<br>5.96<br>5.89 | 7.8<br>7.2<br>7.1<br>7.1<br>7.1 | 5.97<br>5.82<br>5.78<br>5.77<br>5.71 | | 0 |
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