premise
string | hypothesis
string | label
int64 |
|---|---|---|
| peak-type | c | num.ofpeaks | num.ofarticles |
| --- | --- | --- | --- |
| comment | 5<br>10<br>20 | 2,580<br>288<br>30 | 1,198<br>195<br>21 |
|
| edit | 5<br>10<br>20 | 32,853<br>4,944<br>706 | 20,681<br>4,004<br>631 |
| --- | --- | --- | --- |
| overlap<br>sameday | 5<br>10<br>20 | 307<br>44<br>7 | 59<br>8<br>3 |
| overlap<br>±1day | 5<br>10<br>20 | 703<br>94<br>15 | 385<br>52<br>10 |
| overlap<br>±2days | 5<br>10<br>20 | 871<br>121<br>19 | 406<br>54<br>11 |
| 1
|
| peak-type | c | num.ofpeaks | num.ofarticles |
| --- | --- | --- | --- |
| comment | 5<br>10<br>20 | 2,580<br>288<br>30 | 1,198<br>195<br>21 |
|
| 8<br>4<br>2 | 895542<br>1791084<br>3582168 | 934040<br>1808784<br>3585869 |
| --- | --- | --- |
| 8<br>4<br>2 | 3203546<br>6407091<br>7<br>1.2814·10 | 3219769<br>6427398<br>7<br>1.2827·10 |
| 8<br>4<br>2 | 8.928·10<br>9<br>1.7856·10<br>9<br>3.5712·10 | 8.9394·10<br>9<br>1.7871·10<br>9<br>3.573·10 |
| 8<br>4<br>2 | 1.2497·10<br>9<br>2.4995·10<br>9<br>4.9989·10 | 1.251·10<br>9<br>2.5005·10<br>9<br>4.9995·10 |
| 8 | 6.4582·10 | 6.4651·10 |
| 0
|
| peak-type | c | num.ofpeaks | num.ofarticles |
| --- | --- | --- | --- |
| comment | 5<br>10<br>20 | 2,580<br>288<br>30 | 1,198<br>195<br>21 |
| edit | 5<br>10<br>20 | 32,853<br>4,944<br>706 | 20,681<br>4,004<br>631 |
| overlap<br>sameday | 5<br>10<br>20 | 307<br>44<br>7 | 59<br>8<br>3 |
|
| overlap<br>±1day | 5<br>10<br>20 | 703<br>94<br>15 | 385<br>52<br>10 |
| --- | --- | --- | --- |
| overlap<br>±2days | 5<br>10<br>20 | 871<br>121<br>19 | 406<br>54<br>11 |
| 1
|
| peak-type | c | num.ofpeaks | num.ofarticles |
| --- | --- | --- | --- |
| comment | 5<br>10<br>20 | 2,580<br>288<br>30 | 1,198<br>195<br>21 |
| edit | 5<br>10<br>20 | 32,853<br>4,944<br>706 | 20,681<br>4,004<br>631 |
| overlap<br>sameday | 5<br>10<br>20 | 307<br>44<br>7 | 59<br>8<br>3 |
|
| 8<br>4<br>2 | 8.928·10<br>9<br>1.7856·10<br>9<br>3.5712·10 | 8.9394·10<br>9<br>1.7871·10<br>9<br>3.573·10 |
| --- | --- | --- |
| 8<br>4<br>2 | 1.2497·10<br>9<br>2.4995·10<br>9<br>4.9989·10 | 1.251·10<br>9<br>2.5005·10<br>9<br>4.9995·10 |
| 8 | 6.4582·10 | 6.4651·10 |
| 0
|
| Layertype | Configuration |
| --- | --- |
| conv | Filtersize:2,Stridesize:1,featuremaps:26 |
| conv | Filtersize:6,Stridesize:3,featuremaps:82 |
| conv | Filtersize:8,Stridesize:4,featuremaps:114 |
| conv | Filtersize:7,Stridesize:4,featuremaps:107 |
|
| full | Neurons:1686 |
| --- | --- |
| full | Neurons:10 |
| 1
|
| Layertype | Configuration |
| --- | --- |
| conv | Filtersize:2,Stridesize:1,featuremaps:26 |
| conv | Filtersize:6,Stridesize:3,featuremaps:82 |
| conv | Filtersize:8,Stridesize:4,featuremaps:114 |
| conv | Filtersize:7,Stridesize:4,featuremaps:107 |
|
| Layertype | Configuration |
| --- | --- |
| conv | Filtersize:1,Stridesize:1,featuremaps:11 |
| conv | Filtersize:7,Stridesize:4,featuremaps:108 |
| conv | Filtersize:1,Stridesize:1,featuremaps:8 |
| conv | Filtersize:6,Stridesize:3,featuremaps:92 |
| full | Neurons:906 |
| full | Neurons:2 |
| 0
|
| Layertype | Configuration |
| --- | --- |
| conv | Filtersize:2,Stridesize:1,featuremaps:26 |
| conv | Filtersize:6,Stridesize:3,featuremaps:82 |
| conv | Filtersize:8,Stridesize:4,featuremaps:114 |
|
| conv | Filtersize:7,Stridesize:4,featuremaps:107 |
| --- | --- |
| full | Neurons:1686 |
| full | Neurons:10 |
| 1
|
| Layertype | Configuration |
| --- | --- |
| conv | Filtersize:2,Stridesize:1,featuremaps:26 |
| conv | Filtersize:6,Stridesize:3,featuremaps:82 |
| conv | Filtersize:8,Stridesize:4,featuremaps:114 |
|
| conv | Filtersize:1,Stridesize:1,featuremaps:8 |
| --- | --- |
| conv | Filtersize:6,Stridesize:3,featuremaps:92 |
| full | Neurons:906 |
| full | Neurons:2 |
| 0
|
| Blocktype<br>&repetition | Input<br>channel | Output<br>channel | Stride | g1 | g2 |
| --- | --- | --- | --- | --- | --- |
| Regular3x3conv | 3 | 32 | 2 | | |
| BatchNorm+ReLU | | | | | |
| CLCblock | 32 | 64 | 1 | 16 | 2 |
| CLCblock | 64 | 128 | 2 | 32 | 2 |
| CLCblock×a | 128 | 128 | 1 | 64 | 2 |
| CLCblock | 128 | 256 | 2 | 64 | 2 |
| CLCblock×b | 256 | 256 | 1 | 128 | 2 |
| CLCblock | 256 | 512 | 2 | 128 | 2 |
|
| CLCblock×c | 512 | 512 | 1 | 256 | 2 |
| --- | --- | --- | --- | --- | --- |
| CLCblock | 512 | 1024 | 2 | 256 | 2 |
| CLCblock×d | 1024 | 1024 | 1 | 512 | 2 |
| AveragePooling | | | | | |
| FClayer | 1024 | 1000 | | | |
| 1
|
| Blocktype<br>&repetition | Input<br>channel | Output<br>channel | Stride | g1 | g2 |
| --- | --- | --- | --- | --- | --- |
| Regular3x3conv | 3 | 32 | 2 | | |
| BatchNorm+ReLU | | | | | |
| CLCblock | 32 | 64 | 1 | 16 | 2 |
| CLCblock | 64 | 128 | 2 | 32 | 2 |
| CLCblock×a | 128 | 128 | 1 | 64 | 2 |
| CLCblock | 128 | 256 | 2 | 64 | 2 |
| CLCblock×b | 256 | 256 | 1 | 128 | 2 |
| CLCblock | 256 | 512 | 2 | 128 | 2 |
|
| Layer | Filter/Stride | #Channel | #Filter |
| --- | --- | --- | --- |
| Conv11 | 3×3/1 | 1 | 32 |
| Conv12 | 3×3/1 | 32 | 64 |
| MaxPool | 2×2/2 | 64 | – |
| Conv21 | 3×3/1 | 64 | 64 |
| Conv22 | 3×3/1 | 64 | 128 |
| MaxPool | 2×2/2 | 128 | – |
| Conv31 | 3×3/1 | 128 | 96 |
| Conv32 | 3×3/1 | 96 | 192 |
| MaxPool | 2×2/2 | 192 | – |
| Conv41 | 3×3/1 | 192 | 128 |
| Conv42 | 3×3/1 | 128 | 256 |
| MaxPool | 2×2/2 | 256 | – |
| Conv51 | 3×3/1 | 256 | 160 |
| Conv52 | 3×3/1 | 160 | 320 |
| AvgPool | 6×6/1 | 320 | – |
| Dropout1-0.3 | – | – | – |
| FC | 1×320/1 | 320 | 100 |
| 0
|
| Blocktype<br>&repetition | Input<br>channel | Output<br>channel | Stride | g1 | g2 |
| --- | --- | --- | --- | --- | --- |
| Regular3x3conv | 3 | 32 | 2 | | |
| BatchNorm+ReLU | | | | | |
| CLCblock | 32 | 64 | 1 | 16 | 2 |
| CLCblock | 64 | 128 | 2 | 32 | 2 |
|
| CLCblock×a | 128 | 128 | 1 | 64 | 2 |
| --- | --- | --- | --- | --- | --- |
| CLCblock | 128 | 256 | 2 | 64 | 2 |
| CLCblock×b | 256 | 256 | 1 | 128 | 2 |
| CLCblock | 256 | 512 | 2 | 128 | 2 |
| CLCblock×c | 512 | 512 | 1 | 256 | 2 |
| CLCblock | 512 | 1024 | 2 | 256 | 2 |
| CLCblock×d | 1024 | 1024 | 1 | 512 | 2 |
| AveragePooling | | | | | |
| FClayer | 1024 | 1000 | | | |
| 1
|
| Blocktype<br>&repetition | Input<br>channel | Output<br>channel | Stride | g1 | g2 |
| --- | --- | --- | --- | --- | --- |
| Regular3x3conv | 3 | 32 | 2 | | |
| BatchNorm+ReLU | | | | | |
| CLCblock | 32 | 64 | 1 | 16 | 2 |
| CLCblock | 64 | 128 | 2 | 32 | 2 |
|
| Conv31 | 3×3/1 | 128 | 96 |
| --- | --- | --- | --- |
| Conv32 | 3×3/1 | 96 | 192 |
| MaxPool | 2×2/2 | 192 | – |
| Conv41 | 3×3/1 | 192 | 128 |
| Conv42 | 3×3/1 | 128 | 256 |
| MaxPool | 2×2/2 | 256 | – |
| Conv51 | 3×3/1 | 256 | 160 |
| Conv52 | 3×3/1 | 160 | 320 |
| AvgPool | 6×6/1 | 320 | – |
| Dropout1-0.3 | – | – | – |
| FC | 1×320/1 | 320 | 100 |
| 0
|
| | 5VirtualLandscapeDatasets | 7VirtualLandscapeDatasets | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| N-based | G-based | I-based | N-based | G-based | I-based | N-based | |
| Accuracy | 0.9931 | 0.9950 | 0.9927 | 0.9939 | 0.9950 | 0.9930 | 0.9936 |
| Precision | 0.6154 | 0.7080 | 0.7143 | 0.5820 | 0.7080 | 0.7590 | 0.6939 |
|
| Recall | 0.5161 | 0.6452 | 0.4839 | 0.5726 | 0.6452 | 0.5081 | 0.5484 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| F-measure | 0.5614 | 0.6751 | 0.5769 | 0.5772 | 0.6751 | 0.6087 | 0.6126 |
| R.T(second) | 2.74 | 2.67 | 2.41 | 3.29 | 3.30 | 3.44 | 4.69 |
| M.U(MB) | 0.42 | 0.42 | 0.42 | 0.42 | 0.42 | 0.42 | 0.42 |
| 1
|
| | 5VirtualLandscapeDatasets | 7VirtualLandscapeDatasets | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| N-based | G-based | I-based | N-based | G-based | I-based | N-based | |
| Accuracy | 0.9931 | 0.9950 | 0.9927 | 0.9939 | 0.9950 | 0.9930 | 0.9936 |
| Precision | 0.6154 | 0.7080 | 0.7143 | 0.5820 | 0.7080 | 0.7590 | 0.6939 |
|
| | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 5877 | 0.083 | 0.557 | 0.145 |
| C-CENI | 5415 | 0.082 | 0.539 | 0.142 |
| I-CENI | 7358 | 0.078 | 0.571 | 0.137 |
| MMRate | 21677 | 0.085 | 0.565 | 0.148 |
| NetRate | 14404 | 0.081 | 0.566 | 0.142 |
| 0
|
| | 5VirtualLandscapeDatasets | 7VirtualLandscapeDatasets | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| N-based | G-based | I-based | N-based | G-based | I-based | N-based | |
| Accuracy | 0.9931 | 0.9950 | 0.9927 | 0.9939 | 0.9950 | 0.9930 | 0.9936 |
|
| Precision | 0.6154 | 0.7080 | 0.7143 | 0.5820 | 0.7080 | 0.7590 | 0.6939 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Recall | 0.5161 | 0.6452 | 0.4839 | 0.5726 | 0.6452 | 0.5081 | 0.5484 |
| F-measure | 0.5614 | 0.6751 | 0.5769 | 0.5772 | 0.6751 | 0.6087 | 0.6126 |
| R.T(second) | 2.74 | 2.67 | 2.41 | 3.29 | 3.30 | 3.44 | 4.69 |
| M.U(MB) | 0.42 | 0.42 | 0.42 | 0.42 | 0.42 | 0.42 | 0.42 |
| 1
|
| | 5VirtualLandscapeDatasets | 7VirtualLandscapeDatasets | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| N-based | G-based | I-based | N-based | G-based | I-based | N-based | |
| Accuracy | 0.9931 | 0.9950 | 0.9927 | 0.9939 | 0.9950 | 0.9930 | 0.9936 |
|
| MMRate | 21677 | 0.085 | 0.565 | 0.148 |
| --- | --- | --- | --- | --- |
| NetRate | 14404 | 0.081 | 0.566 | 0.142 |
| 0
|
| Images | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| CamMan | Parrot | Man | Montage | Peppers | Aerial | House |
| 37.90<br>36.98<br>37.66 | 37.57<br>36.65<br>37.42 | 36.78<br>36.44<br>36.77 | 40.17<br>39.46<br>39.96 | 37.87<br>37.09<br>37.72 | 35.57<br>35.23<br>35.33 | 39.45<br>37.89<br>39.51 |
| 31.38<br>30.78<br>31.31 | 30.98<br>30.76<br>30.90 | 30.57<br>30.76<br>30.74 | 33.77<br>33.14<br>33.78 | 32.21<br>31.96<br>32.25 | 28.64<br>28.55<br>28.49 | 34.32<br>33.89<br>34.60 |
|
| 28.81<br>27.96<br>28.96 | 28.43<br>27.89<br>28.48 | 28.11<br>28.26<br>28.37 | 30.97<br>29.52<br>31.21 | 29.74<br>28.94<br>29.91 | 25.95<br>25.78<br>25.98 | 32.10<br>30.67<br>32.51 |
| --- | --- | --- | --- | --- | --- | --- |
| 25.66<br>20.30<br>25.92 | 25.35<br>20.11<br>25.51 | 24.99<br>20.36<br>25.24 | 27.12<br>20.39<br>27.35 | 26.16<br>20.34<br>26.48 | 22.44<br>19.62<br>22.85 | 28.03<br>20.90<br>28.66 |
| 1
|
| Images | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| CamMan | Parrot | Man | Montage | Peppers | Aerial | House |
| 37.90<br>36.98<br>37.66 | 37.57<br>36.65<br>37.42 | 36.78<br>36.44<br>36.77 | 40.17<br>39.46<br>39.96 | 37.87<br>37.09<br>37.72 | 35.57<br>35.23<br>35.33 | 39.45<br>37.89<br>39.51 |
| 31.38<br>30.78<br>31.31 | 30.98<br>30.76<br>30.90 | 30.57<br>30.76<br>30.74 | 33.77<br>33.14<br>33.78 | 32.21<br>31.96<br>32.25 | 28.64<br>28.55<br>28.49 | 34.32<br>33.89<br>34.60 |
|
| | Ours<br>scratch | S&L | Rand.<br>Init. | Imagen | tOurs+<br>Imagenet |
| --- | --- | --- | --- | --- | --- |
| Head | 80.6 | 75.8 | 79.5 | 87.2 | 90.2 |
| Neck | 88.4 | 86.3 | 87.1 | 93.2 | 93.8 |
| LR<br>Shoulder | 74.8 | 75.0 | 71.6 | 85.2 | 86.3 |
| LRElbow. | 56.9 | 59.2 | 52.1 | 69.6 | 70.4 |
| LRWrist | 41.6 | 42.2 | 34.6 | 52.0 | 58.6 |
| LRHip | 73.3 | 73.3 | 64.1 | 81.3 | 82.4 |
| LRKnee | 63.6 | 63.1 | 58.3 | 69.7 | 73.2 |
| LRAnkle | 56.9 | 51.7 | 51.2 | 62.0 | 67.4 |
| Thorax | 88.6 | 87.1 | 85.5 | 93.4 | 93.7 |
| Pelvis | 79.9 | 79.5 | 70.1 | 86.6 | 88.4 |
| Total | 70.5 | 69.3 | 65.4 | 78.0 | 80.4 |
| 0
|
| Images | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| CamMan | Parrot | Man | Montage | Peppers | Aerial | House |
| 37.90<br>36.98<br>37.66 | 37.57<br>36.65<br>37.42 | 36.78<br>36.44<br>36.77 | 40.17<br>39.46<br>39.96 | 37.87<br>37.09<br>37.72 | 35.57<br>35.23<br>35.33 | 39.45<br>37.89<br>39.51 |
|
| 31.38<br>30.78<br>31.31 | 30.98<br>30.76<br>30.90 | 30.57<br>30.76<br>30.74 | 33.77<br>33.14<br>33.78 | 32.21<br>31.96<br>32.25 | 28.64<br>28.55<br>28.49 | 34.32<br>33.89<br>34.60 |
| --- | --- | --- | --- | --- | --- | --- |
| 28.81<br>27.96<br>28.96 | 28.43<br>27.89<br>28.48 | 28.11<br>28.26<br>28.37 | 30.97<br>29.52<br>31.21 | 29.74<br>28.94<br>29.91 | 25.95<br>25.78<br>25.98 | 32.10<br>30.67<br>32.51 |
| 25.66<br>20.30<br>25.92 | 25.35<br>20.11<br>25.51 | 24.99<br>20.36<br>25.24 | 27.12<br>20.39<br>27.35 | 26.16<br>20.34<br>26.48 | 22.44<br>19.62<br>22.85 | 28.03<br>20.90<br>28.66 |
| 1
|
| Images | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| CamMan | Parrot | Man | Montage | Peppers | Aerial | House |
| 37.90<br>36.98<br>37.66 | 37.57<br>36.65<br>37.42 | 36.78<br>36.44<br>36.77 | 40.17<br>39.46<br>39.96 | 37.87<br>37.09<br>37.72 | 35.57<br>35.23<br>35.33 | 39.45<br>37.89<br>39.51 |
|
| LRElbow. | 56.9 | 59.2 | 52.1 | 69.6 | 70.4 |
| --- | --- | --- | --- | --- | --- |
| LRWrist | 41.6 | 42.2 | 34.6 | 52.0 | 58.6 |
| LRHip | 73.3 | 73.3 | 64.1 | 81.3 | 82.4 |
| LRKnee | 63.6 | 63.1 | 58.3 | 69.7 | 73.2 |
| LRAnkle | 56.9 | 51.7 | 51.2 | 62.0 | 67.4 |
| Thorax | 88.6 | 87.1 | 85.5 | 93.4 | 93.7 |
| Pelvis | 79.9 | 79.5 | 70.1 | 86.6 | 88.4 |
| Total | 70.5 | 69.3 | 65.4 | 78.0 | 80.4 |
| 0
|
| Exponent | φ | ζ | α | β |
| --- | --- | --- | --- | --- |
| Basque | 1.13±0.04 | 1.77±0.14 | 0.90±0.03 | 3.1±0.3 |
| Catalan | 1.17±0.05 | 1.89±0.14 | 0.92±0.03 | 2.8±0.4 |
| English | 1.16±0.05 | 1.85±0.14 | 0.91±0.01 | 2.9±0.3 |
| Galician | 1.18±0.04 | 1.80±0.14 | 0.89±0.03 | 2.9±0.4 |
|
| Portuguese | 1.16±0.05 | 1.77±0.14 | 0.91±0.01 | 3.0±0.3 |
| --- | --- | --- | --- | --- |
| Spanish | 1.15±0.04 | 1.79±0.14 | 0.91±0.03 | 2.8±0.4 |
| 1
|
| Exponent | φ | ζ | α | β |
| --- | --- | --- | --- | --- |
| Basque | 1.13±0.04 | 1.77±0.14 | 0.90±0.03 | 3.1±0.3 |
| Catalan | 1.17±0.05 | 1.89±0.14 | 0.92±0.03 | 2.8±0.4 |
| English | 1.16±0.05 | 1.85±0.14 | 0.91±0.01 | 2.9±0.3 |
| Galician | 1.18±0.04 | 1.80±0.14 | 0.89±0.03 | 2.9±0.4 |
|
| | 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
|
| Exponent | φ | ζ | α | β |
| --- | --- | --- | --- | --- |
| Basque | 1.13±0.04 | 1.77±0.14 | 0.90±0.03 | 3.1±0.3 |
| Catalan | 1.17±0.05 | 1.89±0.14 | 0.92±0.03 | 2.8±0.4 |
|
| English | 1.16±0.05 | 1.85±0.14 | 0.91±0.01 | 2.9±0.3 |
| --- | --- | --- | --- | --- |
| Galician | 1.18±0.04 | 1.80±0.14 | 0.89±0.03 | 2.9±0.4 |
| Portuguese | 1.16±0.05 | 1.77±0.14 | 0.91±0.01 | 3.0±0.3 |
| Spanish | 1.15±0.04 | 1.79±0.14 | 0.91±0.03 | 2.8±0.4 |
| 1
|
| Exponent | φ | ζ | α | β |
| --- | --- | --- | --- | --- |
| Basque | 1.13±0.04 | 1.77±0.14 | 0.90±0.03 | 3.1±0.3 |
| Catalan | 1.17±0.05 | 1.89±0.14 | 0.92±0.03 | 2.8±0.4 |
|
| 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
|
| Workload | Read | Execute | Save | Others |
| --- | --- | --- | --- | --- |
| PageRank | 132.5 | 139.7 | 10.5 | 15.3 |
| WCC | 134.1 | 152.5 | 11.5 | 10.6 |
|
| SSSP | 158.3 | 89.3 | 2.2 | 20.7 |
| --- | --- | --- | --- | --- |
| K-hop | 161.6 | 0.03 | 0.2 | 16.4 |
| 1
|
| Workload | Read | Execute | Save | Others |
| --- | --- | --- | --- | --- |
| PageRank | 132.5 | 139.7 | 10.5 | 15.3 |
| WCC | 134.1 | 152.5 | 11.5 | 10.6 |
|
| Workloads | ExecutionTime(Second) | |
| --- | --- | --- |
| Hadoopversion | Proxyversion | |
| TeraSort | 1500 | 11.02 |
| Kmeans | 5971 | 8.03 |
| PageRank | 1444 | 9.03 |
| SIFT | 721 | 8.02 |
| 0
|
| Workload | Read | Execute | Save | Others |
| --- | --- | --- | --- | --- |
| PageRank | 132.5 | 139.7 | 10.5 | 15.3 |
|
| WCC | 134.1 | 152.5 | 11.5 | 10.6 |
| --- | --- | --- | --- | --- |
| SSSP | 158.3 | 89.3 | 2.2 | 20.7 |
| K-hop | 161.6 | 0.03 | 0.2 | 16.4 |
| 1
|
| Workload | Read | Execute | Save | Others |
| --- | --- | --- | --- | --- |
| PageRank | 132.5 | 139.7 | 10.5 | 15.3 |
|
| Kmeans | 5971 | 8.03 |
| --- | --- | --- |
| PageRank | 1444 | 9.03 |
| SIFT | 721 | 8.02 |
| 0
|
| σpos | 0.02m |
| --- | --- |
| σvel | −1<br>0.02m.s |
|
| σψ | −3<br>1.75.10rad |
| --- | --- |
| dmax | 50m |
| vmax | −1<br>36m.s |
| ˙<br>ψmax | −1<br>1rad.s |
| 1
|
| σpos | 0.02m |
| --- | --- |
| σvel | −1<br>0.02m.s |
|
| Emin | 1.0·10 |
| --- | --- |
| Emax | 1.0·10 |
| ν | 0.3 |
| σ<br>y,min | 0.0 |
| σy,max | 2.0 |
| H | 0.01 |
| 0
|
| σpos | 0.02m |
| --- | --- |
| σvel | −1<br>0.02m.s |
| σψ | −3<br>1.75.10rad |
|
| dmax | 50m |
| --- | --- |
| vmax | −1<br>36m.s |
| ˙<br>ψmax | −1<br>1rad.s |
| 1
|
| σpos | 0.02m |
| --- | --- |
| σvel | −1<br>0.02m.s |
| σψ | −3<br>1.75.10rad |
|
| ν | 0.3 |
| --- | --- |
| σ<br>y,min | 0.0 |
| σy,max | 2.0 |
| H | 0.01 |
| 0
|
| \|V\|(cid:101) | min(\|V\|)(cid:101) | max(\|V\|)(cid:101) | max(q)n | cn | Time(sec.) |
| --- | --- | --- | --- | --- | --- |
| 0.8850 | 0.000000 | 0.0 | 0.0 | 1 | 1 |
| 0.9350 | 0.000000 | 0.0 | 0.0 | 3 | 8 |
| 0.9600 | 0.000000 | 0.0 | 0.0 | 5 | 156 |
| 0.9750 | 0.000000 | 0.0 | 0.0 | 6 | 177 |
|
| 0.9775 | 0.000000 | 0.0 | 0.0 | 6 | 139 |
| --- | --- | --- | --- | --- | --- |
| 0.9800 | 0.000000 | 0.0 | 0.0 | 6 | 75 |
| 0.9840 | -0.000802 | 0.0 | 0.0 | 7 | 340 |
| 1
|
| \|V\|(cid:101) | min(\|V\|)(cid:101) | max(\|V\|)(cid:101) | max(q)n | cn | Time(sec.) |
| --- | --- | --- | --- | --- | --- |
| 0.8850 | 0.000000 | 0.0 | 0.0 | 1 | 1 |
| 0.9350 | 0.000000 | 0.0 | 0.0 | 3 | 8 |
| 0.9600 | 0.000000 | 0.0 | 0.0 | 5 | 156 |
| 0.9750 | 0.000000 | 0.0 | 0.0 | 6 | 177 |
|
| v | C(v)I | C(v)D | C(v)C | C(v)B | PR(v) | log(C(v))T |
| --- | --- | --- | --- | --- | --- | --- |
| 2 | 0.591 | 0.333 | 0.455 | 0.714 | 0.153 | 0.0 |
| 7 | 0.389 | 0.133 | 0.405 | 0.476 | 0.063 | -0.755 |
| 12 | 0.389 | 0.133 | 0.405 | 0.476 | 0.063 | -0.755 |
| 9 | 0.116 | 0.067 | 0.319 | 0.000 | 0.035 | -0.827 |
| 10 | 0.116 | 0.067 | 0.319 | 0.000 | 0.035 | -0.827 |
| 11 | 0.116 | 0.067 | 0.319 | 0.000 | 0.035 | -0.827 |
| 1 | 0.444 | 0.333 | 0.349 | 0.476 | 0.161 | -2.454 |
| 3 | 0.444 | 0.333 | 0.349 | 0.476 | 0.161 | -2.454 |
| 4 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 5 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 6 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 8 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 13 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 14 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 15 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 16 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 0
|
| \|V\|(cid:101) | min(\|V\|)(cid:101) | max(\|V\|)(cid:101) | max(q)n | cn | Time(sec.) |
| --- | --- | --- | --- | --- | --- |
| 0.8850 | 0.000000 | 0.0 | 0.0 | 1 | 1 |
| 0.9350 | 0.000000 | 0.0 | 0.0 | 3 | 8 |
|
| 0.9600 | 0.000000 | 0.0 | 0.0 | 5 | 156 |
| --- | --- | --- | --- | --- | --- |
| 0.9750 | 0.000000 | 0.0 | 0.0 | 6 | 177 |
| 0.9775 | 0.000000 | 0.0 | 0.0 | 6 | 139 |
| 0.9800 | 0.000000 | 0.0 | 0.0 | 6 | 75 |
| 0.9840 | -0.000802 | 0.0 | 0.0 | 7 | 340 |
| 1
|
| \|V\|(cid:101) | min(\|V\|)(cid:101) | max(\|V\|)(cid:101) | max(q)n | cn | Time(sec.) |
| --- | --- | --- | --- | --- | --- |
| 0.8850 | 0.000000 | 0.0 | 0.0 | 1 | 1 |
| 0.9350 | 0.000000 | 0.0 | 0.0 | 3 | 8 |
|
| 15 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| --- | --- | --- | --- | --- | --- | --- |
| 16 | 0.106 | 0.067 | 0.263 | 0.000 | 0.037 | -5.718 |
| 0
|
| Category | SVM<br>Baseline | SVM<br>Best | NN<br>Baseline | NN<br>Best |
| --- | --- | --- | --- | --- |
| airconditioner | 39.3 | 45.1 | 49.9 | 53.2 |
| carhorn | 52.4 | 53.0 | 51.6 | 52.8 |
| childrenplaying | 53.8 | 54.3 | 65.1 | 65.2 |
|
| dogbark | 76.2 | 75.9 | 81.7 | 82.0 |
| --- | --- | --- | --- | --- |
| drilling | 56.6 | 57.2 | 63.4 | 63.0 |
| engineidling | 53.8 | 54.1 | 68.0 | 69.8 |
| gunshot | 67.8 | 69.1 | 80.4 | 81.9 |
| jackhammer | 60.2 | 62.3 | 63.7 | 66.2 |
| siren | 72.2 | 72.8 | 80.2 | 80.4 |
| streetmusic | 46.0 | 46.4 | 58.5 | 59.0 |
| MeanAP | 57.8 | 59.0 | 66.3 | 67.5 |
| 1
|
| Category | SVM<br>Baseline | SVM<br>Best | NN<br>Baseline | NN<br>Best |
| --- | --- | --- | --- | --- |
| airconditioner | 39.3 | 45.1 | 49.9 | 53.2 |
| carhorn | 52.4 | 53.0 | 51.6 | 52.8 |
| childrenplaying | 53.8 | 54.3 | 65.1 | 65.2 |
|
| | Gradual | Sharp | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P | R |
| LNA | 198 | 147 | 11 | 51 | 0.93 | 0.742 | 0.826 | 45 | 31 | 26 | 14 | 0.544 | 0.689 |
| NFC | 77 | 57 | 11 | 20 | 0.838 | 0.74 | 0.786 | 121 | 115 | 8 | 6 | 0.935 | 0.95 |
| NEC | 94 | 88 | 3 | 6 | 0.967 | 0.936 | 0.951 | 74 | 57 | 5 | 17 | 0.919 | 0.77 |
| HNA | 124 | 107 | 4 | 17 | 0.964 | 0.863 | 0.911 | 24 | 21 | 8 | 3 | 0.724 | 0.875 |
| 3PGC | 228 | 171 | 32 | 57 | 0.842 | 0.75 | 0.794 | 132 | 112 | 48 | 20 | 0.7 | 0.848 |
| CLE | 123 | 98 | 22 | 25 | 0.817 | 0.797 | 0.807 | 244 | 236 | 33 | 8 | 0.877 | 0.967 |
| CDC | 302 | 231 | 27 | 71 | 0.895 | 0.765 | 0.825 | 139 | 129 | 65 | 10 | 0.665 | 0.928 |
| 8NNE | 214 | 184 | 44 | 30 | 0.807 | 0.86 | 0.833 | 424 | 418 | 36 | 6 | 0.921 | 0.986 |
| CLE | 37 | 28 | 7 | 9 | 0.8 | 0.757 | 0.778 | 57 | 54 | 7 | 3 | 0.885 | 0.947 |
| 5PGC | 190 | 155 | 44 | 35 | 0.779 | 0.816 | 0.797 | 81 | 75 | 30 | 6 | 0.714 | 0.926 |
| MNE | 181 | 156 | 11 | 25 | 0.934 | 0.862 | 0.897 | 339 | 323 | 21 | 16 | 0.939 | 0.953 |
| CLE | 27 | 25 | 4 | 2 | 0.862 | 0.926 | 0.893 | 44 | 42 | 0 | 2 | 1 | 0.955 |
| 1NNE | 146 | 134 | 11 | 12 | 0.924 | 0.918 | 0.921 | 120 | 118 | 5 | 2 | 0.959 | 0.983 |
| Total | 1941 | 1581 | 231 | 360 | 0.873 | 0.815 | 0.843 | 1844 | 1731 | 292 | 113 | 0.856 | 0.939 |
| 0
|
| Category | SVM<br>Baseline | SVM<br>Best | NN<br>Baseline | NN<br>Best |
| --- | --- | --- | --- | --- |
| airconditioner | 39.3 | 45.1 | 49.9 | 53.2 |
| carhorn | 52.4 | 53.0 | 51.6 | 52.8 |
| childrenplaying | 53.8 | 54.3 | 65.1 | 65.2 |
| dogbark | 76.2 | 75.9 | 81.7 | 82.0 |
|
| drilling | 56.6 | 57.2 | 63.4 | 63.0 |
| --- | --- | --- | --- | --- |
| engineidling | 53.8 | 54.1 | 68.0 | 69.8 |
| gunshot | 67.8 | 69.1 | 80.4 | 81.9 |
| jackhammer | 60.2 | 62.3 | 63.7 | 66.2 |
| siren | 72.2 | 72.8 | 80.2 | 80.4 |
| streetmusic | 46.0 | 46.4 | 58.5 | 59.0 |
| MeanAP | 57.8 | 59.0 | 66.3 | 67.5 |
| 1
|
| Category | SVM<br>Baseline | SVM<br>Best | NN<br>Baseline | NN<br>Best |
| --- | --- | --- | --- | --- |
| airconditioner | 39.3 | 45.1 | 49.9 | 53.2 |
| carhorn | 52.4 | 53.0 | 51.6 | 52.8 |
| childrenplaying | 53.8 | 54.3 | 65.1 | 65.2 |
| dogbark | 76.2 | 75.9 | 81.7 | 82.0 |
|
| 5PGC | 190 | 155 | 44 | 35 | 0.779 | 0.816 | 0.797 | 81 | 75 | 30 | 6 | 0.714 | 0.926 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MNE | 181 | 156 | 11 | 25 | 0.934 | 0.862 | 0.897 | 339 | 323 | 21 | 16 | 0.939 | 0.953 |
| CLE | 27 | 25 | 4 | 2 | 0.862 | 0.926 | 0.893 | 44 | 42 | 0 | 2 | 1 | 0.955 |
| 1NNE | 146 | 134 | 11 | 12 | 0.924 | 0.918 | 0.921 | 120 | 118 | 5 | 2 | 0.959 | 0.983 |
| Total | 1941 | 1581 | 231 | 360 | 0.873 | 0.815 | 0.843 | 1844 | 1731 | 292 | 113 | 0.856 | 0.939 |
| 0
|
| Level | Memoryspace | AI | Squaretilesize | Resources |
| --- | --- | --- | --- | --- |
| 0 | Registers | 0.125 | 1 | 16registers |
| 1 | Sharedmemory/L1 | 1 | 8 | 256bytes |
|
| 2 | Devicememory | 7.6 | 210 | 6720bytes |
| --- | --- | --- | --- | --- |
| 3 | PCIebus | 210 | - | |
| 1
|
| Level | Memoryspace | AI | Squaretilesize | Resources |
| --- | --- | --- | --- | --- |
| 0 | Registers | 0.125 | 1 | 16registers |
| 1 | Sharedmemory/L1 | 1 | 8 | 256bytes |
|
| CPUModel | IntelXeonE5-2690 |
| --- | --- |
| CPUCores | 8 |
| DRAMSize | 128GB |
| GPUModel | TeslaK20c |
| DeviceMemorySize | 5GBGDDR5 |
| SMsandSPs | 13and192 |
| ComputeCapability | 3.5 |
| CUDASDK | 7.5 |
| PCIeBus | PCIex16Gen2 |
| 0
|
| Level | Memoryspace | AI | Squaretilesize | Resources |
| --- | --- | --- | --- | --- |
| 0 | Registers | 0.125 | 1 | 16registers |
|
| 1 | Sharedmemory/L1 | 1 | 8 | 256bytes |
| --- | --- | --- | --- | --- |
| 2 | Devicememory | 7.6 | 210 | 6720bytes |
| 3 | PCIebus | 210 | - | |
| 1
|
| Level | Memoryspace | AI | Squaretilesize | Resources |
| --- | --- | --- | --- | --- |
| 0 | Registers | 0.125 | 1 | 16registers |
|
| CUDASDK | 7.5 |
| --- | --- |
| PCIeBus | PCIex16Gen2 |
| 0
|
| EigenvectorCentrality<br>Ranking# | NodeID |
| --- | --- |
| 1 | 3 |
| 2 | 44 |
| 3 | 108 |
| 4 | 5 |
| 5 | 107 |
|
| 6 | 55 |
| --- | --- |
| 7 | 110 |
| 8 | 109 |
| 9 | 102 |
| 10 | 39 |
| 1
|
| EigenvectorCentrality<br>Ranking# | NodeID |
| --- | --- |
| 1 | 3 |
| 2 | 44 |
| 3 | 108 |
| 4 | 5 |
| 5 | 107 |
|
| EigenvectorCentrality<br>Ranking# | NodeID |
| --- | --- |
| 1 | 577 |
| 2 | 580 |
| 3 | 575 |
| 4 | 822 |
| 5 | 702 |
| 6 | 706 |
| 7 | 546 |
| 8 | 578 |
| 9 | 170 |
| 10 | 90 |
| 0
|
| EigenvectorCentrality<br>Ranking# | NodeID |
| --- | --- |
| 1 | 3 |
|
| 2 | 44 |
| --- | --- |
| 3 | 108 |
| 4 | 5 |
| 5 | 107 |
| 6 | 55 |
| 7 | 110 |
| 8 | 109 |
| 9 | 102 |
| 10 | 39 |
| 1
|
| EigenvectorCentrality<br>Ranking# | NodeID |
| --- | --- |
| 1 | 3 |
|
| 6 | 706 |
| --- | --- |
| 7 | 546 |
| 8 | 578 |
| 9 | 170 |
| 10 | 90 |
| 0
|
| Dataset | CIFAR-10 | | | | |
| --- | --- | --- | --- | --- | --- |
| #Depths | 20 | 32 | 44 | 56 | 110 |
|
| Original<br>ELU(a)<br>FReLU(a)<br>ELU(c)<br>FReLU(b) | 8.12(0.18)<br>8.04(0.08)<br>8.10(0.18)<br>8.28(0.09)<br>8.00(0.14) | 7.28(0.19)<br>7.62(0.21)<br>7.30(0.17)<br>7.07(0.17)<br>6.99(0.11) | 6.97(0.24)<br>7.51(0.22)<br>6.91(0.25)<br>6.78(0.10)<br>6.58(0.19) | 6.87(0.54)<br>7.71(0.26)<br>6.54(0.22)<br>6.54(0.20)<br>6.31(0.20) | 6.82(0.63)<br>8.21(0.21)<br>6.20(0.23)<br>5.86(0.14)<br>5.71(0.19) |
| --- | --- | --- | --- | --- | --- |
| Dataset | CIFAR-100 | | | | |
| #Depths | 20 | 32 | 44 | 56 | 110 |
| Original<br>ELU(c)<br>FReLU(b) | 31.93(0.13)<br>31.90(0.36)<br>31.84(0.30) | 30.16(0.32)<br>30.39(0.37)<br>29.95(0.27) | 29.30(0.45)<br>29.34(0.39)<br>29.02(0.25) | 29.19(0.61)<br>28.81(0.42)<br>28.07(0.47) | 28.48(0.85)<br>27.02(0.32)<br>26.70(0.38) |
| 1
|
| Dataset | CIFAR-10 | | | | |
| --- | --- | --- | --- | --- | --- |
| #Depths | 20 | 32 | 44 | 56 | 110 |
|
| test<br>dataset | upscaling<br>factor | Bicubic | KK | A+ | SRF | SRCNN | SRCNN-Ex | SCN | FSRCNN-s | FSRCNN |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | |
| Set5<br>Set14<br>BSD200 | 2<br>2<br>2 | 33.66<br>30.23<br>29.70 | 36.20<br>32.11<br>31.30 | 36.55<br>32.28<br>31.44 | 36.89<br>32.52<br>31.66 | 36.34<br>32.18<br>31.38 | 36.66<br>32.45<br>31.63 | 36.93<br>32.56<br>31.63 | 36.58<br>32.28<br>31.48 | 37.00<br>32.63<br>31.80 |
| Set5<br>Set14<br>BSD200 | 3<br>3<br>3 | 30.39<br>27.54<br>27.26 | 32.28<br>28.94<br>28.19 | 32.59<br>29.13<br>28.36 | 32.72<br>29.23<br>28.45 | 32.39<br>29.00<br>28.28 | 32.75<br>29.30<br>28.48 | 33.10<br>29.41<br>28.54 | 32.61<br>29.13<br>28.32 | 33.16<br>29.43<br>28.60 |
| Set5<br>Set14<br>BSD200 | 4<br>4<br>4 | 28.42<br>26.00<br>25.97 | 30.03<br>27.14<br>26.68 | 30.28<br>27.32<br>26.83 | 30.35<br>27.41<br>26.89 | 30.09<br>27.20<br>26.73 | 30.49<br>27.50<br>26.92 | 30.86<br>27.64<br>27.02 | 30.11<br>27.19<br>26.75 | 30.71<br>27.59<br>26.98 |
| 0
|
| Dataset | CIFAR-10 | | | | |
| --- | --- | --- | --- | --- | --- |
| #Depths | 20 | 32 | 44 | 56 | 110 |
|
| Original<br>ELU(a)<br>FReLU(a)<br>ELU(c)<br>FReLU(b) | 8.12(0.18)<br>8.04(0.08)<br>8.10(0.18)<br>8.28(0.09)<br>8.00(0.14) | 7.28(0.19)<br>7.62(0.21)<br>7.30(0.17)<br>7.07(0.17)<br>6.99(0.11) | 6.97(0.24)<br>7.51(0.22)<br>6.91(0.25)<br>6.78(0.10)<br>6.58(0.19) | 6.87(0.54)<br>7.71(0.26)<br>6.54(0.22)<br>6.54(0.20)<br>6.31(0.20) | 6.82(0.63)<br>8.21(0.21)<br>6.20(0.23)<br>5.86(0.14)<br>5.71(0.19) |
| --- | --- | --- | --- | --- | --- |
| Dataset | CIFAR-100 | | | | |
| #Depths | 20 | 32 | 44 | 56 | 110 |
| Original<br>ELU(c)<br>FReLU(b) | 31.93(0.13)<br>31.90(0.36)<br>31.84(0.30) | 30.16(0.32)<br>30.39(0.37)<br>29.95(0.27) | 29.30(0.45)<br>29.34(0.39)<br>29.02(0.25) | 29.19(0.61)<br>28.81(0.42)<br>28.07(0.47) | 28.48(0.85)<br>27.02(0.32)<br>26.70(0.38) |
| 1
|
| Dataset | CIFAR-10 | | | | |
| --- | --- | --- | --- | --- | --- |
| #Depths | 20 | 32 | 44 | 56 | 110 |
|
| Set5<br>Set14<br>BSD200 | 3<br>3<br>3 | 30.39<br>27.54<br>27.26 | 32.28<br>28.94<br>28.19 | 32.59<br>29.13<br>28.36 | 32.72<br>29.23<br>28.45 | 32.39<br>29.00<br>28.28 | 32.75<br>29.30<br>28.48 | 33.10<br>29.41<br>28.54 | 32.61<br>29.13<br>28.32 | 33.16<br>29.43<br>28.60 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Set5<br>Set14<br>BSD200 | 4<br>4<br>4 | 28.42<br>26.00<br>25.97 | 30.03<br>27.14<br>26.68 | 30.28<br>27.32<br>26.83 | 30.35<br>27.41<br>26.89 | 30.09<br>27.20<br>26.73 | 30.49<br>27.50<br>26.92 | 30.86<br>27.64<br>27.02 | 30.11<br>27.19<br>26.75 | 30.71<br>27.59<br>26.98 |
| 0
|
| MetricID | precision | recall | F1 |
| --- | --- | --- | --- |
| M1 | 1 | 0.48 | 0.65 |
| M2 | 0.99 | 0.41 | 0.58 |
| M3 | 1 | 0.19 | 0.32 |
|
| M4 | 0.77 | 0.76 | 0.76 |
| --- | --- | --- | --- |
| M5 | 1 | 0.32 | 0.48 |
| 1
|
| MetricID | precision | recall | F1 |
| --- | --- | --- | --- |
| M1 | 1 | 0.48 | 0.65 |
| M2 | 0.99 | 0.41 | 0.58 |
| M3 | 1 | 0.19 | 0.32 |
|
| | RunningTime(seconds) | Precision | Recall | F-measure |
| --- | --- | --- | --- | --- |
| P-CENI | 8182 | 0.058 | 0.140 | 0.082 |
| C-CENI | 7729 | 0.038 | 0.128 | 0.059 |
| I-CENI | 8559 | 0.043 | 0.233 | 0.073 |
| MMRate | 37328 | 0.046 | 0.144 | 0.070 |
| NetRate | 16461 | 0.045 | 0.168 | 0.071 |
| 0
|
| MetricID | precision | recall | F1 |
| --- | --- | --- | --- |
| M1 | 1 | 0.48 | 0.65 |
| M2 | 0.99 | 0.41 | 0.58 |
| M3 | 1 | 0.19 | 0.32 |
|
| M4 | 0.77 | 0.76 | 0.76 |
| --- | --- | --- | --- |
| M5 | 1 | 0.32 | 0.48 |
| 1
|
| MetricID | precision | recall | F1 |
| --- | --- | --- | --- |
| M1 | 1 | 0.48 | 0.65 |
| M2 | 0.99 | 0.41 | 0.58 |
| M3 | 1 | 0.19 | 0.32 |
|
| C-CENI | 7729 | 0.038 | 0.128 | 0.059 |
| --- | --- | --- | --- | --- |
| I-CENI | 8559 | 0.043 | 0.233 | 0.073 |
| MMRate | 37328 | 0.046 | 0.144 | 0.070 |
| NetRate | 16461 | 0.045 | 0.168 | 0.071 |
| 0
|
| AlgorithmSeq. | APF | OPF | JPF | JLM |
| --- | --- | --- | --- | --- |
| Jog(SinC)(JointLoc.)12<br>Jog(SinC)(JointAngle)12 | 38.48<br>9.32 | 78.39<br>12.54 | 34.55<br>8.19 | 41.24<br>12.11 |
| Jog(SinC)(JointLoc.)22<br>Jog(SinC)(JointAngle)22 | 43.04<br>11.07 | 35.05<br>9.50 | 31.01<br>7.25 | 58.58<br>9.06 |
|
| Jog(SinC)(JointLoc.)32<br>Jog(SinC)(JointAngle)32 | 78.18<br>11.03 | 75.41<br>11.26 | 38.74<br>9.06 | 62.57<br>11.55 |
| --- | --- | --- | --- | --- |
| Box(SinC)(JointLoc.)22<br>Box(SinC)(JointAngle)22 | 67.4<br>18.18 | 34.73<br>12.55 | 43.58<br>14.08 | 27.65<br>8.39 |
| Box(SinC)(JointLoc.)12<br>Box(SinC)(JointAngle)12 | 43.56<br>13.22 | 33.27<br>11.70 | 25.19<br>10.05 | 23.12<br>7.05 |
| Box(SinC)(JointLoc.)32<br>Box(SinC)(JointAngle)32 | 49.61<br>15.41 | 68.6<br>23.75 | 37.37<br>12.11 | 55.15<br>13.02 |
| Walk(SinC)(JointLoc.)12<br>Walk(SinC)(JointAngle)12 | 26.43<br>7.61 | 30.42<br>7.23 | 25.01<br>5.04 | 26.64<br>4.10 |
| Walk(SinC)(JointLoc.)22<br>Walk(SinC)(JointAngle)22 | 60.40<br>9.71 | 37.04<br>9.06 | 34.61<br>6.01 | 35.06<br>6.74 |
| Walk(SinC)(JointLoc.)32<br>Walk(SinC)(JointAngle)32 | 54.09<br>9.52 | 63.09<br>9.32 | 27.61<br>4.60 | 64.25<br>7.49 |
| Jog(SinC)(JointLoc.)23<br>Jog(SinC)(JointAngle)23 | 51.43<br>11.49 | 40.12<br>12.57 | 38.91<br>10.5 | 54.33<br>13.28 |
| 1
|
| AlgorithmSeq. | APF | OPF | JPF | JLM |
| --- | --- | --- | --- | --- |
| Jog(SinC)(JointLoc.)12<br>Jog(SinC)(JointAngle)12 | 38.48<br>9.32 | 78.39<br>12.54 | 34.55<br>8.19 | 41.24<br>12.11 |
| Jog(SinC)(JointLoc.)22<br>Jog(SinC)(JointAngle)22 | 43.04<br>11.07 | 35.05<br>9.50 | 31.01<br>7.25 | 58.58<br>9.06 |
|
| PoseID<br>Yaw | 110<br>o<br>−90 | 120<br>o<br>−75 | 090<br>o<br>−60 | 080<br>o<br>−45 | 130<br>o<br>−30 | 140<br>o<br>−15 | 050<br>o<br>15 | 041<br>o<br>30 | 190<br>o<br>45 | 200<br>o<br>60 | 010<br>o<br>75 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PLS | 31.9 | 77.5 | 89.2 | 93.4 | 88.3 | 98.1 | 98.1 | 93.4 | 90.6 | 87.3 | 72.3 |
| MCCA | 40.9 | 74.2 | 82.2 | 72.3 | 68.5 | 92.0 | 90.6 | 79.8 | 74.7 | 77.9 | 71.4 |
| PLS+LDA | 38.0 | 79.8 | 86.9 | 94.4 | 92.0 | 99.5 | 98.6 | 96.7 | 88.3 | 85.0 | 70.9 |
| MCCA+LD | 48.8 | 66.2 | 81.7 | 88.7 | 100 | 100 | 100 | 99.5 | 83.1 | 80.3 | 67.6 |
| MvDA | 56.8 | 72.3 | 84.5 | 92.0 | 96.7 | 100 | 100 | 99.1 | 89.7 | 86.4 | 71.4 |
| GMA | 52.6 | 73.2 | 84.5 | 90.1 | 100 | 100 | 100 | 100 | 90.6 | 85.9 | 71.8 |
| MvDN | 70.4 | 82.2 | 88.3 | 91.1 | 99.1 | 100 | 100 | 99.1 | 93.0 | 91.1 | 79.8 |
| LFHN(ours) | 100 | 97.7 | 100 | 100 | 89.3 | 100 | 93.8 | 97.1 | 95.8 | 93.5 | 100 |
| 0
|
| AlgorithmSeq. | APF | OPF | JPF | JLM |
| --- | --- | --- | --- | --- |
| Jog(SinC)(JointLoc.)12<br>Jog(SinC)(JointAngle)12 | 38.48<br>9.32 | 78.39<br>12.54 | 34.55<br>8.19 | 41.24<br>12.11 |
| Jog(SinC)(JointLoc.)22<br>Jog(SinC)(JointAngle)22 | 43.04<br>11.07 | 35.05<br>9.50 | 31.01<br>7.25 | 58.58<br>9.06 |
| Jog(SinC)(JointLoc.)32<br>Jog(SinC)(JointAngle)32 | 78.18<br>11.03 | 75.41<br>11.26 | 38.74<br>9.06 | 62.57<br>11.55 |
|
| Box(SinC)(JointLoc.)22<br>Box(SinC)(JointAngle)22 | 67.4<br>18.18 | 34.73<br>12.55 | 43.58<br>14.08 | 27.65<br>8.39 |
| --- | --- | --- | --- | --- |
| Box(SinC)(JointLoc.)12<br>Box(SinC)(JointAngle)12 | 43.56<br>13.22 | 33.27<br>11.70 | 25.19<br>10.05 | 23.12<br>7.05 |
| Box(SinC)(JointLoc.)32<br>Box(SinC)(JointAngle)32 | 49.61<br>15.41 | 68.6<br>23.75 | 37.37<br>12.11 | 55.15<br>13.02 |
| Walk(SinC)(JointLoc.)12<br>Walk(SinC)(JointAngle)12 | 26.43<br>7.61 | 30.42<br>7.23 | 25.01<br>5.04 | 26.64<br>4.10 |
| Walk(SinC)(JointLoc.)22<br>Walk(SinC)(JointAngle)22 | 60.40<br>9.71 | 37.04<br>9.06 | 34.61<br>6.01 | 35.06<br>6.74 |
| Walk(SinC)(JointLoc.)32<br>Walk(SinC)(JointAngle)32 | 54.09<br>9.52 | 63.09<br>9.32 | 27.61<br>4.60 | 64.25<br>7.49 |
| Jog(SinC)(JointLoc.)23<br>Jog(SinC)(JointAngle)23 | 51.43<br>11.49 | 40.12<br>12.57 | 38.91<br>10.5 | 54.33<br>13.28 |
| 1
|
| AlgorithmSeq. | APF | OPF | JPF | JLM |
| --- | --- | --- | --- | --- |
| Jog(SinC)(JointLoc.)12<br>Jog(SinC)(JointAngle)12 | 38.48<br>9.32 | 78.39<br>12.54 | 34.55<br>8.19 | 41.24<br>12.11 |
| Jog(SinC)(JointLoc.)22<br>Jog(SinC)(JointAngle)22 | 43.04<br>11.07 | 35.05<br>9.50 | 31.01<br>7.25 | 58.58<br>9.06 |
| Jog(SinC)(JointLoc.)32<br>Jog(SinC)(JointAngle)32 | 78.18<br>11.03 | 75.41<br>11.26 | 38.74<br>9.06 | 62.57<br>11.55 |
|
| MCCA | 40.9 | 74.2 | 82.2 | 72.3 | 68.5 | 92.0 | 90.6 | 79.8 | 74.7 | 77.9 | 71.4 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PLS+LDA | 38.0 | 79.8 | 86.9 | 94.4 | 92.0 | 99.5 | 98.6 | 96.7 | 88.3 | 85.0 | 70.9 |
| MCCA+LD | 48.8 | 66.2 | 81.7 | 88.7 | 100 | 100 | 100 | 99.5 | 83.1 | 80.3 | 67.6 |
| MvDA | 56.8 | 72.3 | 84.5 | 92.0 | 96.7 | 100 | 100 | 99.1 | 89.7 | 86.4 | 71.4 |
| GMA | 52.6 | 73.2 | 84.5 | 90.1 | 100 | 100 | 100 | 100 | 90.6 | 85.9 | 71.8 |
| MvDN | 70.4 | 82.2 | 88.3 | 91.1 | 99.1 | 100 | 100 | 99.1 | 93.0 | 91.1 | 79.8 |
| LFHN(ours) | 100 | 97.7 | 100 | 100 | 89.3 | 100 | 93.8 | 97.1 | 95.8 | 93.5 | 100 |
| 0
|
| Action | Possibleoffsets |
| --- | --- |
| finish | (0,0) |
| left | (-1,0),(-1,-1),(-1,1) |
| right | (1,0),(1,-1),(1,1) |
| up | (0,1),(-1,1),(1,1) |
|
| down | (0,-1),(1,-1),(-1,-1) |
| --- | --- |
| left-up | (-1,1),(-1,0),(0,1) |
| left-down | (-1,-1),(0,-1),(-1,0) |
| right-up | (1,1),(0,1),(1,0) |
| right-down | (1,-1),(1,0),(0,-1) |
| 1
|
| Action | Possibleoffsets |
| --- | --- |
| finish | (0,0) |
| left | (-1,0),(-1,-1),(-1,1) |
| right | (1,0),(1,-1),(1,1) |
| up | (0,1),(-1,1),(1,1) |
|
| Action | (MV,MDR) | ValuesofAUandotherderivedfeatures(MV,MR) | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | BMCG | BMC | Head | Hand | Leg | SA | MD |
| Stand | (0,–) | (0,X) | (0,X) | (0,X) | (0,X) | – | (-1,0,1) |
| Wave | (0,–) | (1,MID) | (0,UP) | (2,UP/MID) | (0,LL) | – | (-1,0,1) |
| Punch | (0,–) | (1,MID) | (1,UP) | (2,UP/MID) | (0,LL) | (0-30) | (-1,0,1) |
| Kick | (0,–) | (1,MID) | (1,UP) | (1,MID) | (0,LL/MID | (0-130) | (-1,0,1) |
| Jump | (2,Y/XY) | (1,MID) | (1,UP) | (1,MID) | (1,LL) | – | (-1,0,1) |
| Run | (2,X/XY) | (1,MID) | (–,–) | (–,–) | (2,LL) | (0-90) | (-1,0,1) |
| Walk | (2,X/XY) | (1,MID) | (–,–) | (–,–) | (2,LL) | (0-60) | (-1,0,1) |
| Turnback | (1,X/XY) | (1,MID) | (1,UP) | (1,MID) | (1,LL) | (0-30) | (-1,0,1) |
| 0
|
| Action | Possibleoffsets |
| --- | --- |
| finish | (0,0) |
| left | (-1,0),(-1,-1),(-1,1) |
|
| right | (1,0),(1,-1),(1,1) |
| --- | --- |
| up | (0,1),(-1,1),(1,1) |
| down | (0,-1),(1,-1),(-1,-1) |
| left-up | (-1,1),(-1,0),(0,1) |
| left-down | (-1,-1),(0,-1),(-1,0) |
| right-up | (1,1),(0,1),(1,0) |
| right-down | (1,-1),(1,0),(0,-1) |
| 1
|
| Action | Possibleoffsets |
| --- | --- |
| finish | (0,0) |
| left | (-1,0),(-1,-1),(-1,1) |
|
| Kick | (0,–) | (1,MID) | (1,UP) | (1,MID) | (0,LL/MID | (0-130) | (-1,0,1) |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Jump | (2,Y/XY) | (1,MID) | (1,UP) | (1,MID) | (1,LL) | – | (-1,0,1) |
| Run | (2,X/XY) | (1,MID) | (–,–) | (–,–) | (2,LL) | (0-90) | (-1,0,1) |
| Walk | (2,X/XY) | (1,MID) | (–,–) | (–,–) | (2,LL) | (0-60) | (-1,0,1) |
| Turnback | (1,X/XY) | (1,MID) | (1,UP) | (1,MID) | (1,LL) | (0-30) | (-1,0,1) |
| 0
|
| SequenceName | ViewA | ViewB | ViewV |
| --- | --- | --- | --- |
| PoznanStreet | 3 | 5 | 4 |
| PoznanHall2 | 5 | 7 | 6 |
|
| PoznanCarPark | 3 | 5 | 4 |
| --- | --- | --- | --- |
| BookArrival | 7 | 9 | 8 |
| 1
|
| SequenceName | ViewA | ViewB | ViewV |
| --- | --- | --- | --- |
| PoznanStreet | 3 | 5 | 4 |
| PoznanHall2 | 5 | 7 | 6 |
|
| Seqs | Kendo | PoznanStreet | UndoDancer |
| --- | --- | --- | --- |
| JBF | 32.53 | 32.78 | 31.90 |
| 3-POLY | 32.28 | 33.05 | 31.97 |
| 3-CG | 35.76 | 34.49 | 31.91 |
| 3-CHEB | 35.67 | 34.35 | 31.92 |
| 0
|
| SequenceName | ViewA | ViewB | ViewV |
| --- | --- | --- | --- |
| PoznanStreet | 3 | 5 | 4 |
|
| PoznanHall2 | 5 | 7 | 6 |
| --- | --- | --- | --- |
| PoznanCarPark | 3 | 5 | 4 |
| BookArrival | 7 | 9 | 8 |
| 1
|
| SequenceName | ViewA | ViewB | ViewV |
| --- | --- | --- | --- |
| PoznanStreet | 3 | 5 | 4 |
|
| 3-POLY | 32.28 | 33.05 | 31.97 |
| --- | --- | --- | --- |
| 3-CG | 35.76 | 34.49 | 31.91 |
| 3-CHEB | 35.67 | 34.35 | 31.92 |
| 0
|
| | Easy | Medium | Hard |
| --- | --- | --- | --- |
| AlexNet+SVM | 0.822 | 0.800 | 0.729 |
|
| AlexNet+JointBayesian | 0.853 | 0.823 | 0.774 |
| --- | --- | --- | --- |
| Overfeat+SVM | 0.860 | 0.830 | 0.754 |
| Overfeat+JointBayesian | 0.873 | 0.841 | 0.780 |
| GoogLeNet+SVM | 0.880 | 0.837 | 0.764 |
| GoogLeNet+JointBayesian | 0.907 | 0.852 | 0.788 |
| 1
|
| | Easy | Medium | Hard |
| --- | --- | --- | --- |
| AlexNet+SVM | 0.822 | 0.800 | 0.729 |
|
| CNNsName | VGG-F | VGG-M | VGG-S | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU | PreReLU | PostReLU |
| Dimensions | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 | 4096 |
| Selection | RF(5) | SU(5) | SU(10) | SU(10) | RF(10) | SU(5) | SU(15) |
| Classifier | SVMs | NB | RFT | NB | NB | RFT | kNN |
| Accuracy | 83.86 | 89.29 | 83.13 | 83.86 | 90.41 | 87.10 | 90.34 |
| AUC | 0.741 | 0.744 | 0.740 | 0.750 | 0.742 | 0.716 | 0.841 |
| 0
|
| | Easy | Medium | Hard |
| --- | --- | --- | --- |
| AlexNet+SVM | 0.822 | 0.800 | 0.729 |
|
| AlexNet+JointBayesian | 0.853 | 0.823 | 0.774 |
| --- | --- | --- | --- |
| Overfeat+SVM | 0.860 | 0.830 | 0.754 |
| Overfeat+JointBayesian | 0.873 | 0.841 | 0.780 |
| GoogLeNet+SVM | 0.880 | 0.837 | 0.764 |
| GoogLeNet+JointBayesian | 0.907 | 0.852 | 0.788 |
| 1
|
| | Easy | Medium | Hard |
| --- | --- | --- | --- |
| AlexNet+SVM | 0.822 | 0.800 | 0.729 |
|
| Accuracy | 83.86 | 89.29 | 83.13 | 83.86 | 90.41 | 87.10 | 90.34 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| AUC | 0.741 | 0.744 | 0.740 | 0.750 | 0.742 | 0.716 | 0.841 |
| 0
|
| Method | S-S | B-B | S-B | M-D | M-S | F-D | F-S | Mean | Wholeset |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Fangetal. | 61.36 | 56.67 | 56.25 | 56.14 | 55.56 | 57.14 | 55.26 | 56.91 | 53.51 |
| Guo&Wang | 65.91 | 56.67 | 60.94 | 58.77 | 62.50 | 67.86 | 55.26 | 61.13 | 56.14 |
| Zhouetal. | 63.64 | 70.00 | 60.94 | 57.02 | 56.94 | 66.07 | 60.53 | 62.16 | 58.55 |
| Dibekliogluetal. | 75.00 | 70.00 | 68.75 | 67.54 | 75.00 | 75.00 | 78.95 | 72.89 | 67.11 |
|
| OurDeepFeat | 88.92 | 92.82 | 88.47 | 90.24 | 85.69 | 89.70 | 92.69 | 89.79 | 88.16 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| OurDeep+Shallow | 88.93 | 94.74 | 90.07 | 91.23 | 90.49 | 93.10 | 88.30 | 90.98 | 88.93 |
| 1
|
| Method | S-S | B-B | S-B | M-D | M-S | F-D | F-S | Mean | Wholeset |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Fangetal. | 61.36 | 56.67 | 56.25 | 56.14 | 55.56 | 57.14 | 55.26 | 56.91 | 53.51 |
| Guo&Wang | 65.91 | 56.67 | 60.94 | 58.77 | 62.50 | 67.86 | 55.26 | 61.13 | 56.14 |
| Zhouetal. | 63.64 | 70.00 | 60.94 | 57.02 | 56.94 | 66.07 | 60.53 | 62.16 | 58.55 |
| Dibekliogluetal. | 75.00 | 70.00 | 68.75 | 67.54 | 75.00 | 75.00 | 78.95 | 72.89 | 67.11 |
|
| Method | T | UL | LL | UA | LA | H | Total |
| --- | --- | --- | --- | --- | --- | --- | --- |
| OursImagenet | 81.3 | 54.6 | 48.8 | 36.1 | 19.1 | 56.9 | 50.0 |
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| VGG-S | 82.0 | 48.2 | 41.8 | 32.4 | 15.8 | 53.6 | 47.0 |
| OursScratch | 73.0 | 45.1 | 41.6 | 26.2 | 12.2 | 44.4 | 43.0 |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 |
| GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| Chuetal. | 98.4 | 95.0 | 92.8 | 88.5 | 81.2 | 95.7 | 90.9 |
| 0
|
| Method | S-S | B-B | S-B | M-D | M-S | F-D | F-S | Mean | Wholeset |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Fangetal. | 61.36 | 56.67 | 56.25 | 56.14 | 55.56 | 57.14 | 55.26 | 56.91 | 53.51 |
|
| Guo&Wang | 65.91 | 56.67 | 60.94 | 58.77 | 62.50 | 67.86 | 55.26 | 61.13 | 56.14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Zhouetal. | 63.64 | 70.00 | 60.94 | 57.02 | 56.94 | 66.07 | 60.53 | 62.16 | 58.55 |
| Dibekliogluetal. | 75.00 | 70.00 | 68.75 | 67.54 | 75.00 | 75.00 | 78.95 | 72.89 | 67.11 |
| OurDeepFeat | 88.92 | 92.82 | 88.47 | 90.24 | 85.69 | 89.70 | 92.69 | 89.79 | 88.16 |
| OurDeep+Shallow | 88.93 | 94.74 | 90.07 | 91.23 | 90.49 | 93.10 | 88.30 | 90.98 | 88.93 |
| 1
|
| Method | S-S | B-B | S-B | M-D | M-S | F-D | F-S | Mean | Wholeset |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Fangetal. | 61.36 | 56.67 | 56.25 | 56.14 | 55.56 | 57.14 | 55.26 | 56.91 | 53.51 |
|
| CliqueCNN | 80.1 | 50.1 | 45.7 | 27.2 | 12.6 | 45.5 | 43.5 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| VGG-S | 82.0 | 48.2 | 41.8 | 32.4 | 15.8 | 53.6 | 47.0 |
| OursScratch | 73.0 | 45.1 | 41.6 | 26.2 | 12.2 | 44.4 | 43.0 |
| Shuffle&Learn | 60.4 | 33.2 | 28.9 | 16.8 | 7.1 | 33.8 | 30.0 |
| GroundTruth | 93.7 | 78.8 | 74.9 | 58.7 | 36.4 | 72.4 | 69.2 |
| Chuetal. | 98.4 | 95.0 | 92.8 | 88.5 | 81.2 | 95.7 | 90.9 |
| 0
|
| | Agreement | Kappa | Correlation |
| --- | --- | --- | --- |
| Business | 0.70 | 0.405 | 0.608 |
|
| Science | 0.74 | 0.455 | 0.523 |
| --- | --- | --- | --- |
| Sports | 0.73 | 0.460 | 0.522 |
| Politics | 0.78 | 0.550 | 0.711 |
| 1
|
| | Agreement | Kappa | Correlation |
| --- | --- | --- | --- |
| Business | 0.70 | 0.405 | 0.608 |
|
| L | GraphQMF | nonzeroDCgraphBior | zeroDCgraphBior | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | SNR(dB) | Θ | SNR(dB) | Θ | SNR(dB) | Θ |
| 4 | 32.20 | 0.98 | 286.84 | 0.88 | 286.54 | 0.70 |
| 8 | 32.25 | 0.98 | 282.89 | 0.87 | 282.71 | 0.66 |
| 10 | 42.17 | 1.00 | 270.05 | 0.81 | 270.00 | 0.65 |
| 14 | 48.09 | 1.00 | 230.83 | 0.85 | 230.73 | 0.64 |
| 16 | 44.78 | 0.99 | 222.08 | 0.94 | 222.05 | 0.64 |
| 18 | 45.23 | 0.99 | 190.53 | 0.92 | 190.43 | 0.63 |
| 20 | 54.61 | 1.00 | 170.78 | 0.94 | 170.68 | 0.63 |
| 0
|
| | Agreement | Kappa | Correlation |
| --- | --- | --- | --- |
| Business | 0.70 | 0.405 | 0.608 |
|
| Science | 0.74 | 0.455 | 0.523 |
| --- | --- | --- | --- |
| Sports | 0.73 | 0.460 | 0.522 |
| Politics | 0.78 | 0.550 | 0.711 |
| 1
|
| | Agreement | Kappa | Correlation |
| --- | --- | --- | --- |
| Business | 0.70 | 0.405 | 0.608 |
|
| 8 | 32.25 | 0.98 | 282.89 | 0.87 | 282.71 | 0.66 |
| --- | --- | --- | --- | --- | --- | --- |
| 10 | 42.17 | 1.00 | 270.05 | 0.81 | 270.00 | 0.65 |
| 14 | 48.09 | 1.00 | 230.83 | 0.85 | 230.73 | 0.64 |
| 16 | 44.78 | 0.99 | 222.08 | 0.94 | 222.05 | 0.64 |
| 18 | 45.23 | 0.99 | 190.53 | 0.92 | 190.43 | 0.63 |
| 20 | 54.61 | 1.00 | 170.78 | 0.94 | 170.68 | 0.63 |
| 0
|
| Graph | \|V\|G | \|E\|G | dnG | \|C\|G | \|c\|<br>G | \|c\|<br>G | \|c\|<br>G |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 40<br>T | 10,879 | 15,940 | 2.694e-4 | 81 | 10,670 | 134.309 | 2 |
|
| ∆TR | 0.651 | 0.088 | 0.208 | 1.013 | 0.647 | 0.643 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| T | 37,782 | 65,263 | 9.144e-5 | 129 | 37,431 | 292.884 | 2 |
| ∆TM | 0.717 | 0.103 | 0.2 | 1.173 | 0.715 | 0.612 | 1 |
| 1
|
| Graph | \|V\|G | \|E\|G | dnG | \|C\|G | \|c\|<br>G | \|c\|<br>G | \|c\|<br>G |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 40<br>T | 10,879 | 15,940 | 2.694e-4 | 81 | 10,670 | 134.309 | 2 |
|
| Graphs | \|V\| | \|E\| | 50<br>\|V\| | N50 | T50 | 200<br>\|V\| | N200 | T200 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | |
| thermal2 | 1.2E6 | 3.7E6 | 1.14 | 20 | 23s | 1.06 | 36 | 9s |
| ecology2 | 1.0E6 | 2.0E6 | 1.14 | 20 | 16s | 1.06 | 40 | 5s |
| | | | | | | | | |
| | | | | | | | | |
| 0
|
| Graph | \|V\|G | \|E\|G | dnG | \|C\|G | \|c\|<br>G | \|c\|<br>G | \|c\|<br>G |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 40<br>T | 10,879 | 15,940 | 2.694e-4 | 81 | 10,670 | 134.309 | 2 |
|
| ∆TR | 0.651 | 0.088 | 0.208 | 1.013 | 0.647 | 0.643 | 1 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| T | 37,782 | 65,263 | 9.144e-5 | 129 | 37,431 | 292.884 | 2 |
| ∆TM | 0.717 | 0.103 | 0.2 | 1.173 | 0.715 | 0.612 | 1 |
| 1
|
| Graph | \|V\|G | \|E\|G | dnG | \|C\|G | \|c\|<br>G | \|c\|<br>G | \|c\|<br>G |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 40<br>T | 10,879 | 15,940 | 2.694e-4 | 81 | 10,670 | 134.309 | 2 |
|
| ecology2 | 1.0E6 | 2.0E6 | 1.14 | 20 | 16s | 1.06 | 40 | 5s |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | |
| | | | | | | | | |
| 0
|
| Scenario | δ(S)t−tij | δ(S)t−tij | δ(T)t−tij | δ(T)t−tij | Conflictingtriples | RunTime(seconds) |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 0 | 0 | 948 | 160 | - | 0.0 |
|
| 2 | 0 | 0 | 11725 | 81 | - | 0.0 |
| --- | --- | --- | --- | --- | --- | --- |
| 3 | 11682 | 81 | 12060 | 81 | 343 | 0.5 |
| 4 | 11800 | 195 | 12186 | 81 | 343 | 2.0 |
| 5 | 5227 | 131 | 6081 | 121 | 186 | 0.2 |
| 1
|
| Scenario | δ(S)t−tij | δ(S)t−tij | δ(T)t−tij | δ(T)t−tij | Conflictingtriples | RunTime(seconds) |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 0 | 0 | 948 | 160 | - | 0.0 |
|
| ObservationTimes | |
| --- | --- |
| k∆ | ∆4∆8∆12∆ |
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 0.00.00.00.0<br>0.52.04.06.0<br>1.04.08.012.0<br>1.56.012.018.0<br>2.08.016.024.0<br>2.510.020.030.0 |
| k∆ | ∆4∆8∆12∆ |
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 4.04.04.04.0<br>4.56.08.010.0<br>5.08.012.016.0<br>5.510.016.022.0<br>6.012.020.028.0<br>6.514.024.034.0 |
| k∆ | ∆4∆8∆12∆ |
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 8.08.08.08.0<br>8.510.012.014.0<br>9.012.016.020.0<br>9.514.020.026.0<br>10.016.024.032.0<br>10.518.028.038.0 |
| 0
|
| Scenario | δ(S)t−tij | δ(S)t−tij | δ(T)t−tij | δ(T)t−tij | Conflictingtriples | RunTime(seconds) |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 0 | 0 | 948 | 160 | - | 0.0 |
| 2 | 0 | 0 | 11725 | 81 | - | 0.0 |
| 3 | 11682 | 81 | 12060 | 81 | 343 | 0.5 |
|
| 4 | 11800 | 195 | 12186 | 81 | 343 | 2.0 |
| --- | --- | --- | --- | --- | --- | --- |
| 5 | 5227 | 131 | 6081 | 121 | 186 | 0.2 |
| 1
|
| Scenario | δ(S)t−tij | δ(S)t−tij | δ(T)t−tij | δ(T)t−tij | Conflictingtriples | RunTime(seconds) |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | 0 | 0 | 948 | 160 | - | 0.0 |
| 2 | 0 | 0 | 11725 | 81 | - | 0.0 |
| 3 | 11682 | 81 | 12060 | 81 | 343 | 0.5 |
|
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 0.00.00.00.0<br>0.52.04.06.0<br>1.04.08.012.0<br>1.56.012.018.0<br>2.08.016.024.0<br>2.510.020.030.0 |
| --- | --- |
| k∆ | ∆4∆8∆12∆ |
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 4.04.04.04.0<br>4.56.08.010.0<br>5.08.012.016.0<br>5.510.016.022.0<br>6.012.020.028.0<br>6.514.024.034.0 |
| k∆ | ∆4∆8∆12∆ |
| t0<br>t1<br>t2<br>t3<br>t4<br>t5 | 8.08.08.08.0<br>8.510.012.014.0<br>9.012.016.020.0<br>9.514.020.026.0<br>10.016.024.032.0<br>10.518.028.038.0 |
| 0
|
| Method | #Parameters | Run-time(sec.) | GPU |
| --- | --- | --- | --- |
| MC | 58m | 2.38 | TitanBlack |
| MDF | 138m | 8 | TitanBlack |
| ELD | 138m | 0.5 | TitanBlack |
| DCL | 138m | 1.5 | TitanBlack |
| RFCN | 138m | 4.6 | TitanX |
| DHS | 138m | 0.04 | TitanBlack |
| DSS | 138m | 0.08 | TitanX |
|
| GRIDS16 | 67k | 0.02 | GTX1080 |
| --- | --- | --- | --- |
| GRIDS32 | 248k | 0.03 | GTX1080 |
| 1
|
| Method | #Parameters | Run-time(sec.) | GPU |
| --- | --- | --- | --- |
| MC | 58m | 2.38 | TitanBlack |
| MDF | 138m | 8 | TitanBlack |
| ELD | 138m | 0.5 | TitanBlack |
| DCL | 138m | 1.5 | TitanBlack |
| RFCN | 138m | 4.6 | TitanX |
| DHS | 138m | 0.04 | TitanBlack |
| DSS | 138m | 0.08 | TitanX |
|
| Method | Size | Oxf5k | Oxf105k | Paris6k |
| --- | --- | --- | --- | --- |
| TEmb | 1024 | 56.0 | 50.2 | - |
| NetVLAD | 4096 | 71.6 | - | 79.7 |
| MAC | 512 | 58.3 | 49.2 | 72.6 |
| R-MAC | 512 | 66.9 | 61.6 | 83.0 |
| CroW | 512 | 68.2 | 63.2 | 79.7 |
| MAC* | 512 | 80.0 | 75.1 | 82.9 |
| SUMPool | 512 | 79.5 | 75.0 | 81.3 |
| SIAM-FV | 512 | 81.5 | 76.6 | 82.4 |
| 0
|
| Method | #Parameters | Run-time(sec.) | GPU |
| --- | --- | --- | --- |
| MC | 58m | 2.38 | TitanBlack |
|
| MDF | 138m | 8 | TitanBlack |
| --- | --- | --- | --- |
| ELD | 138m | 0.5 | TitanBlack |
| DCL | 138m | 1.5 | TitanBlack |
| RFCN | 138m | 4.6 | TitanX |
| DHS | 138m | 0.04 | TitanBlack |
| DSS | 138m | 0.08 | TitanX |
| GRIDS16 | 67k | 0.02 | GTX1080 |
| GRIDS32 | 248k | 0.03 | GTX1080 |
| 1
|
| Method | #Parameters | Run-time(sec.) | GPU |
| --- | --- | --- | --- |
| MC | 58m | 2.38 | TitanBlack |
|
| NetVLAD | 4096 | 71.6 | - | 79.7 |
| --- | --- | --- | --- | --- |
| MAC | 512 | 58.3 | 49.2 | 72.6 |
| R-MAC | 512 | 66.9 | 61.6 | 83.0 |
| CroW | 512 | 68.2 | 63.2 | 79.7 |
| MAC* | 512 | 80.0 | 75.1 | 82.9 |
| SUMPool | 512 | 79.5 | 75.0 | 81.3 |
| SIAM-FV | 512 | 81.5 | 76.6 | 82.4 |
| 0
|
| Workloads | ExecutionTime(Second) | |
| --- | --- | --- |
| Hadoopversion | Proxyversion | |
| TeraSort | 1500 | 11.02 |
| Kmeans | 5971 | 8.03 |
|
| PageRank | 1444 | 9.03 |
| --- | --- | --- |
| SIFT | 721 | 8.02 |
| 1
|
| Workloads | ExecutionTime(Second) | |
| --- | --- | --- |
| Hadoopversion | Proxyversion | |
| TeraSort | 1500 | 11.02 |
| Kmeans | 5971 | 8.03 |
|
| Workloads | ExecutionTime(Second) | |
| --- | --- | --- |
| Hadoopversion | Proxyversion | |
| TeraSort | 1378 | 4.10 |
| Kmeans | 3347 | 8.68 |
| PageRank | 4291 | 6.22 |
| 0
|
| Workloads | ExecutionTime(Second) | |
| --- | --- | --- |
| Hadoopversion | Proxyversion | |
| TeraSort | 1500 | 11.02 |
| Kmeans | 5971 | 8.03 |
|
| PageRank | 1444 | 9.03 |
| --- | --- | --- |
| SIFT | 721 | 8.02 |
| 1
|
| Workloads | ExecutionTime(Second) | |
| --- | --- | --- |
| Hadoopversion | Proxyversion | |
| TeraSort | 1500 | 11.02 |
| Kmeans | 5971 | 8.03 |
|
| Kmeans | 3347 | 8.68 |
| --- | --- | --- |
| PageRank | 4291 | 6.22 |
| 0
|
| R&GNo | R&Gpair | ProposedAlgorithm<br>Similarity | A.Islam2008 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.0899021679 | 0.06 |
| 5 | autographshore | 0.0742552483 | 0.11 |
| 9 | asylumfruit | 0.0720444643 | 0.07 |
| 12 | boyrooster | 0.0907164485 | 0.16 |
| 17 | coastforest | 0.1106378337 | 0.26 |
| 21 | boysage | 0.2017739882 | 0.16 |
| 25 | forestgraveyard | 0.2015952767 | 0.33 |
| 29 | birdwoodland | 0.1651985693 | 0.12 |
| 33 | hillwoodland | 0.2918421392 | 0.29 |
| 37 | magicianoracle | 0.3057403627 | 0.2 |
| 41 | oraclesage | 0.5279307332 | 0.09 |
| 47 | furnacestove | 0.1651985693 | 0.3 |
| 48 | magicianwizard | 0.9985079423 | 0.34 |
| 49 | hillmound | 0.8148010746 | 0.15 |
| 50 | cordstring | 0.8148010746 | 0.49 |
| 51 | glasstumbler | 0.8561402541 | 0.28 |
| 52 | grinsmile | 0.9910074537 | 0.32 |
| 53 | serfslave | 0.8673305438 | 0.44 |
| 54 | journeyvoyage | 0.8185286992 | 0.41 |
| 55 | autographsignature | 0.8499457067 | 0.19 |
| 56 | coastshore | 0.8179120223 | 0.47 |
| 57 | forestwoodland | 0.9780261147 | 0.26 |
| 58 | implementtool | 0.0822919486 | 0.51 |
| 59 | cockrooster | 0.9093502924 | 0.94 |
| 60 | boylad | 0.9093502924 | 0.6 |
| 61 | cushionpillow | 0.8157293861 | 0.29 |
| 62 | cemeterygraveyard | 0.9985079423 | 0.51 |
| 63 | automobilecar | 0.8185286992 | 0.52 |
|
| 64 | gemjewel | 0.8175091596 | 0.65 |
| --- | --- | --- | --- |
| 65 | middaynoon | 0.9993931059 | 0.93 |
| 1
|
| R&GNo | R&Gpair | ProposedAlgorithm<br>Similarity | A.Islam2008 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.0899021679 | 0.06 |
| 5 | autographshore | 0.0742552483 | 0.11 |
| 9 | asylumfruit | 0.0720444643 | 0.07 |
| 12 | boyrooster | 0.0907164485 | 0.16 |
| 17 | coastforest | 0.1106378337 | 0.26 |
| 21 | boysage | 0.2017739882 | 0.16 |
| 25 | forestgraveyard | 0.2015952767 | 0.33 |
| 29 | birdwoodland | 0.1651985693 | 0.12 |
| 33 | hillwoodland | 0.2918421392 | 0.29 |
| 37 | magicianoracle | 0.3057403627 | 0.2 |
| 41 | oraclesage | 0.5279307332 | 0.09 |
| 47 | furnacestove | 0.1651985693 | 0.3 |
| 48 | magicianwizard | 0.9985079423 | 0.34 |
| 49 | hillmound | 0.8148010746 | 0.15 |
| 50 | cordstring | 0.8148010746 | 0.49 |
| 51 | glasstumbler | 0.8561402541 | 0.28 |
| 52 | grinsmile | 0.9910074537 | 0.32 |
| 53 | serfslave | 0.8673305438 | 0.44 |
| 54 | journeyvoyage | 0.8185286992 | 0.41 |
| 55 | autographsignature | 0.8499457067 | 0.19 |
| 56 | coastshore | 0.8179120223 | 0.47 |
| 57 | forestwoodland | 0.9780261147 | 0.26 |
| 58 | implementtool | 0.0822919486 | 0.51 |
| 59 | cockrooster | 0.9093502924 | 0.94 |
| 60 | boylad | 0.9093502924 | 0.6 |
| 61 | cushionpillow | 0.8157293861 | 0.29 |
| 62 | cemeterygraveyard | 0.9985079423 | 0.51 |
| 63 | automobilecar | 0.8185286992 | 0.52 |
|
| R&GNo | R&Gpair | R&GSimilarity | Lee2014 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.005 | 0.01 |
| 2 | noonstring | 0.01 | 0.005 |
| 3 | roostervoyage | 0.01 | 0.0125 |
| 4 | fruitfurnace | 0.0125 | 0.0475 |
| 5 | autographshore | 0.015 | 0.005 |
| 6 | automobilewizard | 0.0275 | 0.02 |
| 7 | moundstove | 0.035 | 0.005 |
| 8 | grinimplement | 0.045 | 0.005 |
| 9 | asylumfruit | 0.0475 | 0.005 |
| 10 | asylummonk | 0.0975 | 0.0375 |
| 11 | graveyardmadhouse | 0.105 | 0.0225 |
| 12 | boyrooster | 0.11 | 0.0075 |
| 13 | glassmagician | 0.11 | 0.1075 |
| 14 | cushionjewel | 0.1125 | 0.0525 |
| 15 | monkslave | 0.1425 | 0.045 |
| 16 | asylumcemetery | 0.1975 | 0.0375 |
| 17 | coastforest | 0.2125 | 0.0475 |
| 18 | grinlad | 0.22 | 0.0125 |
| 19 | shorewoodland | 0.225 | 0.0825 |
| 20 | monkoracle | 0.2275 | 0.1125 |
| 21 | boysage | 0.24 | 0.0425 |
| 22 | automobilecushion | 0.2425 | 0.02 |
| 23 | moundshore | 0.2425 | 0.035 |
| 24 | ladwizard | 0.2475 | 0.0325 |
| 25 | forestgraveyard | 0.25 | 0.065 |
| 26 | foodrooster | 0.2725 | 0.055 |
| 27 | cemeterywoodland | 0.295 | 0.0375 |
| 28 | shorevoyage | 0.305 | 0.02 |
| 29 | birdwoodland | 0.31 | 0.0125 |
| 30 | coasthill | 0.315 | 0.1 |
| 31 | furnaceimplement | 0.3425 | 0.05 |
| 32 | cranerooster | 0.3525 | 0.02 |
| 33 | hillwoodland | 0.37 | 0.145 |
| 34 | carjourney | 0.3875 | 0.0725 |
| 35 | cemeterymound | 0.4225 | 0.0575 |
| 36 | glassjewel | 0.445 | 0.1075 |
| 37 | magicianoracle | 0.455 | 0.13 |
| 38 | craneimplement | 0.5925 | 0.185 |
| 39 | brotherlad | 0.6025 | 0.1275 |
| 40 | sagewizard | 0.615 | 0.1525 |
| 41 | oraclesage | 0.6525 | 0.2825 |
| 42 | birdcock | 0.6575 | 0.035 |
| 43 | birdcrane | 0.67 | 0.1625 |
| 44 | foodfruit | 0.6725 | 0.2425 |
| 45 | brothermonk | 0.685 | 0.045 |
| 46 | asylummadhouse | 0.76 | 0.215 |
| 47 | furnacestove | 0.7775 | 0.3475 |
| 48 | magicianwizard | 0.8025 | 0.355 |
| 49 | hillmound | 0.8225 | 0.2925 |
| 50 | cordstring | 0.8525 | 0.47 |
| 51 | glasstumbler | 0.8625 | 0.1375 |
| 52 | grinsmile | 0.865 | 0.485 |
| 53 | serfslave | 0.865 | 0.4825 |
| 54 | journeyvoyage | 0.895 | 0.36 |
| 55 | autographsignature | 0.8975 | 0.405 |
| 56 | coastshore | 0.9 | 0.5875 |
| 0
|
| R&GNo | R&Gpair | ProposedAlgorithm<br>Similarity | A.Islam2008 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.0899021679 | 0.06 |
| 5 | autographshore | 0.0742552483 | 0.11 |
| 9 | asylumfruit | 0.0720444643 | 0.07 |
| 12 | boyrooster | 0.0907164485 | 0.16 |
| 17 | coastforest | 0.1106378337 | 0.26 |
| 21 | boysage | 0.2017739882 | 0.16 |
| 25 | forestgraveyard | 0.2015952767 | 0.33 |
| 29 | birdwoodland | 0.1651985693 | 0.12 |
| 33 | hillwoodland | 0.2918421392 | 0.29 |
| 37 | magicianoracle | 0.3057403627 | 0.2 |
| 41 | oraclesage | 0.5279307332 | 0.09 |
| 47 | furnacestove | 0.1651985693 | 0.3 |
| 48 | magicianwizard | 0.9985079423 | 0.34 |
| 49 | hillmound | 0.8148010746 | 0.15 |
| 50 | cordstring | 0.8148010746 | 0.49 |
| 51 | glasstumbler | 0.8561402541 | 0.28 |
| 52 | grinsmile | 0.9910074537 | 0.32 |
| 53 | serfslave | 0.8673305438 | 0.44 |
| 54 | journeyvoyage | 0.8185286992 | 0.41 |
| 55 | autographsignature | 0.8499457067 | 0.19 |
| 56 | coastshore | 0.8179120223 | 0.47 |
| 57 | forestwoodland | 0.9780261147 | 0.26 |
| 58 | implementtool | 0.0822919486 | 0.51 |
|
| 59 | cockrooster | 0.9093502924 | 0.94 |
| --- | --- | --- | --- |
| 60 | boylad | 0.9093502924 | 0.6 |
| 61 | cushionpillow | 0.8157293861 | 0.29 |
| 62 | cemeterygraveyard | 0.9985079423 | 0.51 |
| 63 | automobilecar | 0.8185286992 | 0.52 |
| 64 | gemjewel | 0.8175091596 | 0.65 |
| 65 | middaynoon | 0.9993931059 | 0.93 |
| 1
|
| R&GNo | R&Gpair | ProposedAlgorithm<br>Similarity | A.Islam2008 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.0899021679 | 0.06 |
| 5 | autographshore | 0.0742552483 | 0.11 |
| 9 | asylumfruit | 0.0720444643 | 0.07 |
| 12 | boyrooster | 0.0907164485 | 0.16 |
| 17 | coastforest | 0.1106378337 | 0.26 |
| 21 | boysage | 0.2017739882 | 0.16 |
| 25 | forestgraveyard | 0.2015952767 | 0.33 |
| 29 | birdwoodland | 0.1651985693 | 0.12 |
| 33 | hillwoodland | 0.2918421392 | 0.29 |
| 37 | magicianoracle | 0.3057403627 | 0.2 |
| 41 | oraclesage | 0.5279307332 | 0.09 |
| 47 | furnacestove | 0.1651985693 | 0.3 |
| 48 | magicianwizard | 0.9985079423 | 0.34 |
| 49 | hillmound | 0.8148010746 | 0.15 |
| 50 | cordstring | 0.8148010746 | 0.49 |
| 51 | glasstumbler | 0.8561402541 | 0.28 |
| 52 | grinsmile | 0.9910074537 | 0.32 |
| 53 | serfslave | 0.8673305438 | 0.44 |
| 54 | journeyvoyage | 0.8185286992 | 0.41 |
| 55 | autographsignature | 0.8499457067 | 0.19 |
| 56 | coastshore | 0.8179120223 | 0.47 |
| 57 | forestwoodland | 0.9780261147 | 0.26 |
| 58 | implementtool | 0.0822919486 | 0.51 |
|
| 7 | moundstove | 0.035 | 0.005 |
| --- | --- | --- | --- |
| 8 | grinimplement | 0.045 | 0.005 |
| 9 | asylumfruit | 0.0475 | 0.005 |
| 10 | asylummonk | 0.0975 | 0.0375 |
| 11 | graveyardmadhouse | 0.105 | 0.0225 |
| 12 | boyrooster | 0.11 | 0.0075 |
| 13 | glassmagician | 0.11 | 0.1075 |
| 14 | cushionjewel | 0.1125 | 0.0525 |
| 15 | monkslave | 0.1425 | 0.045 |
| 16 | asylumcemetery | 0.1975 | 0.0375 |
| 17 | coastforest | 0.2125 | 0.0475 |
| 18 | grinlad | 0.22 | 0.0125 |
| 19 | shorewoodland | 0.225 | 0.0825 |
| 20 | monkoracle | 0.2275 | 0.1125 |
| 21 | boysage | 0.24 | 0.0425 |
| 22 | automobilecushion | 0.2425 | 0.02 |
| 23 | moundshore | 0.2425 | 0.035 |
| 24 | ladwizard | 0.2475 | 0.0325 |
| 25 | forestgraveyard | 0.25 | 0.065 |
| 26 | foodrooster | 0.2725 | 0.055 |
| 27 | cemeterywoodland | 0.295 | 0.0375 |
| 28 | shorevoyage | 0.305 | 0.02 |
| 29 | birdwoodland | 0.31 | 0.0125 |
| 30 | coasthill | 0.315 | 0.1 |
| 31 | furnaceimplement | 0.3425 | 0.05 |
| 32 | cranerooster | 0.3525 | 0.02 |
| 33 | hillwoodland | 0.37 | 0.145 |
| 34 | carjourney | 0.3875 | 0.0725 |
| 35 | cemeterymound | 0.4225 | 0.0575 |
| 36 | glassjewel | 0.445 | 0.1075 |
| 37 | magicianoracle | 0.455 | 0.13 |
| 38 | craneimplement | 0.5925 | 0.185 |
| 39 | brotherlad | 0.6025 | 0.1275 |
| 40 | sagewizard | 0.615 | 0.1525 |
| 41 | oraclesage | 0.6525 | 0.2825 |
| 42 | birdcock | 0.6575 | 0.035 |
| 43 | birdcrane | 0.67 | 0.1625 |
| 44 | foodfruit | 0.6725 | 0.2425 |
| 45 | brothermonk | 0.685 | 0.045 |
| 46 | asylummadhouse | 0.76 | 0.215 |
| 47 | furnacestove | 0.7775 | 0.3475 |
| 48 | magicianwizard | 0.8025 | 0.355 |
| 49 | hillmound | 0.8225 | 0.2925 |
| 50 | cordstring | 0.8525 | 0.47 |
| 51 | glasstumbler | 0.8625 | 0.1375 |
| 52 | grinsmile | 0.865 | 0.485 |
| 53 | serfslave | 0.865 | 0.4825 |
| 54 | journeyvoyage | 0.895 | 0.36 |
| 55 | autographsignature | 0.8975 | 0.405 |
| 56 | coastshore | 0.9 | 0.5875 |
| 0
|
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.