premise string | hypothesis string | label int64 |
|---|---|---|
| TypeofLesion | Class |
| --- | --- |
| Healthy/NoLesionandBackground | 0 |
| NecroticRegion | 1 | | | Edema | 2 |
| --- | --- |
| NonEnhancingTumor | 3 |
| EnhancingTumor | 4 | | 1 |
| TypeofLesion | Class |
| --- | --- |
| Healthy/NoLesionandBackground | 0 |
| NecroticRegion | 1 | | | Class | Prec. | Sens. | Spec. | F1 |
| --- | --- | --- | --- | --- |
| Normal | 98.98 | 97.33 | 99.85 | 98.15 |
| Cardiomegaly | 99.59 | 99.39 | 99.95 | 99.49 |
| Medicaldevice | 98.52 | 94.34 | 99.27 | 96.39 |
| Pleuraleffusion | 96.80 | 91.42 | 99.36 | 94.03 |
| Pneumothorax | 77.07 | 96.88 | 98.05 | 85.85 | | 0 |
| TypeofLesion | Class |
| --- | --- |
| Healthy/NoLesionandBackground | 0 |
| NecroticRegion | 1 |
| Edema | 2 | | | NonEnhancingTumor | 3 |
| --- | --- |
| EnhancingTumor | 4 | | 1 |
| TypeofLesion | Class |
| --- | --- |
| Healthy/NoLesionandBackground | 0 |
| NecroticRegion | 1 |
| Edema | 2 | | | Medicaldevice | 98.52 | 94.34 | 99.27 | 96.39 |
| --- | --- | --- | --- | --- |
| Pleuraleffusion | 96.80 | 91.42 | 99.36 | 94.03 |
| Pneumothorax | 77.07 | 96.88 | 98.05 | 85.85 | | 0 |
| | Accuracy | | | | |
| --- | --- | --- | --- | --- | --- |
| Method | α | β | Ave. | Best | Worst |
| RMSProp | 0.001 | 0.9 | 92.86 | 97.95 | 84.79 |
| 0.99 | 98.81 | 99.11 | 98.34 | | |
| | ρ | γ | Ave. | Best | Worst | | | SDProp | 0.001 | 0.9 | 93.77 | 97.9 | 87.57 |
| --- | --- | --- | --- | --- | --- |
| 0.99 | 99.20 | 99.42 | 99.09 | | | | 1 |
| | Accuracy | | | | |
| --- | --- | --- | --- | --- | --- |
| Method | α | β | Ave. | Best | Worst |
| RMSProp | 0.001 | 0.9 | 92.86 | 97.95 | 84.79 |
| 0.99 | 98.81 | 99.11 | 98.34 | | |
| | ρ | γ | Ave. | Best | Worst | | | | Algorithm | Symm | Asymm | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| LCC | SROCC | RMSE | LCC | SROCC | RMSE | | |
| VQUEMODES | SBIQE | 0.9000 | 0.8913 | 4.5900 | 0.8532 | 0.8234 | 7.1376 |
| BRISQUE | 0.9125 | 0.9013 | 4.3980 | 0.8792 | 0.8489 | 6.8563 | |
| NIQE | 0.9285 | 0.9236 | 3.98... | 0 |
| | Accuracy | | | | |
| --- | --- | --- | --- | --- | --- |
| Method | α | β | Ave. | Best | Worst |
| RMSProp | 0.001 | 0.9 | 92.86 | 97.95 | 84.79 |
| 0.99 | 98.81 | 99.11 | 98.34 | | | | | | ρ | γ | Ave. | Best | Worst |
| --- | --- | --- | --- | --- | --- |
| SDProp | 0.001 | 0.9 | 93.77 | 97.9 | 87.57 |
| 0.99 | 99.20 | 99.42 | 99.09 | | | | 1 |
| | Accuracy | | | | |
| --- | --- | --- | --- | --- | --- |
| Method | α | β | Ave. | Best | Worst |
| RMSProp | 0.001 | 0.9 | 92.86 | 97.95 | 84.79 |
| 0.99 | 98.81 | 99.11 | 98.34 | | | | | BRISQUE | 0.9125 | 0.9013 | 4.3980 | 0.8792 | 0.8489 | 6.8563 |
| --- | --- | --- | --- | --- | --- | --- |
| NIQE | 0.9285 | 0.9236 | 3.9852 | 0.8955 | 0.8490 | 6.9563 | | 0 |
| Signal | OutputRange |
| --- | --- |
| CHIRP | [-0.21,0.27] |
| 20Hz | [-0.05,0.05] | | | 50Hz | [-0.17,0.17] |
| --- | --- |
| 70Hz | [-0.19,0.19] |
| MULTISINE6 | [-0.34,0.62] |
| MULTISINE3 | [-0.45,0.58] | | 1 |
| Signal | OutputRange |
| --- | --- |
| CHIRP | [-0.21,0.27] |
| 20Hz | [-0.05,0.05] | | | Signal | linear | 2-thorder | 3-thorder |
| --- | --- | --- | --- |
| CHIRP | 2.32E−05 | 2.25E−05 | 2.10E−05 |
| 20Hz | 7.16E−05 | 6.96E−05 | 6.62E−05 |
| 50Hz | 5.33E−04 | 0.000535 | 0.00053928 |
| 70Hz | 0.0001184 | 0.0001142 | 0.0001132 |
| MULTISINE6 | 0.0003404 | 0.000340 | 0.0003391 |
| MULTISINE3 | 0.0023386 |... | 0 |
| Signal | OutputRange |
| --- | --- |
| CHIRP | [-0.21,0.27] |
| 20Hz | [-0.05,0.05] |
| 50Hz | [-0.17,0.17] | | | 70Hz | [-0.19,0.19] |
| --- | --- |
| MULTISINE6 | [-0.34,0.62] |
| MULTISINE3 | [-0.45,0.58] | | 1 |
| Signal | OutputRange |
| --- | --- |
| CHIRP | [-0.21,0.27] |
| 20Hz | [-0.05,0.05] |
| 50Hz | [-0.17,0.17] | | | MULTISINE6 | 0.0003404 | 0.000340 | 0.0003391 |
| --- | --- | --- | --- |
| MULTISINE3 | 0.0023386 | 0.0022054 | 0.0020482 | | 0 |
| System | C-EErrors | C-NErrors |
| --- | --- | --- |
| MatMis | MatMis | | | | NB | 79.8382.40 | 20.1717.60 |
| --- | --- | --- |
| CH | 99.7899.75 | 0.220.25 |
| RC | 66.6768.50 | 33.3331.50 |
| IS | 99.4099.81 | 0.600.19 | | 1 |
| System | C-EErrors | C-NErrors |
| --- | --- | --- |
| MatMis | MatMis | | | | Sys<br>tem | AdjSWAP<br>MatMis | KBSwap<br>MatMis | CNSwap<br>MatMis | FNSwap<br>MatMis |
| --- | --- | --- | --- | --- |
| NB | 43.042.9 | 47.747.9 | 51.149.8 | 49.749.6 |
| CH | 68.2468.1 | 68.568.3 | 68.369.1 | 69.970.3 |
| RC | 66.666.4 | 67.066.8 | 66.667.0 | 68.468.4 |
| IS | 57.858.6 | 57.758.7 | 58.359.4 | 57... | 0 |
| System | C-EErrors | C-NErrors |
| --- | --- | --- |
| MatMis | MatMis | |
| NB | 79.8382.40 | 20.1717.60 |
| CH | 99.7899.75 | 0.220.25 | | | RC | 66.6768.50 | 33.3331.50 |
| --- | --- | --- |
| IS | 99.4099.81 | 0.600.19 | | 1 |
| System | C-EErrors | C-NErrors |
| --- | --- | --- |
| MatMis | MatMis | |
| NB | 79.8382.40 | 20.1717.60 |
| CH | 99.7899.75 | 0.220.25 | | | CH | 68.2468.1 | 68.568.3 | 68.369.1 | 69.970.3 |
| --- | --- | --- | --- | --- |
| RC | 66.666.4 | 67.066.8 | 66.667.0 | 68.468.4 |
| IS | 57.858.6 | 57.758.7 | 58.359.4 | 57.557.6 | | 0 |
| | 12cores | 60cores | 144cores | 300cores | 600cores | 1200cores | 2400cores |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Freecell7 | 1.00 | 1.01 | 1.03 | 1.03 | 1.09 | 1.16 | 1.31 |
| Logistics00-7-1 | 1.01 | 1.02 | 1.01 | 1.04 | 1.15 | 1.46 | 1.56 |
| Logistics00-9-1 | 1.03 | 1.04 | 1.06 | 1.09 | 1.20 | 1... | | Pegsol.p28 | 1.00 | 1.01 | 1.02 | 1.04 | 1.14 | 1.12 | 1.14 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| PipesNoTank24 | 1.00 | 1.00 | 1.01 | 1.05 | 1.13 | 1.43 | 1.95 |
| Probfcell-4-1 | 1.01 | 1.01 | 1.04 | 1.06 | 1.16 | 1.32 | 1.58 |
| Rover6 | 1.00 | 1.02 | 1.02 | 1.04 | 1.06 | 1.11 | 1.29 |
| Rover12 | ... | 1 |
| | 12cores | 60cores | 144cores | 300cores | 600cores | 1200cores | 2400cores |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Freecell7 | 1.00 | 1.01 | 1.03 | 1.03 | 1.09 | 1.16 | 1.31 |
| Logistics00-7-1 | 1.01 | 1.02 | 1.01 | 1.04 | 1.15 | 1.46 | 1.56 |
| Logistics00-9-1 | 1.03 | 1.04 | 1.06 | 1.09 | 1.20 | 1... | | ac | 200 | 150 | 130 | 110 | 90 | 70 | 50 | 30 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| BEGK | 0.54 | 3.2 | 8.7 | 22 | 87 | 430 | - | - |
| DL | 0.004 | 0.042 | 0.28 | 0.98 | 4.8 | 31 | 270 | - |
| BMR | 0.008 | 0.041 | 0.074 | 0.17 | 2.3 | 5.7 | 21 | 140 |
| HBC | 0.004 | 0.018 | 0.064 | 0.16 | 0.... | 0 |
| | 12cores | 60cores | 144cores | 300cores | 600cores | 1200cores | 2400cores |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Freecell7 | 1.00 | 1.01 | 1.03 | 1.03 | 1.09 | 1.16 | 1.31 |
| Logistics00-7-1 | 1.01 | 1.02 | 1.01 | 1.04 | 1.15 | 1.46 | 1.56 |
| Logistics00-9-1 | 1.03 | 1.04 | 1.06 | 1.09 | 1.20 | 1... | | Probfcell-5-1 | - | - | 1.01 | 1.02 | 1.01 | 1.02 | 1.05 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Probfcell-5-2 | - | - | 1.04 | 1.03 | 1.05 | 1.07 | 1.08 |
| Probfcell-5-4 | - | - | 1.05 | 1.06 | 1.05 | 1.05 | 1.09 |
| Probfcell-5-5 | - | - | 1.02 | 1.03 | 1.04 | 1.04 | 1.07 |
| ZenoTravel12 | - | - | 1... | 1 |
| | 12cores | 60cores | 144cores | 300cores | 600cores | 1200cores | 2400cores |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Freecell7 | 1.00 | 1.01 | 1.03 | 1.03 | 1.09 | 1.16 | 1.31 |
| Logistics00-7-1 | 1.01 | 1.02 | 1.01 | 1.04 | 1.15 | 1.46 | 1.56 |
| Logistics00-9-1 | 1.03 | 1.04 | 1.06 | 1.09 | 1.20 | 1... | | cRS | 0 | 0.007 | 0.027 | 0.05 | 0.23 | 1.4 | 12 | 230 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| cDFS | 0.001 | 0.005 | 0.019 | 0.051 | 0.18 | 0.95 | 8.4 | 170 |
| \|F\| | 81 | 447 | 990 | 2000 | 4322 | 10968 | 32207 | 135439 |
| \|F\| | 57.48 | 56.34 | 72.85 | 72.23 | 326.66 | 326.08 | 325.31 | 430... | 0 |
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| k | l | \|e\| | \|e\|T | H(1) | H(2) | =(2) | Time(1) | Time(2) |
| 5 | 5 | 50 | 9.98 | 7.35 | 0.53 | 0.42 | 0.0097 | 0.00087 |
| 5 | 5 | 100 | 19.71 | 15.74 | 0.76 | 0.48 | 0.0875 | 0.00223 |
| 10 | 10 | 50 | 11.12 | 8.30 |... | | 10 | 10 | 100 | 21.93 | 16.78 | 0.67 | 0.18 | 20.45 | 1.31263 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 15 | 15 | 50 | 11.57 | 8.47 | 0.47 | 0.10 | 6.4578 | 55.22 | | 1 |
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| k | l | \|e\| | \|e\|T | H(1) | H(2) | =(2) | Time(1) | Time(2) |
| 5 | 5 | 50 | 9.98 | 7.35 | 0.53 | 0.42 | 0.0097 | 0.00087 |
| 5 | 5 | 100 | 19.71 | 15.74 | 0.76 | 0.48 | 0.0875 | 0.00223 |
| 10 | 10 | 50 | 11.12 | 8.30 |... | | Comp. | Parts | AP | Time |
| --- | --- | --- | --- |
| 1 | 0 | 52.3 | 2.27 |
| 1 | 4 | 63.2 | 3.48 |
| 1 | 8 | 64.2 | 4.84 |
| 3 | 0 | 62.9 | 6.48 |
| 3 | 4 | 66.7 | 12.20 |
| 3 | 8 | 68.4 | 16.47 |
| 5 | 0 | 64.8 | 10.25 |
| 5 | 4 | 67.3 | 16.33 |
| 5 | 8 | 68.7 | 22.07 |
| 6 | 0 | 65.2 | 10.48 |
| 8 | 0 | 66.0 | 1... | 0 |
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| k | l | \|e\| | \|e\|T | H(1) | H(2) | =(2) | Time(1) | Time(2) | | | 5 | 5 | 50 | 9.98 | 7.35 | 0.53 | 0.42 | 0.0097 | 0.00087 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5 | 5 | 100 | 19.71 | 15.74 | 0.76 | 0.48 | 0.0875 | 0.00223 |
| 10 | 10 | 50 | 11.12 | 8.30 | 0.50 | 0.07 | 0.5050 | 0.30963 |
| 10 | 10 | 100 | 21.93 | 16.78 | 0.67 | 0.18 | 20.45 | 1.31263 |
| 15 |... | 1 |
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| k | l | \|e\| | \|e\|T | H(1) | H(2) | =(2) | Time(1) | Time(2) | | | 6 | 0 | 65.2 | 10.48 |
| --- | --- | --- | --- |
| 8 | 0 | 66.0 | 11.17 | | 0 |
| Year | L(nm) | t(nm)ox | V(V)th |
| --- | --- | --- | --- |
| 2001 | 180 | 4.5-5.5 | 0.39-0.43 |
| 2003 | 130 | 3.5-4.0 | 0.35-0.40 | | | 2004 | 90 | 1.6-3.0 | 0.25-0.40 |
| --- | --- | --- | --- |
| 2007 | 65 | 1.5-2.0 | 0.20-0.35 |
| 2009 | 45 | 1.0-1.4 | 0.20-0.35 | | 1 |
| Year | L(nm) | t(nm)ox | V(V)th |
| --- | --- | --- | --- |
| 2001 | 180 | 4.5-5.5 | 0.39-0.43 |
| 2003 | 130 | 3.5-4.0 | 0.35-0.40 | | | Year | NDCG@20 | NDCG@100 | NDCG@150 |
| --- | --- | --- | --- |
| 2015 | 0.7761 | 0.7587 | 0.7675 |
| 2014 | 0.8777 | 0.7911 | 0.7978 |
| 2013 | 0.8432 | 0.7766 | 0.7894 |
| Avg | 0.8323 | 0.7755 | 0.7849 | | 0 |
| Year | L(nm) | t(nm)ox | V(V)th |
| --- | --- | --- | --- |
| 2001 | 180 | 4.5-5.5 | 0.39-0.43 |
| 2003 | 130 | 3.5-4.0 | 0.35-0.40 | | | 2004 | 90 | 1.6-3.0 | 0.25-0.40 |
| --- | --- | --- | --- |
| 2007 | 65 | 1.5-2.0 | 0.20-0.35 |
| 2009 | 45 | 1.0-1.4 | 0.20-0.35 | | 1 |
| Year | L(nm) | t(nm)ox | V(V)th |
| --- | --- | --- | --- |
| 2001 | 180 | 4.5-5.5 | 0.39-0.43 |
| 2003 | 130 | 3.5-4.0 | 0.35-0.40 | | | 2014 | 0.8777 | 0.7911 | 0.7978 |
| --- | --- | --- | --- |
| 2013 | 0.8432 | 0.7766 | 0.7894 |
| Avg | 0.8323 | 0.7755 | 0.7849 | | 0 |
| subset | language | nativelanguage | gender | #segments | #speakers |
| --- | --- | --- | --- | --- | --- |
| 1 | english | english | F | 13934 | 774 |
| 2 | english | english | M | 10379 | 504 |
| 3 | english | nonenglish | F | 6087 | 784 |
| 4 | english | nonenglish | M | 9326 | 517 | | | 5 | nonenglish | all | F | 4576 | 663 |
| --- | --- | --- | --- | --- | --- |
| 6 | nonenglish | all | M | 2868 | 413 |
| additional | — | — | all | 2272 | — | | 1 |
| subset | language | nativelanguage | gender | #segments | #speakers |
| --- | --- | --- | --- | --- | --- |
| 1 | english | english | F | 13934 | 774 |
| 2 | english | english | M | 10379 | 504 |
| 3 | english | nonenglish | F | 6087 | 784 |
| 4 | english | nonenglish | M | 9326 | 517 | | | Corpus | Language | #Instances | #Words(F/E) |
| --- | --- | --- | --- |
| HindiTreebank | Hindi | 147 | 963/945 |
| ODIN | German | 105 | 747/774 |
| Irish | 46 | 252/278 | |
| Hausa | 77 | 424/520 | |
| Korean | 103 | 518/731 | |
| Malagasy | 87 | 489/646 | |
| Welsh | 53 | 312/329 | |
| Yaqui | 68 | 350/544 |... | 0 |
| subset | language | nativelanguage | gender | #segments | #speakers |
| --- | --- | --- | --- | --- | --- |
| 1 | english | english | F | 13934 | 774 | | | 2 | english | english | M | 10379 | 504 |
| --- | --- | --- | --- | --- | --- |
| 3 | english | nonenglish | F | 6087 | 784 |
| 4 | english | nonenglish | M | 9326 | 517 |
| 5 | nonenglish | all | F | 4576 | 663 |
| 6 | nonenglish | all | M | 2868 | 413 |
| additional | — | — | all | 2272 | — | | 1 |
| subset | language | nativelanguage | gender | #segments | #speakers |
| --- | --- | --- | --- | --- | --- |
| 1 | english | english | F | 13934 | 774 | | | SMULTRON | German | 281 | 6829/7236 |
| --- | --- | --- | --- |
| Swedish | 281 | 8402/9377 | | | 0 |
| | DSTC2 | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| B-1 | B-2 | B-3 | B-4 | M | RL | B-1 | B-2 | B-3 | B-4 | M | |
| Gold | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Random | 0.875 | 0.843 | 0.822 | 0.807 | 0.564 | ... | | LSTM | 0.900 | 0.879 | 0.863 | 0.851 | 0.610 | 0.888 | 0.982 | 0.966 | 0.949 | 0.932 | 0.652 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| d-scLSTM | 0.880 | 0.850 | 0.828 | 0.812 | 0.578 | 0.874 | 0.980 | 0.964 | 0.948 | 0.931 | 0.654 |
| hld-scLSTM | 0.909 | 0.890 | 0.878 | 0.870 | 0... | 1 |
| | DSTC2 | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| B-1 | B-2 | B-3 | B-4 | M | RL | B-1 | B-2 | B-3 | B-4 | M | |
| Gold | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| Random | 0.875 | 0.843 | 0.822 | 0.807 | 0.564 | ... | | cut | | | | |
| --- | --- | --- | --- | --- |
| P | R | F1 | P | R |
| 0.996 | 0.979 | 0.972 | 0.802 | 0.709 |
| 0.982 | 0.968 | 0.975 | 0.733 | 0.718 |
| 0.942 | 0.945 | 0.944 | 0.595 | 0.766 |
| 0.975 | 0.816 | 0.945 | 0.768 | 0.578 |
| 0.972 | 0.976 | 0.974 | 0.869 | 0.719 |
| 0.978 | 0.968 | 0.973 | 0.826 | 0... | 0 |
| | DSTC2 | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| B-1 | B-2 | B-3 | B-4 | M | RL | B-1 | B-2 | B-3 | B-4 | M | | | Gold | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 | 1.00 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Random | 0.875 | 0.843 | 0.822 | 0.807 | 0.564 | 0.852 | 0.872 | 0.813 | 0.765 | 0.721 | 0.504 |
| LSTM | 0.900 | 0.879 | 0.863 | 0.851 | 0.610 | 0.888 | 0.98... | 1 |
| | DSTC2 | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| B-1 | B-2 | B-3 | B-4 | M | RL | B-1 | B-2 | B-3 | B-4 | M | | | 0.996 | 0.979 | 0.972 | 0.802 | 0.709 |
| --- | --- | --- | --- | --- |
| 0.982 | 0.968 | 0.975 | 0.733 | 0.718 |
| 0.942 | 0.945 | 0.944 | 0.595 | 0.766 |
| 0.975 | 0.816 | 0.945 | 0.768 | 0.578 |
| 0.972 | 0.976 | 0.974 | 0.869 | 0.719 |
| 0.978 | 0.968 | 0.973 | 0.826 | 0.731 |
| 0.971 | 0.988 | 0.980 | 0.813 | 0.... | 0 |
| Structure | 3DU-net | HFCN | FCNMV | OANMV | OAN-RCMV | OAN-RCLSSF |
| --- | --- | --- | --- | --- | --- | --- |
| Aorta | 0.44±1.01 | 0.42±0.58 | 0.56±0.47 | 0.47±0.42 | 0.44±0.28 | 0.39±0.21 |
| Colon | 6.75±9.01 | 6,35±8.12 | 6.27±7.44 | 5.65±7.25 | 4.07±5.72 | 3.59±4.17 |
| Duodenum | 2.01±2.46 | 1.70±2.18 | 1.71... | | Stomach | 2.78±5.89 | 2.50±5.02 | 2.51±5.13 | 2.36±5.65 | 1.88±1.64 | 1.68±1.55 |
| --- | --- | --- | --- | --- | --- | --- |
| Veins | 2.31±4.51 | 1.75±3.51 | 1.69±3.61 | 1.92±6.48 | 1.40±3.61 | 1.21±3.05 | | 1 |
| Structure | 3DU-net | HFCN | FCNMV | OANMV | OAN-RCMV | OAN-RCLSSF |
| --- | --- | --- | --- | --- | --- | --- |
| Aorta | 0.44±1.01 | 0.42±0.58 | 0.56±0.47 | 0.47±0.42 | 0.44±0.28 | 0.39±0.21 |
| Colon | 6.75±9.01 | 6,35±8.12 | 6.27±7.44 | 5.65±7.25 | 4.07±5.72 | 3.59±4.17 |
| Duodenum | 2.01±2.46 | 1.70±2.18 | 1.71... | | Structure | 3DU-net | HFCN | FCNMV | OANMV | OAN-RCMV | OAN-RCLSSF |
| --- | --- | --- | --- | --- | --- | --- |
| Aorta | 87.0±12.3 | 88.3±8.8 | 85.0±4.2 | 85.5±4.2 | 85.3±4.1 | 91.8±3.5 |
| Colon | 77.0±11.0 | 79.3±9.2 | 80.3±9.1 | 81.5±9.4 | 82.0±8.8 | 83.0±7.4 |
| Duodenum | 66.8±12.8 | 70.3±10.4 | 70.2±11.3 | 72... | 0 |
| Structure | 3DU-net | HFCN | FCNMV | OANMV | OAN-RCMV | OAN-RCLSSF |
| --- | --- | --- | --- | --- | --- | --- |
| Aorta | 0.44±1.01 | 0.42±0.58 | 0.56±0.47 | 0.47±0.42 | 0.44±0.28 | 0.39±0.21 |
| Colon | 6.75±9.01 | 6,35±8.12 | 6.27±7.44 | 5.65±7.25 | 4.07±5.72 | 3.59±4.17 |
| Duodenum | 2.01±2.46 | 1.70±2.18 | 1.71... | | IVC | 1.57±1.53 | 1.15±1.05 | 1.26±1.08 | 1.16±1.38 | 1.12±1.24 | 1.08±1.03 |
| --- | --- | --- | --- | --- | --- | --- |
| Kidney(L) | 0.77±1.04 | 0.41±0.42 | 0.36±0.47 | 0.34±0.47 | 0.30±0.33 | 0.30±0.30 |
| Kidney(R) | 1.39±2.01 | 1.03±1.68 | 1.05±1.74 | 0.74±1.32 | 0.54±1.09 | 0.45±0.89 |
| Liver | 1.89±3.21 | 1.... | 1 |
| Structure | 3DU-net | HFCN | FCNMV | OANMV | OAN-RCMV | OAN-RCLSSF |
| --- | --- | --- | --- | --- | --- | --- |
| Aorta | 0.44±1.01 | 0.42±0.58 | 0.56±0.47 | 0.47±0.42 | 0.44±0.28 | 0.39±0.21 |
| Colon | 6.75±9.01 | 6,35±8.12 | 6.27±7.44 | 5.65±7.25 | 4.07±5.72 | 3.59±4.17 |
| Duodenum | 2.01±2.46 | 1.70±2.18 | 1.71... | | Liver | 91.4±9.9 | 95.7±1.8 | 96.8±0.8 | 97.0±0.9 | 97.0±0.8 | 98.0±0.7 |
| --- | --- | --- | --- | --- | --- | --- |
| Pancreas | 79.3±11.7 | 81.4±10.8 | 84.3±4.9 | 86.2±4.5 | 86.6±4.3 | 87.8±3.1 |
| Smallbowel | 69.9±17.3 | 71.1±15.0 | 76.9±14.0 | 78.0±13.8 | 79.0±13.4 | 80.1±10.2 |
| Spleen | 89.6±9.5 | 93.1±2.1 |... | 0 |
| Dataset | Method | Accuracy |
| --- | --- | --- |
| SEED | non-sparseSTRNN | 88.1 | | | STRNN | 89.5 | |
| --- | --- | --- |
| CK+ | non-sparseSTRNN | 94.2 |
| STRNN | 95.4 | | | 1 |
| Dataset | Method | Accuracy |
| --- | --- | --- |
| SEED | non-sparseSTRNN | 88.1 | | | Dataset | Methods | Accuracy | Dice | Jaccard | Senstivity | Specificity |
| --- | --- | --- | --- | --- | --- | --- |
| DDSM | FCN | 0.9114 | 0.8480 | 0.7361 | 0.8193 | 0.9511 |
| U-Net | 0.9308 | 0.8635 | 0.7896 | 0.8365 | 0.9552 | |
| CRFCNN | 0.8245 | 0.8457 | 0.7925 | 0.8421 | 0.8975 | |
| cGAN-AutoEnc | 0.9469... | 0 |
| Dataset | Method | Accuracy |
| --- | --- | --- |
| SEED | non-sparseSTRNN | 88.1 |
| STRNN | 89.5 | | | | CK+ | non-sparseSTRNN | 94.2 |
| --- | --- | --- |
| STRNN | 95.4 | | | 1 |
| Dataset | Method | Accuracy |
| --- | --- | --- |
| SEED | non-sparseSTRNN | 88.1 |
| STRNN | 89.5 | | | | U-Net | 0.8647 | 0.7442 | 0.6622 | 0.6921 | 0.8641 |
| --- | --- | --- | --- | --- | --- |
| CRFCNN | 0.7542 | 0.6135 | 0.5247 | 0.7126 | 0.7458 |
| cGAN-AutoEnc | 0.9481 | 0.8894 | 0.8008 | 0.9726 | 0.9414 |
| cGAN-Unet | 0.9555 | 0.8648 | 0.7618 | 0.8576 | 0.9750 | | 0 |
| 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- |
| conv(1,8)<br>conv(8,8) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) |
| | conv(8,16)<br>conv(16,... | | | | | | | conv(40,48)<br>conv(48,48) |
| --- | --- | --- | --- | --- | --- |
| Dropout(0.5) | | | | | |
| fully-connected(1024) | | | | | |
| fully-connected(4) | | | | | |
| Normalize | | | | | | | 1 |
| 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- |
| conv(1,8)<br>conv(8,8) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) |
| | conv(8,16)<br>conv(16,... | | 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- |
| conv(1,8)<br>conv(8,8)<br>conv(8,8) | conv(1,8)<br>conv(8,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>conv(8,8)<br>maxpool(2) | c... | 0 |
| 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- |
| conv(1,8)<br>conv(8,8) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) |
| | conv(8,16)<br>conv(16,... | | | | | conv(24,32)<br>conv(32,32) | conv(24,32)<br>conv(32,32)<br>maxpool(2) | conv(24,32)<br>conv(32,32)<br>maxpool(2) |
| --- | --- | --- | --- | --- | --- |
| | | | | conv(32,40)<br>conv(40,40) | conv(32,40)<br>conv(40,40)<br>maxpool(2) |
| | | | | | conv(40,48)<br>conv(48,48) |
| Dropout(0.5) | | | ... | 1 |
| 8 | 16 | 32 | 64 | 128 | 256 |
| --- | --- | --- | --- | --- | --- |
| conv(1,8)<br>conv(8,8) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) | conv(1,8)<br>conv(8,8)<br>maxpool(2) |
| | conv(8,16)<br>conv(16,... | | | | | | | conv(40,48)<br>conv(48,48)<br>conv(48,48) |
| --- | --- | --- | --- | --- | --- |
| Dropout(0.5) | | | | | |
| fully-connected(1024) | | | | | |
| fully-connected(4) | | | | | |
| Normalize | | | | | | | 0 |
| ItemType | ItemDescription | Qty |
| --- | --- | --- |
| Chassis | NEXXUS4080ALDesk-sideChassis | 1 |
| ComputeShelve | ComputeShelveAL/EN(IncludingPowerSupply) | 4 |
| Motherboard | IntelS5000ALMotherboard-1333MHzFSB | 4 |
| Processor | XeonQuad-CoreE54102.3312M1333MHz-80W | 8 | | | MemoryType1 | 2GBFBDIMMSDDR2667ECC/Reg. | 32 |
| --- | --- | --- |
| HardDrive | HDDRaid500GB,7200rpm,16MB,SATAIINCQ | 2 |
| HardDrive | HDDRaid250GB,7200rpm,16MB,SATAIINCQ | 3 |
| HeatSink | HighPerformancePassiveHeatSink | 8 |
| RiserCard | PCI/ExpressRiserCard | 4 |
| KVM/USB | IntegratedKVM/USBSwitch | 1 |
| Giga... | 1 |
| ItemType | ItemDescription | Qty |
| --- | --- | --- |
| Chassis | NEXXUS4080ALDesk-sideChassis | 1 |
| ComputeShelve | ComputeShelveAL/EN(IncludingPowerSupply) | 4 |
| Motherboard | IntelS5000ALMotherboard-1333MHzFSB | 4 |
| Processor | XeonQuad-CoreE54102.3312M1333MHz-80W | 8 | | | CPUModel | IntelXeonE5-2690 |
| --- | --- |
| CPUCores | 8 |
| DRAMSize | 128GB |
| GPUModel | TeslaK20c |
| DeviceMemorySize | 5GBGDDR5 |
| SMsandSPs | 13and192 |
| ComputeCapability | 3.5 |
| CUDASDK | 7.5 |
| PCIeBus | PCIex16Gen2 | | 0 |
| ItemType | ItemDescription | Qty |
| --- | --- | --- |
| Chassis | NEXXUS4080ALDesk-sideChassis | 1 |
| ComputeShelve | ComputeShelveAL/EN(IncludingPowerSupply) | 4 |
| Motherboard | IntelS5000ALMotherboard-1333MHzFSB | 4 |
| Processor | XeonQuad-CoreE54102.3312M1333MHz-80W | 8 |
| MemoryType1 | 2GBFBDIMMSDDR2667ECC/... | | HardDrive | HDDRaid500GB,7200rpm,16MB,SATAIINCQ | 2 |
| --- | --- | --- |
| HardDrive | HDDRaid250GB,7200rpm,16MB,SATAIINCQ | 3 |
| HeatSink | HighPerformancePassiveHeatSink | 8 |
| RiserCard | PCI/ExpressRiserCard | 4 |
| KVM/USB | IntegratedKVM/USBSwitch | 1 |
| GigabitSwitch | Integrated16PortGigESwitch | 1 |
| Po... | 1 |
| ItemType | ItemDescription | Qty |
| --- | --- | --- |
| Chassis | NEXXUS4080ALDesk-sideChassis | 1 |
| ComputeShelve | ComputeShelveAL/EN(IncludingPowerSupply) | 4 |
| Motherboard | IntelS5000ALMotherboard-1333MHzFSB | 4 |
| Processor | XeonQuad-CoreE54102.3312M1333MHz-80W | 8 |
| MemoryType1 | 2GBFBDIMMSDDR2667ECC/... | | SMsandSPs | 13and192 |
| --- | --- |
| ComputeCapability | 3.5 |
| CUDASDK | 7.5 |
| PCIeBus | PCIex16Gen2 | | 0 |
| TestName | Excel | | | AES | MRE-IPI |
| --- | --- | --- | --- | --- | --- |
| Birthdays | 0 | 1 | 1 | 1 | 1 |
| OPERM5 | 0 | 1 | 1 | 1 | 1 |
| 32x32Binary<br>Rank | 0 | 0 | 0 | 1 | 1 |
| 6x8BinaryRank | 0 | 0 | 0 | 1 | 0 |
| Bitstream | 0 | 0 | 0 | 1 | 0 |
| OPSO | 0 | 0 | 0 | 1 | 0 |
| OQSO | 0 | 0 | 0 | 1 | 0 |
... | | Total | 0 | 9 | 13 | 29 | 14 |
| --- | --- | --- | --- | --- | --- |
| Percentage | 0.00 | 0.29 | 0.42 | 0.94 | 0.45 | | 1 |
| TestName | Excel | | | AES | MRE-IPI |
| --- | --- | --- | --- | --- | --- |
| Birthdays | 0 | 1 | 1 | 1 | 1 |
| OPERM5 | 0 | 1 | 1 | 1 | 1 |
| 32x32Binary<br>Rank | 0 | 0 | 0 | 1 | 1 |
| 6x8BinaryRank | 0 | 0 | 0 | 1 | 0 |
| Bitstream | 0 | 0 | 0 | 1 | 0 |
| OPSO | 0 | 0 | 0 | 1 | 0 |
| OQSO | 0 | 0 | 0 | 1 | 0 |
... | | Nr | Dataset | req1:domain | req2:heterog | req3:size | req4:dump |
| --- | --- | --- | --- | --- | --- |
| 1 | AllenBrainAtlas | no | no | no | yes |
| 2 | AirportData | yes | no | yes | no |
| 3 | BAMS | no | no | no | yes |
| 4 | BBCJohnPeelsess | yes | yes | yes | yes |
| 5 | BBOP | no | yes | no | yes |
| 6 | BT... | 0 |
| TestName | Excel | | | AES | MRE-IPI |
| --- | --- | --- | --- | --- | --- |
| Birthdays | 0 | 1 | 1 | 1 | 1 |
| OPERM5 | 0 | 1 | 1 | 1 | 1 |
| 32x32Binary<br>Rank | 0 | 0 | 0 | 1 | 1 |
| 6x8BinaryRank | 0 | 0 | 0 | 1 | 0 |
| Bitstream | 0 | 0 | 0 | 1 | 0 |
| OPSO | 0 | 0 | 0 | 1 | 0 |
| OQSO | 0 | 0 | 0 | 1 | 0 |
... | | STSSerial<br>(Generalized) | 0 | 0 | 0 | 1 | 0 |
| --- | --- | --- | --- | --- | --- |
| RGBBit<br>Distribution | 0 | 0 | 0 | 1 | 0 |
| RGBGeneralized<br>Minimum<br>Distance | 0 | 0 | 1 | 1 | 0 |
| RGB<br>Permutations | 0 | 1 | 1 | 0 | 1 |
| RGBLagged<br>Sum | 0 | 0 | 0 | 1 | 0 |
| RGB<br>Kolmogorov-<br>Smirnov | 0 |... | 1 |
| TestName | Excel | | | AES | MRE-IPI |
| --- | --- | --- | --- | --- | --- |
| Birthdays | 0 | 1 | 1 | 1 | 1 |
| OPERM5 | 0 | 1 | 1 | 1 | 1 |
| 32x32Binary<br>Rank | 0 | 0 | 0 | 1 | 1 |
| 6x8BinaryRank | 0 | 0 | 0 | 1 | 0 |
| Bitstream | 0 | 0 | 0 | 1 | 0 |
| OPSO | 0 | 0 | 0 | 1 | 0 |
| OQSO | 0 | 0 | 0 | 1 | 0 |
... | | 23 | OpenCyc | no | no | yes | no |
| --- | --- | --- | --- | --- | --- |
| 24 | RKBExplorerData | yes | yes | yes | no |
| 25 | STWThesaurusforEconomics | no | no | no | yes |
| 26 | SwetoDblp | yes | no | no | yes |
| 27 | TaxonConceptKB | no | no | no | yes |
| 28 | TelegraphisLOD | yes | yes | no | yes |
| 29 | T... | 0 |
| HeaderField | Size |
| --- | --- |
| Nodetype | 2 |
| Numberofprefixesstored | 4 | | | LSRfield | 6 |
| --- | --- |
| Pointertoremainingleafentries | 16 |
| PrefixandNHI | ValuespecifiedintheLSRfield+8 | | 1 |
| HeaderField | Size |
| --- | --- |
| Nodetype | 2 |
| Numberofprefixesstored | 4 | | | Item | Configuration |
| --- | --- |
| IssueWidth | 5 |
| CommitWidth | 4 |
| ROBSize | 128 |
| ALUUnits | 6 |
| FPUUnits | 6 |
| LoadUnits | 1 |
| StoreUnits | 1 |
| LoadQueueSize | 48 |
| StoreQueueSize | 32 | | 0 |
| HeaderField | Size |
| --- | --- |
| Nodetype | 2 | | | Numberofprefixesstored | 4 |
| --- | --- |
| LSRfield | 6 |
| Pointertoremainingleafentries | 16 |
| PrefixandNHI | ValuespecifiedintheLSRfield+8 | | 1 |
| HeaderField | Size |
| --- | --- |
| Nodetype | 2 | | | FPUUnits | 6 |
| --- | --- |
| LoadUnits | 1 |
| StoreUnits | 1 |
| LoadQueueSize | 48 |
| StoreQueueSize | 32 | | 0 |
| Symbol | Meaning | Separatingdistance |
| --- | --- | --- |
| E | Entropy | 2.0267 |
| B | Totalnon-zerohistogrambins | 1.7142 |
| M2 | Secondordercentralmoment | 1.5166 |
| Γ(h)4 | Rightdiagonaledge | 1.2329 | | | Γ(h)3 | Leftdiagonaledge | 1.2047 |
| --- | --- | --- |
| M1 | Firstordermoment(mean) | 0.8501 |
| Γ(h)2 | Verticaledge | 0.7979 |
| Γ(h)1 | Horizontaledge | 0.8353 | | 1 |
| Symbol | Meaning | Separatingdistance |
| --- | --- | --- |
| E | Entropy | 2.0267 |
| B | Totalnon-zerohistogrambins | 1.7142 |
| M2 | Secondordercentralmoment | 1.5166 |
| Γ(h)4 | Rightdiagonaledge | 1.2329 | | | MAP | Top-1 | Top-5 | Top-10 | Time |
| --- | --- | --- | --- | --- |
| GMM-NormalKL | 0.53 | 0.46 | 0.42 | 0.375s |
| GMM-VariationalKL | 0.45 | 0.42 | 0.38 | 0.016s |
| GMM-Wasserstein | 0.62 | 0.52 | 0.46 | 5.147s |
| SMT-Riemannian | 0.50 | 0.44 | 0.39 | 0.754s |
| SMT-NormalKL | 0.53 | 0.44 | 0.39 | 0.125s |
| S... | 0 |
| Symbol | Meaning | Separatingdistance |
| --- | --- | --- |
| E | Entropy | 2.0267 |
| B | Totalnon-zerohistogrambins | 1.7142 | | | M2 | Secondordercentralmoment | 1.5166 |
| --- | --- | --- |
| Γ(h)4 | Rightdiagonaledge | 1.2329 |
| Γ(h)3 | Leftdiagonaledge | 1.2047 |
| M1 | Firstordermoment(mean) | 0.8501 |
| Γ(h)2 | Verticaledge | 0.7979 |
| Γ(h)1 | Horizontaledge | 0.8353 | | 1 |
| Symbol | Meaning | Separatingdistance |
| --- | --- | --- |
| E | Entropy | 2.0267 |
| B | Totalnon-zerohistogrambins | 1.7142 | | | SMT-NormalKL | 0.53 | 0.44 | 0.39 | 0.125s |
| --- | --- | --- | --- | --- |
| SMT-Wasserstein | 0.59 | 0.51 | 0.46 | 9.04s |
| SIFT-BoW-Euclidean | 0.43 | 0.37 | 0.32 | 0.0007s | | 0 |
| | Bilinear | | | | GB-DR |
| --- | --- | --- | --- | --- | --- |
| buddha | 35.22±0.00 | 38.22±0.11 | 39.12±0.62 | 37.73±0.03 | 38.59±0.08 |
| buddha2 | 30.97±0.00 | 33.01±0.11 | 33.63±0.22 | 33.67±0.00 | 34.17±0.01 |
| couple | 25.52±0.00 | 26.22±1.61 | 31.83±2.80 | 28.56±0.00 | 32.79±0.17 |
| cube | 26.06±0.00 ... | | medieval | 30.07±0.00 | 30.53±0.67 | 33.34±0.71 | 31.23±0.00 | 33.23±0.03 |
| --- | --- | --- | --- | --- | --- |
| mona | 35.11±0.00 | 37.54±0.64 | 38.32±1.14 | 39.07±0.00 | 39.30±0.04 |
| papillon | 36.19±0.00 | 39.91±0.15 | 40.59±0.89 | 39.88±0.00 | 40.94±0.06 |
| pyramide | 26.49±0.00 | 26.73±1.42 | 33.35±4.06 | ... | 1 |
| | Bilinear | | | | GB-DR |
| --- | --- | --- | --- | --- | --- |
| buddha | 35.22±0.00 | 38.22±0.11 | 39.12±0.62 | 37.73±0.03 | 38.59±0.08 |
| buddha2 | 30.97±0.00 | 33.01±0.11 | 33.63±0.22 | 33.67±0.00 | 34.17±0.01 |
| couple | 25.52±0.00 | 26.22±1.61 | 31.83±2.80 | 28.56±0.00 | 32.79±0.17 |
| cube | 26.06±0.00 ... | | | Bilinear | | | | GB-DR |
| --- | --- | --- | --- | --- | --- |
| amethyst | 32.69±0.01 | 21.94±0.30 | 31.47±1.07 | 34.79±0.01 | 35.97±0.03 |
| beans | 43.81±0.01 | 22.66±0.26 | 31.25±1.85 | 47.38±0.02 | 48.67±0.12 |
| bracelet | 29.06±0.00 | 17.37±0.22 | 15.83±0.32 | 31.96±0.00 | 35.23±0.06 |
| bulldozer | 31.8... | 0 |
| | Bilinear | | | | GB-DR |
| --- | --- | --- | --- | --- | --- |
| buddha | 35.22±0.00 | 38.22±0.11 | 39.12±0.62 | 37.73±0.03 | 38.59±0.08 |
| buddha2 | 30.97±0.00 | 33.01±0.11 | 33.63±0.22 | 33.67±0.00 | 34.17±0.01 |
| couple | 25.52±0.00 | 26.22±1.61 | 31.83±2.80 | 28.56±0.00 | 32.79±0.17 |
| cube | 26.06±0.00 ... | | medieval | 30.07±0.00 | 30.53±0.67 | 33.34±0.71 | 31.23±0.00 | 33.23±0.03 |
| --- | --- | --- | --- | --- | --- |
| mona | 35.11±0.00 | 37.54±0.64 | 38.32±1.14 | 39.07±0.00 | 39.30±0.04 |
| papillon | 36.19±0.00 | 39.91±0.15 | 40.59±0.89 | 39.88±0.00 | 40.94±0.06 |
| pyramide | 26.49±0.00 | 26.73±1.42 | 33.35±4.06 | ... | 1 |
| | Bilinear | | | | GB-DR |
| --- | --- | --- | --- | --- | --- |
| buddha | 35.22±0.00 | 38.22±0.11 | 39.12±0.62 | 37.73±0.03 | 38.59±0.08 |
| buddha2 | 30.97±0.00 | 33.01±0.11 | 33.63±0.22 | 33.67±0.00 | 34.17±0.01 |
| couple | 25.52±0.00 | 26.22±1.61 | 31.83±2.80 | 28.56±0.00 | 32.79±0.17 |
| cube | 26.06±0.00 ... | | eucalyptus | 31.71±0.00 | 23.38±0.17 | 32.23±1.61 | 33.03±0.00 | 34.51±0.01 |
| --- | --- | --- | --- | --- | --- |
| knights | 31.31±0.02 | 19.36±0.07 | 25.55±1.40 | 34.38±0.05 | 35.37±0.06 |
| treasure | 27.98±0.00 | 21.45±0.14 | 27.86±0.89 | 29.58±0.00 | 31.37±0.01 |
| truck | 33.52±0.02 | 23.27±0.05 | 33.04±1.66 ... | 0 |
| parameters | value |
| --- | --- |
| dfs.replication | 1or3 |
| dfs.block.size | 64MB |
| mapred.child.java.opts | -Xmx512m |
| mapred.job.reuse.jvm.num.tasks | -1 |
| io.sort.mb | 125 | | | io.sort.record.percent | 0.2 |
| --- | --- |
| io.sort.spill.percent | 0.8 |
| io.bytes.per.checksum | 4096 |
| mapred.tasktracker.reduce.<br>tasks.maximum | 2or3 |
| mapred.tasktracker.map.tasks.maximum | 3 | | 1 |
| parameters | value |
| --- | --- |
| dfs.replication | 1or3 |
| dfs.block.size | 64MB |
| mapred.child.java.opts | -Xmx512m |
| mapred.job.reuse.jvm.num.tasks | -1 |
| io.sort.mb | 125 | | | Variable | HadoopParameter | DefaultValue | Effect |
| --- | --- | --- | --- |
| pNumNodes<br>pTaskMem<br>pMaxMapsPerNode<br>pMaxRedPerNode | NumberofNodes<br>mapred.child.java.opts<br>mapred.tasktracker.map.tasks.max<br>mapred.tasktracker.reduce.tasks.max | -Xmx200m<br>2<br>2 | System<br>System<br>System<br>System |
... | 0 |
| parameters | value |
| --- | --- |
| dfs.replication | 1or3 |
| dfs.block.size | 64MB |
| mapred.child.java.opts | -Xmx512m |
| mapred.job.reuse.jvm.num.tasks | -1 |
| io.sort.mb | 125 |
| io.sort.record.percent | 0.2 |
| io.sort.spill.percent | 0.8 |
| io.bytes.per.checksum | 4096 | | | mapred.tasktracker.reduce.<br>tasks.maximum | 2or3 |
| --- | --- |
| mapred.tasktracker.map.tasks.maximum | 3 | | 1 |
| parameters | value |
| --- | --- |
| dfs.replication | 1or3 |
| dfs.block.size | 64MB |
| mapred.child.java.opts | -Xmx512m |
| mapred.job.reuse.jvm.num.tasks | -1 |
| io.sort.mb | 125 |
| io.sort.record.percent | 0.2 |
| io.sort.spill.percent | 0.8 |
| io.bytes.per.checksum | 4096 | | | pNumReducers<br>pInMemMergeThr<br>pShuffleInBufPerc<br>pShuffleMergePerc<br>pReducerInBufPerc | mapred.reduce.tasks<br>mapred.inmem.merge.threshold<br>mapred.job.shuffle.input.buffer.percent<br>mapred.job.shuffle.merge.percent<br>mapred.job.reduce.input.buffer.percent | 1000<br>0.7<br>0.66<br>0 | Job<br>Job<br>Job<br>Job<br>Jo... | 0 |
| | wall | floor | cabin | bed | chair | sofa | table | door | wdw | bslf | pic | cnter |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SF5<br>DFCN<br>DFCN-DCRF | 74.94<br>74.72<br>74.29 | 87.41<br>87.41<br>86.78 | 41.70<br>41.52<br>43.44 | 66.53<br>62.49<br>64.25 | 64.45<br>64.58<br... | | | towel | shwr | box | board | person | stand | toilet | sink | lamp | btub | bag | mean |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SF5<br>DFCN<br>DFCN-DCRF | 16.55<br>28.43<br>29.77 | 6.06<br>0.21<br>0 | 15.77<br>23.62<br>25.69 | 49.23<br>45.03<br>45.21 | 14.59<br>29.64<br>3... | 1 |
| | wall | floor | cabin | bed | chair | sofa | table | door | wdw | bslf | pic | cnter |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SF5<br>DFCN<br>DFCN-DCRF | 74.94<br>74.72<br>74.29 | 87.41<br>87.41<br>86.78 | 41.70<br>41.52<br>43.44 | 66.53<br>62.49<br>64.25 | 64.45<br>64.58<br... | | Direction | Discuss | Eat | Greet | Phone | Pose | Purchase |
| --- | --- | --- | --- | --- | --- | --- |
| 89.9<br>65.0<br>69.5<br>68.7<br>74.4<br>57.5<br>58.6 | 97.6<br>73.5<br>80.2<br>74.8<br>66.7<br>68.6<br>64.6 | 90.0<br>76.8<br>78.2<br>67.8<br>67.9<br>59.6<br>63.7 | 107.9<br>86.4<br>87.0<br>76.4<br>75.2<br>67.3... | 0 |
| | wall | floor | cabin | bed | chair | sofa | table | door | wdw | bslf | pic | cnter |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SF5<br>DFCN<br>DFCN-DCRF | 74.94<br>74.72<br>74.29 | 87.41<br>87.41<br>86.78 | 41.70<br>41.52<br>43.44 | 66.53<br>62.49<br>64.25 | 64.45<br>64.58<br... | | | desk | shelf | ctn | drssr | pillow | mirror | mat | clthes | ceiling | books | fridge | tv |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SF5<br>DFCN<br>DFCN-DCRF | 18.31<br>20.47<br>21.28 | 9.20<br>7.16<br>7.23 | 52.68<br>53.58<br>55.5 | 34.61<br>35.65<br>39.49 | 37.77<br>35.... | 1 |
| | wall | floor | cabin | bed | chair | sofa | table | door | wdw | bslf | pic | cnter |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SF5<br>DFCN<br>DFCN-DCRF | 74.94<br>74.72<br>74.29 | 87.41<br>87.41<br>86.78 | 41.70<br>41.52<br>43.44 | 66.53<br>62.49<br>64.25 | 64.45<br>64.58<br... | | 57.0<br>52.8 | 58.6<br>54.8 | 57.9<br>54.2 | 58.7<br>54.3 | 67.1<br>61.8 | 54.2<br>53.1 | 65.9<br>53.6 |
| --- | --- | --- | --- | --- | --- | --- |
| SitDown | Smoke | Photo | Wait | Walk | WalkDog | WalkPair |
| 240.1<br>173.9<br>113.9<br>113.8<br>127.3<br>117.5<br>103.5 | 106.7<br>85.0<br>89.7<br>78.0<br>79.6<br>6... | 0 |
| Model | Description |
| --- | --- |
| DNN | Deepfully-connectednetwork,artificialneuralnetworkwithdeeplayers | | | CNN | Convolutionalneuralnetwork,multipleconvolutionoperationsforfeatureextraction |
| --- | --- |
| RNN | Recurrentneuralnetwork,networkwithtimecorrelationsandLSTM |
| DBN/RBM | DeepbeliefnetworkandrestrictedBoltzmannmachine |
| SAE | Stackedautoencoder,featurelearningbydecoding-encodingautoencoder |
| Hybrid | comb... | 1 |
| Model | Description |
| --- | --- |
| DNN | Deepfully-connectednetwork,artificialneuralnetworkwithdeeplayers | | | Framework | Language | NativeModels | LinesofCode |
| --- | --- | --- | --- |
| Caffe | C++ | CNN | 74,903 |
| Theano | Python,C | MLP/CNN/RNN | 148,817 |
| Torch | Lua,C | MLP/CNN/RNN | 458,650 |
| TensorFlow | C++ | MLP/CNN/RNN | 335,669 |
| Matconvnet | Matlab,C | CNN | 43,087 |
| LightNet | Matlab | MLP/CNN/RNN | ... | 0 |
| Model | Description |
| --- | --- |
| DNN | Deepfully-connectednetwork,artificialneuralnetworkwithdeeplayers |
| CNN | Convolutionalneuralnetwork,multipleconvolutionoperationsforfeatureextraction |
| RNN | Recurrentneuralnetwork,networkwithtimecorrelationsandLSTM | | | DBN/RBM | DeepbeliefnetworkandrestrictedBoltzmannmachine |
| --- | --- |
| SAE | Stackedautoencoder,featurelearningbydecoding-encodingautoencoder |
| Hybrid | combinationofsomedeepmodels | | 1 |
| Model | Description |
| --- | --- |
| DNN | Deepfully-connectednetwork,artificialneuralnetworkwithdeeplayers |
| CNN | Convolutionalneuralnetwork,multipleconvolutionoperationsforfeatureextraction |
| RNN | Recurrentneuralnetwork,networkwithtimecorrelationsandLSTM | | | Torch | Lua,C | MLP/CNN/RNN | 458,650 |
| --- | --- | --- | --- |
| TensorFlow | C++ | MLP/CNN/RNN | 335,669 |
| Matconvnet | Matlab,C | CNN | 43,087 |
| LightNet | Matlab | MLP/CNN/RNN | 951(1,762)* | | 0 |
| FeatureType | Top100 | Top500 |
| --- | --- | --- |
| Extension | 27 | 79 |
| Filesizerelated | 2 | 2 | | | Timerelated | 3 | 3 |
| --- | --- | --- |
| Text | 68 | 416 | | 1 |
| FeatureType | Top100 | Top500 |
| --- | --- | --- |
| Extension | 27 | 79 |
| Filesizerelated | 2 | 2 | | | Featurecategory | datasetI | datasetII |
| --- | --- | --- |
| Filename | 29736 | 14861 |
| Filepath | 788 | 315 |
| Fileextensions | 1170 | 316 |
| Filesizerelated | 2 | 2 |
| Timerelated | 3 | 3 |
| Totalfeaturesize | 31699 | 15497 | | 0 |
| FeatureType | Top100 | Top500 |
| --- | --- | --- |
| Extension | 27 | 79 |
| Filesizerelated | 2 | 2 | | | Timerelated | 3 | 3 |
| --- | --- | --- |
| Text | 68 | 416 | | 1 |
| FeatureType | Top100 | Top500 |
| --- | --- | --- |
| Extension | 27 | 79 |
| Filesizerelated | 2 | 2 | | | Fileextensions | 1170 | 316 |
| --- | --- | --- |
| Filesizerelated | 2 | 2 |
| Timerelated | 3 | 3 |
| Totalfeaturesize | 31699 | 15497 | | 0 |
| Method | ξ1 | ξ2 | γ1 | γ2 |
| --- | --- | --- | --- | --- |
| Groundtruth | 0.8 | 1.5 | 10 | 1 | | | DeconvEM | 0.60 | 0.96 | 21.10 | 0.42 |
| --- | --- | --- | --- | --- |
| DeconvMCMC | 0.80 | 2.15 | 10.05 | 1.50 |
| JointMCMC | 0.82 | 1.37 | 11.24 | 0.82 | | 1 |
| Method | ξ1 | ξ2 | γ1 | γ2 |
| --- | --- | --- | --- | --- |
| Groundtruth | 0.8 | 1.5 | 10 | 1 | | | Methods | A→W | D→W | W→D |
| --- | --- | --- | --- |
| GFK | 21.4±0.2 | 69.1±0.3 | 65.0±0.2 |
| CNN | 59.40±0.5 | 94.40±0.3 | 98.80±0.2 |
| LapCNN | 60.40±0.30 | 94.70±0.50 | 99.10±0.20 |
| DDC | 60.50±0.70 | 94.80±0.50 | 98.50±0.40 |
| DAN | 64.50±0.40 | 95.20±0.30 | 98.60±0.20 |
| FCR2-c | 61.38 | 94.72 | 98.80 |
... | 0 |
| Method | ξ1 | ξ2 | γ1 | γ2 |
| --- | --- | --- | --- | --- |
| Groundtruth | 0.8 | 1.5 | 10 | 1 | | | DeconvEM | 0.60 | 0.96 | 21.10 | 0.42 |
| --- | --- | --- | --- | --- |
| DeconvMCMC | 0.80 | 2.15 | 10.05 | 1.50 |
| JointMCMC | 0.82 | 1.37 | 11.24 | 0.82 | | 1 |
| Method | ξ1 | ξ2 | γ1 | γ2 |
| --- | --- | --- | --- | --- |
| Groundtruth | 0.8 | 1.5 | 10 | 1 | | | MLR+CFV+FCR2-c | 56.60 | 96.48 | 99.40 |
| --- | --- | --- | --- |
| CFV+FCR1-c+FCR2-c | 58.87 | 96.73 | 99.60 |
| MLR+FCR1-c+FCR2-c | 63.52 | 96.73 | 99.80 |
| MLR+CFV+FCR1-c+FCR2-c | 59.50 | 96.48 | 99.80 | | 0 |
| ScriptType | Model | Parameter | Description | Value |
| --- | --- | --- | --- | --- |
| JavaScript<br>JavaScript<br>JavaScript | LaMP<br>LaMP<br>LaMP | BJS,LaMP<br>HJS,LaMP<br>EJS,LaMP | MinibatchSize<br>LSTMHiddenLayerSize<br>EmbeddingLayerSize | 200<br>1500<br>64 | | | JavaScript<br>JavaScript<br>JavaScript<br>JavaScript<br>JavaScript<br>JavaScript | CPoLS<br>CPoLS<br>CPoLS<br>CPoLS<br>CPoLS<br>CPoLS | BJS,CPoLS<br>HJS,CPoLS<br>EJS,CPoLS<br>WJS,CPoLS<br>SJS,CPoLS<br>FJS,CPoLS | MinibatchSize<br>LSTMHiddenLayerSize<br>EmbeddingLayerSize<br>CNNWindowSize<br>CNNWindowStride<br>Numbero... | 1 |
| ScriptType | Model | Parameter | Description | Value |
| --- | --- | --- | --- | --- |
| JavaScript<br>JavaScript<br>JavaScript | LaMP<br>LaMP<br>LaMP | BJS,LaMP<br>HJS,LaMP<br>EJS,LaMP | MinibatchSize<br>LSTMHiddenLayerSize<br>EmbeddingLayerSize | 200<br>1500<br>64 | | | ScriptType | Model | Parameter | Description | Value |
| --- | --- | --- | --- | --- |
| JavaScript<br>JavaScript<br>JavaScript | LaMP<br>LaMP<br>LaMP | BJS,LaMP<br>HJS,LaMP<br>EJS,LaMP | MinibatchSize<br>LSTMHiddenLayerSize<br>EmbeddingLayerSize | 200<br>1500<br>64 |
| JavaScript<br>JavaScript<br>JavaScript<br>JavaS... | 0 |
| ScriptType | Model | Parameter | Description | Value |
| --- | --- | --- | --- | --- |
| JavaScript<br>JavaScript<br>JavaScript | LaMP<br>LaMP<br>LaMP | BJS,LaMP<br>HJS,LaMP<br>EJS,LaMP | MinibatchSize<br>LSTMHiddenLayerSize<br>EmbeddingLayerSize | 200<br>1500<br>64 | | | JavaScript<br>JavaScript<br>JavaScript<br>JavaScript<br>JavaScript<br>JavaScript | CPoLS<br>CPoLS<br>CPoLS<br>CPoLS<br>CPoLS<br>CPoLS | BJS,CPoLS<br>HJS,CPoLS<br>EJS,CPoLS<br>WJS,CPoLS<br>SJS,CPoLS<br>FJS,CPoLS | MinibatchSize<br>LSTMHiddenLayerSize<br>EmbeddingLayerSize<br>CNNWindowSize<br>CNNWindowStride<br>Numbero... | 1 |
| ScriptType | Model | Parameter | Description | Value |
| --- | --- | --- | --- | --- |
| JavaScript<br>JavaScript<br>JavaScript | LaMP<br>LaMP<br>LaMP | BJS,LaMP<br>HJS,LaMP<br>EJS,LaMP | MinibatchSize<br>LSTMHiddenLayerSize<br>EmbeddingLayerSize | 200<br>1500<br>64 | | | VBScript<br>VBScript<br>VBScript | LaMP<br>LaMP<br>LaMP | BVBS,LaMP<br>HVBS,LaMP<br>EVBS,LaMP | MinibatchSize<br>LSTMHiddenLayerSize<br>EmbeddingLayerSize | 100<br>1500<br>128 |
| --- | --- | --- | --- | --- |
| VBScript<br>VBScript<br>VBScript<br>VBScript<br>VBScript<br>VBScript | CPoLS<br>CPoLS<br>CPoLS<br>CPoLS<br... | 0 |
| data(latencyperiod) | MI(E,I)C | CMI(E,I\|D)CC | II(EC,I,DC) |
| --- | --- | --- | --- |
| papers(LP=2yrs)<br>papers(LP=5yrs) | 0.4362<br>0.4522 | 0.4191<br>0.4886 | -0.0172<br>0.0363 |
| patents(LP=2yrs)<br>patents(LP=5yrs) | 0.0812<br>0.1994 | 0.0336<br>0.1293 | -0.0477<br>-0.0700 | | | opinions(LP=2yrs)<br>opinions(LP=5yrs) | 0.3203<br>0.3287 | 0.1659<br>0.1946 | -0.1544<br>-0.1341 |
| --- | --- | --- | --- |
| USSCopinions(LP=2yrs)<br>USSCopinions(LP=5yrs) | 0.7600<br>1.0105 | 0.9385<br>1.2073 | 0.1785<br>0.1968 | | 1 |
| data(latencyperiod) | MI(E,I)C | CMI(E,I\|D)CC | II(EC,I,DC) |
| --- | --- | --- | --- |
| papers(LP=2yrs)<br>papers(LP=5yrs) | 0.4362<br>0.4522 | 0.4191<br>0.4886 | -0.0172<br>0.0363 |
| patents(LP=2yrs)<br>patents(LP=5yrs) | 0.0812<br>0.1994 | 0.0336<br>0.1293 | -0.0477<br>-0.0700 | | | | ax1 | bx2 | ax+bx12 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| latencyperiod | a | R | b | R | a | b | R |
| papers | | | | | | | |
| LP=2yrs<br>LP=5yrs | 0.804<br>0.2783 | 0.5453<br>0.5377 | 0.1677<br>0.0954 | 0.3666<br>0.4956 | 0.6739<br>0.1751 | 0.0366<br>0.0432 | 0.5555<br>0.5778 ... | 0 |
| data(latencyperiod) | MI(E,I)C | CMI(E,I\|D)CC | II(EC,I,DC) |
| --- | --- | --- | --- |
| papers(LP=2yrs)<br>papers(LP=5yrs) | 0.4362<br>0.4522 | 0.4191<br>0.4886 | -0.0172<br>0.0363 | | | patents(LP=2yrs)<br>patents(LP=5yrs) | 0.0812<br>0.1994 | 0.0336<br>0.1293 | -0.0477<br>-0.0700 |
| --- | --- | --- | --- |
| opinions(LP=2yrs)<br>opinions(LP=5yrs) | 0.3203<br>0.3287 | 0.1659<br>0.1946 | -0.1544<br>-0.1341 |
| USSCopinions(LP=2yrs)<br>USSCopinions(LP=5yrs) | 0.7600<br>1.0105 | 0.9385<br>1.2073 | 0.1... | 1 |
| data(latencyperiod) | MI(E,I)C | CMI(E,I\|D)CC | II(EC,I,DC) |
| --- | --- | --- | --- |
| papers(LP=2yrs)<br>papers(LP=5yrs) | 0.4362<br>0.4522 | 0.4191<br>0.4886 | -0.0172<br>0.0363 | | | legal | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| LP=2yrs | 0.9337 | 0.5437 | 0.2486 | 0.2317 | 0.8782 | 0.0301 | 0.5464 | | 0 |
| EigenvectorCentrality<br>Ranking# | NodeID |
| --- | --- |
| 1 | 324 |
| 2 | 351 |
| 3 | 263 |
| 4 | 350 |
| 5 | 299 |
| 6 | 410 | | | 7 | 393 |
| --- | --- |
| 8 | 48 |
| 9 | 124 |
| 10 | 80 | | 1 |
| EigenvectorCentrality<br>Ranking# | NodeID |
| --- | --- |
| 1 | 324 |
| 2 | 351 |
| 3 | 263 |
| 4 | 350 |
| 5 | 299 |
| 6 | 410 | | | 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 | 324 |
| 2 | 351 |
| 3 | 263 |
| 4 | 350 |
| 5 | 299 |
| 6 | 410 |
| 7 | 393 |
| 8 | 48 | | | 9 | 124 |
| --- | --- |
| 10 | 80 | | 1 |
| EigenvectorCentrality<br>Ranking# | NodeID |
| --- | --- |
| 1 | 324 |
| 2 | 351 |
| 3 | 263 |
| 4 | 350 |
| 5 | 299 |
| 6 | 410 |
| 7 | 393 |
| 8 | 48 | | | 6 | 706 |
| --- | --- |
| 7 | 546 |
| 8 | 578 |
| 9 | 170 |
| 10 | 90 | | 0 |
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