premise string | hypothesis string | label int64 |
|---|---|---|
| Type | Configuration |
| --- | --- |
| Sigmoid | - |
| FullyConnected | n:2 |
| Dropout | ratio:0.5 |
| FullyConnected | n:512 |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:128,k:3×3,s:1,p:1 |
| BatchNormalization | - |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:64,k:3×3,s:1,p:1 |
| BatchNormalization | - |
| MaxPooling | k:2×2,s:2 | | | Convolution | n:32,k:3×3,s:1,p:1 |
| --- | --- |
| Input | 45×45gray-scaleimage | | 1 |
| Type | Configuration |
| --- | --- |
| Sigmoid | - |
| FullyConnected | n:2 |
| Dropout | ratio:0.5 |
| FullyConnected | n:512 |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:128,k:3×3,s:1,p:1 |
| BatchNormalization | - |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:64,k:3×3,s:1,p:1 |
| BatchNormalization | - |
| MaxPooling | k:2×2,s:2 | | | Layer | Units | Filters | FilterSize | PoolSize | Activation |
| --- | --- | --- | --- | --- | --- |
| 1-input | - | - | - | - | - |
| 2-conv-1 | - | 8/16* | 5x5/11x11 | - | ReLu |
| 3-maxpool-1 | - | - | - | 2x2 | - |
| 4-conv-2 | - | 8/16* | 5x5/11x11 | - | ReLu |
| 5-maxpool-2 | - | - | - | 2x2 | - |
| 6-dropout(507-fullyconnected-1 | 256 | - | - | - | ReLu |
| 8-fullyconnected-2 | 10 | - | - | - | Sigmoid | | 0 |
| Type | Configuration |
| --- | --- |
| Sigmoid | - |
| FullyConnected | n:2 |
| Dropout | ratio:0.5 |
| FullyConnected | n:512 |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:128,k:3×3,s:1,p:1 |
| BatchNormalization | - |
| MaxPooling | k:2×2,s:2 | | | Convolution | n:64,k:3×3,s:1,p:1 |
| --- | --- |
| BatchNormalization | - |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:32,k:3×3,s:1,p:1 |
| Input | 45×45gray-scaleimage | | 1 |
| Type | Configuration |
| --- | --- |
| Sigmoid | - |
| FullyConnected | n:2 |
| Dropout | ratio:0.5 |
| FullyConnected | n:512 |
| MaxPooling | k:2×2,s:2 |
| Convolution | n:128,k:3×3,s:1,p:1 |
| BatchNormalization | - |
| MaxPooling | k:2×2,s:2 | | | 5-maxpool-2 | - | - | - | 2x2 | - |
| --- | --- | --- | --- | --- | --- |
| 6-dropout(507-fullyconnected-1 | 256 | - | - | - | ReLu |
| 8-fullyconnected-2 | 10 | - | - | - | Sigmoid | | 0 |
| Method | mAP | PERR | Hit@1 | gAP |
| --- | --- | --- | --- | --- |
| Baseline+rgb+z-norm+l2-norm | 36.84 | 64.38 | 78.62 | 70.31 |
| Baseline+rgb+pcawhitening+l2-norm | 36.71 | 64.33 | 78.60 | 69.98 | | | Baseline+rgb+audio+z-norm+l2-norm | 38.61 | 69.28 | 82.75 | 75.83 |
| --- | --- | --- | --- | --- |
| BINN+rgb+z-norm+l2-norm | 39.12 | 69.01 | 82.27 | 75.99 |
| BINN+rgb+pcawhitening+l2-norm | 38.42 | 69.03 | 82.31 | 75.98 |
| BINN+rgb+audio+z-norm+l2-norm | 40.91 | 72.27 | 84.96 | 79.29 | | 1 |
| Method | mAP | PERR | Hit@1 | gAP |
| --- | --- | --- | --- | --- |
| Baseline+rgb+z-norm+l2-norm | 36.84 | 64.38 | 78.62 | 70.31 |
| Baseline+rgb+pcawhitening+l2-norm | 36.71 | 64.33 | 78.60 | 69.98 | | | n | Definitional | Pruning | #Pretropisms | MixedVolume |
| --- | --- | --- | --- | --- |
| 4 | 0.02 | 0.62 | 2 | 4 |
| 5 | 0.43 | 1.04 | 0 | 14 |
| 6 | 17.90 | 1.56 | 8 | 26 |
| 7 | 301.26 | 2.57 | 28 | 132 |
| 8 | 33681.66 | 9.43 | 94 | 320 |
| 9 | | 44.97 | 259 | 1224 |
| 10 | | 978.67 | 712 | 3594 | | 0 |
| Method | mAP | PERR | Hit@1 | gAP |
| --- | --- | --- | --- | --- |
| Baseline+rgb+z-norm+l2-norm | 36.84 | 64.38 | 78.62 | 70.31 |
| Baseline+rgb+pcawhitening+l2-norm | 36.71 | 64.33 | 78.60 | 69.98 | | | Baseline+rgb+audio+z-norm+l2-norm | 38.61 | 69.28 | 82.75 | 75.83 |
| --- | --- | --- | --- | --- |
| BINN+rgb+z-norm+l2-norm | 39.12 | 69.01 | 82.27 | 75.99 |
| BINN+rgb+pcawhitening+l2-norm | 38.42 | 69.03 | 82.31 | 75.98 |
| BINN+rgb+audio+z-norm+l2-norm | 40.91 | 72.27 | 84.96 | 79.29 | | 1 |
| Method | mAP | PERR | Hit@1 | gAP |
| --- | --- | --- | --- | --- |
| Baseline+rgb+z-norm+l2-norm | 36.84 | 64.38 | 78.62 | 70.31 |
| Baseline+rgb+pcawhitening+l2-norm | 36.71 | 64.33 | 78.60 | 69.98 | | | 5 | 0.43 | 1.04 | 0 | 14 |
| --- | --- | --- | --- | --- |
| 6 | 17.90 | 1.56 | 8 | 26 |
| 7 | 301.26 | 2.57 | 28 | 132 |
| 8 | 33681.66 | 9.43 | 94 | 320 |
| 9 | | 44.97 | 259 | 1224 |
| 10 | | 978.67 | 712 | 3594 | | 0 |
| | cathedral | library | stationsouth | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| accuracy | time(s) | accuracy | time(s) | accuracy | time(s) | accuracy | |
| Baseline:singlestageESF | 4 | 24 | 0 | 25 | 2 | 23 | 0 |
| Baseline:singlestageICP | 5 | 305 | 5 | 241 | 0 | 167 | 5 |
| ESF-64+ICPwithout<br>adjustingfinalresidual | 5 | 85 | 3 | 73 | 0 | 56 | 4 | | | ESF-64+ICPwith<br>adjustingfinalresidual | 5 | 85 | 3 | 73 | 4 | 56 | 5 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| ESF-64+Go-ICPwith<br>adjustingfinalresidual | 5 | 85 | 3 | 73 | 4 | 56 | 5 |
| Theproposedmethod | 5 | 300 | 5 | 223 | 5 | 320 | 5 | | 1 |
| | cathedral | library | stationsouth | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| accuracy | time(s) | accuracy | time(s) | accuracy | time(s) | accuracy | |
| Baseline:singlestageESF | 4 | 24 | 0 | 25 | 2 | 23 | 0 |
| Baseline:singlestageICP | 5 | 305 | 5 | 241 | 0 | 167 | 5 |
| ESF-64+ICPwithout<br>adjustingfinalresidual | 5 | 85 | 3 | 73 | 0 | 56 | 4 | | | | Precision | Recall | F-measure | Coherence |
| --- | --- | --- | --- | --- |
| Notrepaired | 59.3 | 74.3 | 66.4 | 5006 |
| AMLR(nofilter) | 60.0 | 74.2 | 66.7 | 0 |
| AMLR(0.1) | 60.3 | 74.3 | 66.9 | 0 |
| AMLR(0.05) | 60.6 | 74.2 | 67.0 | 0 |
| AMLR(0.0) | 60.7 | 74.1 | 67.1 | 0 |
| LogMap2 | 59.6 | 74.3 | 66.6 | 4998 |
| ALCOMO | 59.9 | 74.2 | 66.7 | 2 | | 0 |
| | cathedral | library | stationsouth | | | |
| --- | --- | --- | --- | --- | --- | --- |
| accuracy | time(s) | accuracy | time(s) | accuracy | time(s) | accuracy | | | Baseline:singlestageESF | 4 | 24 | 0 | 25 | 2 | 23 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Baseline:singlestageICP | 5 | 305 | 5 | 241 | 0 | 167 | 5 |
| ESF-64+ICPwithout<br>adjustingfinalresidual | 5 | 85 | 3 | 73 | 0 | 56 | 4 |
| ESF-64+ICPwith<br>adjustingfinalresidual | 5 | 85 | 3 | 73 | 4 | 56 | 5 |
| ESF-64+Go-ICPwith<br>adjustingfinalresidual | 5 | 85 | 3 | 73 | 4 | 56 | 5 |
| Theproposedmethod | 5 | 300 | 5 | 223 | 5 | 320 | 5 | | 1 |
| | cathedral | library | stationsouth | | | |
| --- | --- | --- | --- | --- | --- | --- |
| accuracy | time(s) | accuracy | time(s) | accuracy | time(s) | accuracy | | | AMLR(0.05) | 60.6 | 74.2 | 67.0 | 0 |
| --- | --- | --- | --- | --- |
| AMLR(0.0) | 60.7 | 74.1 | 67.1 | 0 |
| LogMap2 | 59.6 | 74.3 | 66.6 | 4998 |
| ALCOMO | 59.9 | 74.2 | 66.7 | 2 | | 0 |
| innerproduct | | | | |
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| Orig. | Act. |
| --- | --- |
| .14 | 0. | | | .62 | 0. |
| --- | --- |
| .52 | 0. |
| .36 | 0. |
| .65 | 0. | | 1 |
| Orig. | Act. |
| --- | --- |
| .14 | 0. | | | 0.44 |
| --- |
| 0.46 |
| 0.44 |
| 0.45 |
| 0.40 | | 0 |
| Orig. | Act. |
| --- | --- |
| .14 | 0. |
| .62 | 0. | | | .52 | 0. |
| --- | --- |
| .36 | 0. |
| .65 | 0. | | 1 |
| Orig. | Act. |
| --- | --- |
| .14 | 0. |
| .62 | 0. | | | 0.45 |
| --- |
| 0.40 | | 0 |
| Strategies | CIA-CAMP2 | KB |
| --- | --- | --- |
| Overall | 0.524 | 0.574 |
| CAMP-A | 0.670 | 1.180 |
| CAMP-B | 0.621 | 0.970 | | | CAMP-C | 0.498 | 0.732 |
| --- | --- | --- |
| CAMP-D | 0.092 | 0.587 | | 1 |
| Strategies | CIA-CAMP2 | KB |
| --- | --- | --- |
| Overall | 0.524 | 0.574 |
| CAMP-A | 0.670 | 1.180 |
| CAMP-B | 0.621 | 0.970 | | | Strategy | ModelSize | AUC |
| --- | --- | --- |
| None | 56.11M | 0.927 |
| Bneck-Final-64 | 54.30M | 0.889 |
| Bneck-Final-256 | 55.17M | 0.917 |
| Bneck-Final-1024 | 58.63M | 0.925 |
| Bneck-Mid-64 | 40.77M | 0.915 |
| Bneck-Mid-256 | 42.29M | 0.924 |
| Bneck-Mid-1024 | 48.41M | 0.927 |
| FC-64 | 3.07M | 0.841 |
| FC-256 | 4.95M | 0.905 |
| FC-1024 | 13.22M | 0.924 |
| Global-avg-pool | 2.59M | 0.916 | | 0 |
| Strategies | CIA-CAMP2 | KB |
| --- | --- | --- |
| Overall | 0.524 | 0.574 |
| CAMP-A | 0.670 | 1.180 | | | CAMP-B | 0.621 | 0.970 |
| --- | --- | --- |
| CAMP-C | 0.498 | 0.732 |
| CAMP-D | 0.092 | 0.587 | | 1 |
| Strategies | CIA-CAMP2 | KB |
| --- | --- | --- |
| Overall | 0.524 | 0.574 |
| CAMP-A | 0.670 | 1.180 | | | FC-1024 | 13.22M | 0.924 |
| --- | --- | --- |
| Global-avg-pool | 2.59M | 0.916 | | 0 |
| | threshold | CER | CAR | CRR | F-measure |
| --- | --- | --- | --- | --- | --- |
| intra-MI | 3.6·10 | 0.383 | 0.600 | 0.760 | 0.700 |
| inter-MI | 0.0008 | 0.368 | 0.620 | 0.724 | 0.668 | | | 4-grammodel | 0.134 | 0.377 | 0.619 | 0.653 | 0.636 |
| --- | --- | --- | --- | --- | --- |
| linguistic6-grams | 0.188 | 0.422 | 0.578 | 0.574 | 0.576 |
| combinedMI | 9·10 | 0.251 | 0.759 | 0.663 | 0.708 | | 1 |
| | threshold | CER | CAR | CRR | F-measure |
| --- | --- | --- | --- | --- | --- |
| intra-MI | 3.6·10 | 0.383 | 0.600 | 0.760 | 0.700 |
| inter-MI | 0.0008 | 0.368 | 0.620 | 0.724 | 0.668 | | | Ldmk# | Ldmkname | Mean(mm) | SD(mm) | Max(mm) |
| --- | --- | --- | --- | --- |
| 1 | pognion(chin) | -3.796 | 3.138 | 1.805 |
| 2(*) | chincleft | 0.237 | 1.254 | 6.952 |
| 3 | lowerlip | -0.576 | 0.827 | 1.855 |
| 4(*) | centrelip | -0.317 | 0.534 | 0.760 |
| 5 | upperlip | -0.001 | 0.853 | 1.499 |
| 6 | subnasale | 0.992 | 1.195 | 4.306 |
| 7 | pronasale | -2.011 | 0.990 | 0.000 |
| 8 | nasion | -1.876 | 1.031 | 0.679 | | 0 |
| | threshold | CER | CAR | CRR | F-measure |
| --- | --- | --- | --- | --- | --- |
| intra-MI | 3.6·10 | 0.383 | 0.600 | 0.760 | 0.700 |
| inter-MI | 0.0008 | 0.368 | 0.620 | 0.724 | 0.668 | | | 4-grammodel | 0.134 | 0.377 | 0.619 | 0.653 | 0.636 |
| --- | --- | --- | --- | --- | --- |
| linguistic6-grams | 0.188 | 0.422 | 0.578 | 0.574 | 0.576 |
| combinedMI | 9·10 | 0.251 | 0.759 | 0.663 | 0.708 | | 1 |
| | threshold | CER | CAR | CRR | F-measure |
| --- | --- | --- | --- | --- | --- |
| intra-MI | 3.6·10 | 0.383 | 0.600 | 0.760 | 0.700 |
| inter-MI | 0.0008 | 0.368 | 0.620 | 0.724 | 0.668 | | | 2(*) | chincleft | 0.237 | 1.254 | 6.952 |
| --- | --- | --- | --- | --- |
| 3 | lowerlip | -0.576 | 0.827 | 1.855 |
| 4(*) | centrelip | -0.317 | 0.534 | 0.760 |
| 5 | upperlip | -0.001 | 0.853 | 1.499 |
| 6 | subnasale | 0.992 | 1.195 | 4.306 |
| 7 | pronasale | -2.011 | 0.990 | 0.000 |
| 8 | nasion | -1.876 | 1.031 | 0.679 | | 0 |
| Input | Algorithm | Precision | Recall | F1 |
| --- | --- | --- | --- | --- |
| Rawfeaturevector | OCNN | 0.5680±0.0129 | 0.8646±0.0599 | 0.6845±0.0184 |
| OCGP | 0.5767±0.0087 | 0.9000±0.0560 | 0.7023±0.0193 | |
| OCSVM | 0.6631±0.0057 | 0.9829±0.0011 | 0.7919±0.0040 | |
| Userrepresentation | OCNN | 0.8314±0.0351 | 0.8028±0.0476 | 0.8150±0.0163 |
| OCGP | 0.8381±,0.0225 | 0.8289±0.0374 | 0.8326±0.0158 | |
| OCSVM | 0.6558±0.0058 | 0.9590±0.0096 | 0.7789±0.0064 | | | | OCAN | 0.9067±0.0615 | 0.9292±0.0348 | 0.9010±0.0228 | |
| --- | --- | --- | --- | --- |
| Userrepresentation | OCAN-r | 0.8673±0.0355 | 0.8759±0.0529 | 0.8701±0.0267 | | 1 |
| Input | Algorithm | Precision | Recall | F1 |
| --- | --- | --- | --- | --- |
| Rawfeaturevector | OCNN | 0.5680±0.0129 | 0.8646±0.0599 | 0.6845±0.0184 |
| OCGP | 0.5767±0.0087 | 0.9000±0.0560 | 0.7023±0.0193 | |
| OCSVM | 0.6631±0.0057 | 0.9829±0.0011 | 0.7919±0.0040 | |
| Userrepresentation | OCNN | 0.8314±0.0351 | 0.8028±0.0476 | 0.8150±0.0163 |
| OCGP | 0.8381±,0.0225 | 0.8289±0.0374 | 0.8326±0.0158 | |
| OCSVM | 0.6558±0.0058 | 0.9590±0.0096 | 0.7789±0.0064 | | | | Input | Algorithm | Precision | Recall | F1 |
| --- | --- | --- | --- | --- |
| Rawfeaturevector | OCNN | 0.8029±0.1497 | 0.9075±0.0596 | 0.8383±0.0660 |
| OCGP | 0.9700±0.0222 | 0.7308±0.0812 | 0.8302±0.0450 | |
| OCSVM | 0.6590±0.0100 | 0.9404±0.0017 | 0.7749±0.0068 | |
| OCAN | 0.9755±0.0110 | 0.7416±0.0498 | 0.8416±0.0330 | |
| Transactionrepresentation | OCNN | 0.7058±0.1396 | 0.9390±0.0786 | 0.7910±0.0608 |
| OCGP | 0.8813±0.1177 | 0.8566±0.0822 | 0.8576±0.0417 | |
| OCSVM | 0.6547±0.0151 | 0.9509±0.0101 | 0.7755±0.0127 | |
| OCAN | 0.9067±0.0614 | 0.8320±0.0319 | 0.8656±0.0220 | | | 0 |
| Input | Algorithm | Precision | Recall | F1 |
| --- | --- | --- | --- | --- |
| Rawfeaturevector | OCNN | 0.5680±0.0129 | 0.8646±0.0599 | 0.6845±0.0184 |
| OCGP | 0.5767±0.0087 | 0.9000±0.0560 | 0.7023±0.0193 | | | | OCSVM | 0.6631±0.0057 | 0.9829±0.0011 | 0.7919±0.0040 | |
| --- | --- | --- | --- | --- |
| Userrepresentation | OCNN | 0.8314±0.0351 | 0.8028±0.0476 | 0.8150±0.0163 |
| OCGP | 0.8381±,0.0225 | 0.8289±0.0374 | 0.8326±0.0158 | |
| OCSVM | 0.6558±0.0058 | 0.9590±0.0096 | 0.7789±0.0064 | |
| OCAN | 0.9067±0.0615 | 0.9292±0.0348 | 0.9010±0.0228 | |
| Userrepresentation | OCAN-r | 0.8673±0.0355 | 0.8759±0.0529 | 0.8701±0.0267 | | 1 |
| Input | Algorithm | Precision | Recall | F1 |
| --- | --- | --- | --- | --- |
| Rawfeaturevector | OCNN | 0.5680±0.0129 | 0.8646±0.0599 | 0.6845±0.0184 |
| OCGP | 0.5767±0.0087 | 0.9000±0.0560 | 0.7023±0.0193 | | | | OCAN | 0.9755±0.0110 | 0.7416±0.0498 | 0.8416±0.0330 | |
| --- | --- | --- | --- | --- |
| Transactionrepresentation | OCNN | 0.7058±0.1396 | 0.9390±0.0786 | 0.7910±0.0608 |
| OCGP | 0.8813±0.1177 | 0.8566±0.0822 | 0.8576±0.0417 | |
| OCSVM | 0.6547±0.0151 | 0.9509±0.0101 | 0.7755±0.0127 | |
| OCAN | 0.9067±0.0614 | 0.8320±0.0319 | 0.8656±0.0220 | | | 0 |
| CHU | 0000-0002-5581-4883 |
| --- | --- |
| SCHUBERT | 0000-0003-4978-4670 |
| ASIRI | 0000-0001-7905-3209 |
| MATYJASZEWSKI | 0000-0003-1960-3402 | | | SMITH | 0000-0002-2381-2349 |
| --- | --- |
| HOSONO | 0000-0001-9260-6728 |
| INOUE | 0000-0002-7546-5334 |
| CAO | 0000-0003-3133-7119 |
| SCODELLARO | 0000-0002-4974-8330 | | 1 |
| CHU | 0000-0002-5581-4883 |
| --- | --- |
| SCHUBERT | 0000-0003-4978-4670 |
| ASIRI | 0000-0001-7905-3209 |
| MATYJASZEWSKI | 0000-0003-1960-3402 | | | Dice-coefficient | NameOne | NameTwo |
| --- | --- | --- |
| 0.7347 | blocklar | sahinagic |
| 0.7458 | frankenfeld | dhumatkar |
| 0.7429 | kolin | wendly |
| 0.7429 | lehky | turcon |
| 0.7368 | quinney | foica |
| 0.7407 | runt | meij | | 0 |
| CHU | 0000-0002-5581-4883 |
| --- | --- |
| SCHUBERT | 0000-0003-4978-4670 | | | ASIRI | 0000-0001-7905-3209 |
| --- | --- |
| MATYJASZEWSKI | 0000-0003-1960-3402 |
| SMITH | 0000-0002-2381-2349 |
| HOSONO | 0000-0001-9260-6728 |
| INOUE | 0000-0002-7546-5334 |
| CAO | 0000-0003-3133-7119 |
| SCODELLARO | 0000-0002-4974-8330 | | 1 |
| CHU | 0000-0002-5581-4883 |
| --- | --- |
| SCHUBERT | 0000-0003-4978-4670 | | | 0.7429 | lehky | turcon |
| --- | --- | --- |
| 0.7368 | quinney | foica |
| 0.7407 | runt | meij | | 0 |
| Dept | top-1 | top-2 | top-3 |
| --- | --- | --- | --- |
| AEGEANICS | Kormentzas(296) | Gritzalis(117) | Kambourakis(102) |
| AUEBDI | Kiountouzis(411) | Vazirgiannis(369) | Giannakoudakis(306) |
| AUTHDI | Pitas(686) | Manolopoulos(518) | Vlahavas(477) |
| AUTHECE | Strintzis(454) | Karagiannidis(332 | Tsiboukis(298) |
| CRETECSD | Orphanoudakis(1074) | Tziritas(925) | Konstantopoulos(425) | | | CRETEECE | Kalaitzakis(1055) | Stavrakakis(803) | Zervakis(250) |
| --- | --- | --- | --- |
| IOANCSE | Pitoura(273) | Lagaris(227) | Lykas(192) |
| IONIODI | Vlamos(99) | — | — |
| NTUAECE | Papadopoulos(1060) | Sellis(972) | Hizanidis(640) |
| PATRASECE | Groumpos(1307) | King(689) | Kotsopoulos(319) |
| PELOPDI | Simos(516) | Vassilakis(39) | Vlachos(18) |
| UADI | Ioannidis(411) | Syvridis(410) | Paschalis(293) |
| UNIPIDI | Theodoridis(294) | Virvou(157) | Alexandris(107) |
| UTHDIB | — | — | — |
| UTHECE | HoustisE.(270) | Tassiulas(233) | Lalis(108) | | 1 |
| Dept | top-1 | top-2 | top-3 |
| --- | --- | --- | --- |
| AEGEANICS | Kormentzas(296) | Gritzalis(117) | Kambourakis(102) |
| AUEBDI | Kiountouzis(411) | Vazirgiannis(369) | Giannakoudakis(306) |
| AUTHDI | Pitas(686) | Manolopoulos(518) | Vlahavas(477) |
| AUTHECE | Strintzis(454) | Karagiannidis(332 | Tsiboukis(298) |
| CRETECSD | Orphanoudakis(1074) | Tziritas(925) | Konstantopoulos(425) | | | Department | Kendalτ |
| --- | --- |
| AEGEANICSD | 0.27 |
| AUEBDI | 0.17 |
| AUTHDI | 0.37 |
| AUTHECE | 0.34 |
| CRETECSD | 0.40 |
| CRETEECE | 0.50 |
| IOANCSE | 0.58 |
| IONIODI | 0.63 |
| NTUAECE | −0.04 |
| PATRASECE | 0.03 |
| PELOPDI | 0.71 |
| UADI | 0.39 |
| UNIPIDI | 0.11 |
| UTHDIB | 0.54 |
| UTHECE | −0.03 |
| ALLDEPTS | 0.08 | | 0 |
| Dept | top-1 | top-2 | top-3 |
| --- | --- | --- | --- |
| AEGEANICS | Kormentzas(296) | Gritzalis(117) | Kambourakis(102) |
| AUEBDI | Kiountouzis(411) | Vazirgiannis(369) | Giannakoudakis(306) | | | AUTHDI | Pitas(686) | Manolopoulos(518) | Vlahavas(477) |
| --- | --- | --- | --- |
| AUTHECE | Strintzis(454) | Karagiannidis(332 | Tsiboukis(298) |
| CRETECSD | Orphanoudakis(1074) | Tziritas(925) | Konstantopoulos(425) |
| CRETEECE | Kalaitzakis(1055) | Stavrakakis(803) | Zervakis(250) |
| IOANCSE | Pitoura(273) | Lagaris(227) | Lykas(192) |
| IONIODI | Vlamos(99) | — | — |
| NTUAECE | Papadopoulos(1060) | Sellis(972) | Hizanidis(640) |
| PATRASECE | Groumpos(1307) | King(689) | Kotsopoulos(319) |
| PELOPDI | Simos(516) | Vassilakis(39) | Vlachos(18) |
| UADI | Ioannidis(411) | Syvridis(410) | Paschalis(293) |
| UNIPIDI | Theodoridis(294) | Virvou(157) | Alexandris(107) |
| UTHDIB | — | — | — |
| UTHECE | HoustisE.(270) | Tassiulas(233) | Lalis(108) | | 1 |
| Dept | top-1 | top-2 | top-3 |
| --- | --- | --- | --- |
| AEGEANICS | Kormentzas(296) | Gritzalis(117) | Kambourakis(102) |
| AUEBDI | Kiountouzis(411) | Vazirgiannis(369) | Giannakoudakis(306) | | | UTHDIB | 0.54 |
| --- | --- |
| UTHECE | −0.03 |
| ALLDEPTS | 0.08 | | 0 |
| D | Taskset |
| --- | --- |
| 0.250 | (0.9375,5,10),(0.625,10,10) |
| 0.375 | (1.5625,5,10),(0.625,10,10) |
| 0.500 | (1.875,5,10),(1.25,10,10) |
| 0.625 | (1.875,5,10),(1,5,10),(0.5,10,10) |
| 0.750 | (1.875,5,10),(1.625,5,10),(0.5,10,10) |
| 0.875 | (1.875,5,40),(1.75,5,40),(6,40,40) | | | 1.000 | (1.875,5,40),(1.875,5,40),(0.5,5,40),(6,40,40) |
| --- | --- |
| 1.125 | (1.875,5,40),(1.5,5,40),(1.3125,5,40),(6,40,40),(1.5,40,40) |
| 1.25 | (1.875,5,40),(1.875,5,40),(1.5625,5,40),(6,40,40),(1.5,40,40) |
| 1.375 | (1.875,5,40),(1.875,5,40),(1.875,5,40),(6,40,40),(4,40,40) | | 1 |
| D | Taskset |
| --- | --- |
| 0.250 | (0.9375,5,10),(0.625,10,10) |
| 0.375 | (1.5625,5,10),(0.625,10,10) |
| 0.500 | (1.875,5,10),(1.25,10,10) |
| 0.625 | (1.875,5,10),(1,5,10),(0.5,10,10) |
| 0.750 | (1.875,5,10),(1.625,5,10),(0.5,10,10) |
| 0.875 | (1.875,5,40),(1.75,5,40),(6,40,40) | | | D | Taskset | D |
| --- | --- | --- |
| 0.50 | (1,5),(1,10),(4,20) | 2.00 |
| 0.75 | (1,5),(1,10),(5,20),(4,20) | 2.25 |
| 1.00 | (1,5),(1,10),(7,20),(7,20) | 2.50 |
| 1.25 | (1,5),(1,10),(6,20),(6,20),(7,20) | 2.75 |
| 1.50 | (1,5),(3,10),(6,20),(7,20),(7,20) | 3.00 |
| 1.75 | (1,5),(2,10),(6,20),(7,20),(7,20),(7,20) | 3.25 |
| 3.50 | | |
| 3.75 | | |
| 4.00 | | |
| 4.25 | | | | 0 |
| D | Taskset |
| --- | --- |
| 0.250 | (0.9375,5,10),(0.625,10,10) |
| 0.375 | (1.5625,5,10),(0.625,10,10) |
| 0.500 | (1.875,5,10),(1.25,10,10) |
| 0.625 | (1.875,5,10),(1,5,10),(0.5,10,10) |
| 0.750 | (1.875,5,10),(1.625,5,10),(0.5,10,10) |
| 0.875 | (1.875,5,40),(1.75,5,40),(6,40,40) |
| 1.000 | (1.875,5,40),(1.875,5,40),(0.5,5,40),(6,40,40) | | | 1.125 | (1.875,5,40),(1.5,5,40),(1.3125,5,40),(6,40,40),(1.5,40,40) |
| --- | --- |
| 1.25 | (1.875,5,40),(1.875,5,40),(1.5625,5,40),(6,40,40),(1.5,40,40) |
| 1.375 | (1.875,5,40),(1.875,5,40),(1.875,5,40),(6,40,40),(4,40,40) | | 1 |
| D | Taskset |
| --- | --- |
| 0.250 | (0.9375,5,10),(0.625,10,10) |
| 0.375 | (1.5625,5,10),(0.625,10,10) |
| 0.500 | (1.875,5,10),(1.25,10,10) |
| 0.625 | (1.875,5,10),(1,5,10),(0.5,10,10) |
| 0.750 | (1.875,5,10),(1.625,5,10),(0.5,10,10) |
| 0.875 | (1.875,5,40),(1.75,5,40),(6,40,40) |
| 1.000 | (1.875,5,40),(1.875,5,40),(0.5,5,40),(6,40,40) | | | 3.75 |
| --- |
| 4.00 |
| 4.25 | | 0 |
| Stage | #Sample | #Blocks | llb | lub | Runtime |
| --- | --- | --- | --- | --- | --- |
| 1 | 1 | 3 | 19324936602 | 8659772341291 | 1hr1m |
| 2 | 10 | 6 | 4509832663 | 62270235928 | 3m29sec |
| 3 | 5 | 3 | 2799147462 | 81977150923 | 33m51sec | | | 4 | 5 | 2 | 397155 | 1249483 | 53m40sec |
| --- | --- | --- | --- | --- | --- |
| 5 | 5 | 2 | 140973 | 236873 | 1hr6m | | 1 |
| Stage | #Sample | #Blocks | llb | lub | Runtime |
| --- | --- | --- | --- | --- | --- |
| 1 | 1 | 3 | 19324936602 | 8659772341291 | 1hr1m |
| 2 | 10 | 6 | 4509832663 | 62270235928 | 3m29sec |
| 3 | 5 | 3 | 2799147462 | 81977150923 | 33m51sec | | | Size | Stage1 | Stage2 | Stage3 | Stage4 | Stage5 |
| --- | --- | --- | --- | --- | --- |
| 50000 | 0.9999 | 0.9999 | 0.9999 | 0.9999 | 0.9996 |
| 40000 | 0.9999 | 0.9999 | 0.9999 | 0.9999 | 0.9993 |
| 30000 | 0.9999 | 0.9999 | 0.9999 | 0.9999 | 0.9988 |
| 20000 | 0.9999 | 0.9999 | 0.9999 | 0.9996 | 0.9972 |
| 10000 | 0.9999 | 0.9999 | 0.9997 | 0.9992 | 0.9945 | | 0 |
| Stage | #Sample | #Blocks | llb | lub | Runtime |
| --- | --- | --- | --- | --- | --- |
| 1 | 1 | 3 | 19324936602 | 8659772341291 | 1hr1m |
| 2 | 10 | 6 | 4509832663 | 62270235928 | 3m29sec | | | 3 | 5 | 3 | 2799147462 | 81977150923 | 33m51sec |
| --- | --- | --- | --- | --- | --- |
| 4 | 5 | 2 | 397155 | 1249483 | 53m40sec |
| 5 | 5 | 2 | 140973 | 236873 | 1hr6m | | 1 |
| Stage | #Sample | #Blocks | llb | lub | Runtime |
| --- | --- | --- | --- | --- | --- |
| 1 | 1 | 3 | 19324936602 | 8659772341291 | 1hr1m |
| 2 | 10 | 6 | 4509832663 | 62270235928 | 3m29sec | | | 30000 | 0.9999 | 0.9999 | 0.9999 | 0.9999 | 0.9988 |
| --- | --- | --- | --- | --- | --- |
| 20000 | 0.9999 | 0.9999 | 0.9999 | 0.9996 | 0.9972 |
| 10000 | 0.9999 | 0.9999 | 0.9997 | 0.9992 | 0.9945 | | 0 |
| 0.646 | 0.625 | 0.812 |
| --- | --- | --- |
| - | 0.378 | - |
| - | - | 0.847 |
| - | - | - | | | 0.555 | 0.448 | 0.626 |
| --- | --- | --- |
| - | 0.374 | - |
| - | - | - |
| 0.494 | - | 0.631 | | 1 |
| 0.646 | 0.625 | 0.812 |
| --- | --- | --- |
| - | 0.378 | - |
| - | - | 0.847 |
| - | - | - | | | 0.4068 | 0.2910 | 0.3571 |
| --- | --- | --- |
| 0.3446 | 0.3532 | 0.3476 |
| 0.4592 | 0.2090 | 0.3236 |
| 0.5393 | 0.2397 | 0.3751 |
| 0.1369 | 0.0986 | 0.1205 |
| 0.5626 | 0.2808 | 0.4164 | | 0 |
| 0.646 | 0.625 | 0.812 |
| --- | --- | --- |
| - | 0.378 | - |
| - | - | 0.847 | | | - | - | - |
| --- | --- | --- |
| 0.555 | 0.448 | 0.626 |
| - | 0.374 | - |
| - | - | - |
| 0.494 | - | 0.631 | | 1 |
| 0.646 | 0.625 | 0.812 |
| --- | --- | --- |
| - | 0.378 | - |
| - | - | 0.847 | | | 0.5393 | 0.2397 | 0.3751 |
| --- | --- | --- |
| 0.1369 | 0.0986 | 0.1205 |
| 0.5626 | 0.2808 | 0.4164 | | 0 |
| Method | CIFAR-10 | NUS-WIDE |
| --- | --- | --- |
| 16bits24bits32bits48bits | 16bits24bits32bits48bits | |
| Ours | 0.9150.9230.9250.926 | 0.7560.7760.7850.799 |
| DPSH | 0.7630.7810.7950.807 | 0.7150.7220.7360.741 |
| DRSCH | 0.6150.6220.6290.631 | 0.6180.6220.6230.628 | | | DSCH | 0.6090.6130.6170.62 | 0.5920.5970.6110.609 |
| --- | --- | --- |
| DSRH | 0.6080.6110.6170.618 | 0.6090.6180.6210.631 |
| DPSH* | 0.9030.8850.9150.911 | N/A | | 1 |
| Method | CIFAR-10 | NUS-WIDE |
| --- | --- | --- |
| 16bits24bits32bits48bits | 16bits24bits32bits48bits | |
| Ours | 0.9150.9230.9250.926 | 0.7560.7760.7850.799 |
| DPSH | 0.7630.7810.7950.807 | 0.7150.7220.7360.741 |
| DRSCH | 0.6150.6220.6290.631 | 0.6180.6220.6230.628 | | | Methods | CIFAR-10<br>16bits32bits48bits64bits | NUS-WIDE<br>16bits32bits48bits64bits |
| --- | --- | --- |
| Ours | 0.83370.85550.86470.8690 | 0.74580.77480.78310.7898 |
| DTH | 0.81670.83840.84920.8532 | 0.73250.75330.76250.7684 |
| DSH | 0.82320.82680.83700.8327 | 0.71300.71790.71500.7210 |
| FastH | 0.63570.68100.69930.7097 | 0.71190.73870.75030.7560 |
| ITQ-CCA | 0.61030.63480.64670.6577 | 0.70260.72200.72680.7297 |
| KSH | 0.40300.42450.43600.4423 | 0.69780.71360.71470.7175 |
| SSH | 0.22130.17900.16560.1587 | 0.49840.46070.44510.4356 |
| ITQ | 0.29050.31200.32380.3292 | 0.58380.58540.58640.5870 | | 0 |
| Method | CIFAR-10 | NUS-WIDE |
| --- | --- | --- |
| 16bits24bits32bits48bits | 16bits24bits32bits48bits | |
| Ours | 0.9150.9230.9250.926 | 0.7560.7760.7850.799 |
| DPSH | 0.7630.7810.7950.807 | 0.7150.7220.7360.741 | | | DRSCH | 0.6150.6220.6290.631 | 0.6180.6220.6230.628 |
| --- | --- | --- |
| DSCH | 0.6090.6130.6170.62 | 0.5920.5970.6110.609 |
| DSRH | 0.6080.6110.6170.618 | 0.6090.6180.6210.631 |
| DPSH* | 0.9030.8850.9150.911 | N/A | | 1 |
| Method | CIFAR-10 | NUS-WIDE |
| --- | --- | --- |
| 16bits24bits32bits48bits | 16bits24bits32bits48bits | |
| Ours | 0.9150.9230.9250.926 | 0.7560.7760.7850.799 |
| DPSH | 0.7630.7810.7950.807 | 0.7150.7220.7360.741 | | | KSH | 0.40300.42450.43600.4423 | 0.69780.71360.71470.7175 |
| --- | --- | --- |
| SSH | 0.22130.17900.16560.1587 | 0.49840.46070.44510.4356 |
| ITQ | 0.29050.31200.32380.3292 | 0.58380.58540.58640.5870 | | 0 |
| System | Approach | Rank | Acc | L2 |
| --- | --- | --- | --- | --- |
| Baseline* | Rule | 6 | 0.575 | 0.691 |
| | RNN<br>Rule<br>IntCMBP | 1<br>2<br>3 | 0.646<br>0.630<br>0.610 | 0.538<br>0.627<br>0.556 | | | | RealCMBP | 1.5 | 0.634 | 0.579 |
| --- | --- | --- | --- | --- |
| RPN | RPN | 0.5 | 0.650 | 0.549 | | 1 |
| System | Approach | Rank | Acc | L2 |
| --- | --- | --- | --- | --- |
| Baseline* | Rule | 6 | 0.575 | 0.691 |
| | RNN<br>Rule<br>IntCMBP | 1<br>2<br>3 | 0.646<br>0.630<br>0.610 | 0.538<br>0.627<br>0.556 | | | System | Approach | Rank | Acc | L2 |
| --- | --- | --- | --- | --- |
| Baseline* | Rule | 5 | 0.719 | 0.464 |
| | LambdaMART<br>RNN<br>DNN | 1<br>2<br>3 | 0.784<br>0.768<br>0.750 | 0.735<br>0.346<br>0.416 |
| | RealCMBP | 2.5 | 0.762 | 0.436 |
| RPN | RPN | 2.5 | 0.757 | 0.374 | | 0 |
| System | Approach | Rank | Acc | L2 |
| --- | --- | --- | --- | --- |
| Baseline* | Rule | 6 | 0.575 | 0.691 | | | | RNN<br>Rule<br>IntCMBP | 1<br>2<br>3 | 0.646<br>0.630<br>0.610 | 0.538<br>0.627<br>0.556 |
| --- | --- | --- | --- | --- |
| | RealCMBP | 1.5 | 0.634 | 0.579 |
| RPN | RPN | 0.5 | 0.650 | 0.549 | | 1 |
| System | Approach | Rank | Acc | L2 |
| --- | --- | --- | --- | --- |
| Baseline* | Rule | 6 | 0.575 | 0.691 | | | | RealCMBP | 2.5 | 0.762 | 0.436 |
| --- | --- | --- | --- | --- |
| RPN | RPN | 2.5 | 0.757 | 0.374 | | 0 |
| | Fails | Choicepoints | Time(secs.) |
| --- | --- | --- | --- |
| NoSymmetryBreaking | 180,738 | 180,860 | 75.9 | | | <Clex | 180,738 | 180,860 | 81.5 |
| --- | --- | --- | --- |
| <Rlex | 2,720 | 2,842 | 2.7 |
| <RClex | 2,720 | 2,842 | 2.7 |
| ≤Cm | 137,185 | 137,306 | 71.2 |
| ≤Rm | 10,853 | 10,977 | 8.6 |
| ≤RCm | - | - | - |
| <C≤Rmlex | 10,853 | 10,977 | 8.6 |
| ≤C<Rmlex | 2,016 | 2,137 | 2.6 | | 1 |
| | Fails | Choicepoints | Time(secs.) |
| --- | --- | --- | --- |
| NoSymmetryBreaking | 180,738 | 180,860 | 75.9 | | | | Fails | Choicepoints | Time(secs.) |
| --- | --- | --- | --- |
| NoSymmetryBreaking | 20,722 | 20,871 | 12.3 |
| <Clex | 20,722 | 20,871 | 12.4 |
| <Rlex | 20,722 | 20,871 | 12.5 |
| <RClex | 20,722 | 20,871 | 12.4 |
| ≤Cm | 7,053 | 7,202 | 4.6 |
| ≤Rm | - | - | - |
| ≤RCm | - | - | - |
| <C≤Rmlex | - | - | - |
| ≤C<Rmlex | 7,053 | 7,202 | 4.6 | | 0 |
| | Fails | Choicepoints | Time(secs.) |
| --- | --- | --- | --- |
| NoSymmetryBreaking | 180,738 | 180,860 | 75.9 |
| <Clex | 180,738 | 180,860 | 81.5 |
| <Rlex | 2,720 | 2,842 | 2.7 |
| <RClex | 2,720 | 2,842 | 2.7 | | | ≤Cm | 137,185 | 137,306 | 71.2 |
| --- | --- | --- | --- |
| ≤Rm | 10,853 | 10,977 | 8.6 |
| ≤RCm | - | - | - |
| <C≤Rmlex | 10,853 | 10,977 | 8.6 |
| ≤C<Rmlex | 2,016 | 2,137 | 2.6 | | 1 |
| | Fails | Choicepoints | Time(secs.) |
| --- | --- | --- | --- |
| NoSymmetryBreaking | 180,738 | 180,860 | 75.9 |
| <Clex | 180,738 | 180,860 | 81.5 |
| <Rlex | 2,720 | 2,842 | 2.7 |
| <RClex | 2,720 | 2,842 | 2.7 | | | ≤Rm | - | - | - |
| --- | --- | --- | --- |
| ≤RCm | - | - | - |
| <C≤Rmlex | - | - | - |
| ≤C<Rmlex | 7,053 | 7,202 | 4.6 | | 0 |
| Method | 64bits96bits128bits256bits |
| --- | --- |
| SVHN | |
| DeepHash | 4.064.324.144.11 | | | DMIH | 10.4010.949.108.17 |
| --- | --- |
| NUS-WIDE | |
| DeepHash | 9.239.598.998.97 |
| DMIH | 9.729.849.519.39 | | 1 |
| Method | 64bits96bits128bits256bits |
| --- | --- |
| SVHN | |
| DeepHash | 4.064.324.144.11 | | | Method | CIFAR-10 | NUS-WIDE |
| --- | --- | --- |
| 16bits24bits32bits48bits | 16bits24bits32bits48bits | |
| Ours | 0.9150.9230.9250.926 | 0.7560.7760.7850.799 |
| DPSH | 0.7630.7810.7950.807 | 0.7150.7220.7360.741 |
| DRSCH | 0.6150.6220.6290.631 | 0.6180.6220.6230.628 |
| DSCH | 0.6090.6130.6170.62 | 0.5920.5970.6110.609 |
| DSRH | 0.6080.6110.6170.618 | 0.6090.6180.6210.631 |
| DPSH* | 0.9030.8850.9150.911 | N/A | | 0 |
| Method | 64bits96bits128bits256bits |
| --- | --- |
| SVHN | |
| DeepHash | 4.064.324.144.11 |
| DMIH | 10.4010.949.108.17 | | | NUS-WIDE | |
| --- | --- |
| DeepHash | 9.239.598.998.97 |
| DMIH | 9.729.849.519.39 | | 1 |
| Method | 64bits96bits128bits256bits |
| --- | --- |
| SVHN | |
| DeepHash | 4.064.324.144.11 |
| DMIH | 10.4010.949.108.17 | | | DRSCH | 0.6150.6220.6290.631 | 0.6180.6220.6230.628 |
| --- | --- | --- |
| DSCH | 0.6090.6130.6170.62 | 0.5920.5970.6110.609 |
| DSRH | 0.6080.6110.6170.618 | 0.6090.6180.6210.631 |
| DPSH* | 0.9030.8850.9150.911 | N/A | | 0 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ehi-85-0<br>(unsat) | t<br>n | 2,1<br>722 | 94,2(0,15)<br>8005(4) | 2,7<br>61 | 11,7<br>3 | 12,1<br>3 | 12<br>3 | 0,15<br>4 | 1,2<br>149 |
| ehi-85-2<br>(unsat) | t<br>n | 1<br>248 | 101,6(0,15)<br>7944(5) | 2,4<br>12 | 11,8<br>4 | 12,4<br>4 | 12,4<br>4 | 5,6<br>650 | 1,1<br>145 | | | geo50-d4-<br>75-2(sat) | t<br>n | 334,9<br>50483 | 526(490,6)<br>88615(76247) | 311,3<br>46772 | >1h<br>– | >1h<br>– | >1h<br>– | 280<br>42946 | 129,2<br>18545 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| frb30-15-1<br>(sat) | t<br>n | 10,5<br>3557 | 42(15,4)<br>15833(4426) | 13,2<br>3275 | 66,4<br>17866 | 295,6<br>71052 | 375,6<br>85017 | 20,5<br>6044 | 15,6<br>4493 |
| frb30-15-2<br>(sat) | t<br>n | 63,7<br>21330 | 123,6(97,8)<br>38765(27458) | 55,4<br>20019 | 273,4<br>79936 | 5,4<br>1306 | 391,3<br>81911 | 86,8<br>26596 | 91,2<br>26296 |
| 40-8-753-<br>0,1(sat) | t<br>n | 76,5<br>21164 | 70,9(45,9)<br>21369(13422) | 60,4<br>15239 | 2117<br>523831 | 404,5<br>67979 | 931,3<br>180281 | 50,5<br>13823 | 486,3<br>127686 |
| 40-11-414-<br>0,2(unsat) | t<br>n | 1192<br>336691 | 1261(1234)<br>354778(345212) | 1219<br>345886 | >1h<br>– | >1h<br>– | >1h<br>– | 1178<br>346368 | 1162<br>332844 |
| 40-16-250-<br>0,35(unsat) | t<br>n | 2919<br>741883 | 2928(2895)<br>755386(743183) | 3172<br>750910 | >1h<br>– | >1h<br>– | >1h<br>– | 2893<br>747757 | 3038<br>764989 |
| 40-25-180-<br>0,5(unsat) | t<br>n | 2481<br>373742 | 2689(2632)<br>402266(385072) | 2878<br>390292 | >1h<br>– | >1h<br>– | >1h<br>– | 2340<br>349685 | 2606<br>389603 |
| Averagedcputime | t | 786,7 | 870,7 | 857,1 | – | – | – | 761,6 | 836,7 | | 1 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ehi-85-0<br>(unsat) | t<br>n | 2,1<br>722 | 94,2(0,15)<br>8005(4) | 2,7<br>61 | 11,7<br>3 | 12,1<br>3 | 12<br>3 | 0,15<br>4 | 1,2<br>149 |
| ehi-85-2<br>(unsat) | t<br>n | 1<br>248 | 101,6(0,15)<br>7944(5) | 2,4<br>12 | 11,8<br>4 | 12,4<br>4 | 12,4<br>4 | 5,6<br>650 | 1,1<br>145 | | | Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| cc-10-10-2<br>(unsat) | t<br>n | 31<br>16790 | 40,6(30,3)<br>20626(15800) | 47,7<br>16544 | 31,3<br>16161 | 193,1<br>10370 | 219,2<br>10233 | 29,9<br>15639 | 33,1<br>15930 |
| cc-12-12-2<br>(unsat) | t<br>n | 50,7<br>16897 | 67,6(14,3)<br>19429(49780) | 79,3<br>16596 | 65<br>21532 | 523,6<br>13935 | 555,6<br>13564 | 49,1<br>16292 | 54,3<br>16135 |
| cc-15-15-2<br>(unsat) | t<br>n | 98,6<br>16948 | 125(94,5)<br>20166(14881) | 159,7<br>16674 | 91,3<br>16437 | 1037<br>10374 | 1134<br>10012 | 103,6<br>15741 | 102,1<br>15945 |
| series-16<br>(sat) | t<br>n | 147,3<br>49857 | 543,9(516,5)<br>155102(146942) | 177,6<br>51767 | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– |
| series-18<br>(sat) | t<br>n | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– |
| renault-mod-0<br>(sat) | t<br>n | 1285<br>288 | >1h<br>– | 2675<br>251 | >1h<br>– | >1h<br>– | >1h<br>– | 1008<br>166 | 776,2<br>179 |
| renault-mod-1<br>(unsat) | t<br>n | 2126<br>474 | >1h<br>– | 2283<br>469 | >1h<br>– | >1h<br>– | >1h<br>– | 431,4<br>161 | 785,4<br>234 |
| renault-mod-3<br>(unsat) | t<br>n | 2598<br>546 | >1h<br>- | 2977<br>475 | >1h<br>– | >1h<br>– | >1h<br>– | 993,5<br>203 | 435,7<br>176 | | 0 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ehi-85-0<br>(unsat) | t<br>n | 2,1<br>722 | 94,2(0,15)<br>8005(4) | 2,7<br>61 | 11,7<br>3 | 12,1<br>3 | 12<br>3 | 0,15<br>4 | 1,2<br>149 |
| ehi-85-2<br>(unsat) | t<br>n | 1<br>248 | 101,6(0,15)<br>7944(5) | 2,4<br>12 | 11,8<br>4 | 12,4<br>4 | 12,4<br>4 | 5,6<br>650 | 1,1<br>145 | | | geo50-d4-<br>75-2(sat) | t<br>n | 334,9<br>50483 | 526(490,6)<br>88615(76247) | 311,3<br>46772 | >1h<br>– | >1h<br>– | >1h<br>– | 280<br>42946 | 129,2<br>18545 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| frb30-15-1<br>(sat) | t<br>n | 10,5<br>3557 | 42(15,4)<br>15833(4426) | 13,2<br>3275 | 66,4<br>17866 | 295,6<br>71052 | 375,6<br>85017 | 20,5<br>6044 | 15,6<br>4493 |
| frb30-15-2<br>(sat) | t<br>n | 63,7<br>21330 | 123,6(97,8)<br>38765(27458) | 55,4<br>20019 | 273,4<br>79936 | 5,4<br>1306 | 391,3<br>81911 | 86,8<br>26596 | 91,2<br>26296 |
| 40-8-753-<br>0,1(sat) | t<br>n | 76,5<br>21164 | 70,9(45,9)<br>21369(13422) | 60,4<br>15239 | 2117<br>523831 | 404,5<br>67979 | 931,3<br>180281 | 50,5<br>13823 | 486,3<br>127686 |
| 40-11-414-<br>0,2(unsat) | t<br>n | 1192<br>336691 | 1261(1234)<br>354778(345212) | 1219<br>345886 | >1h<br>– | >1h<br>– | >1h<br>– | 1178<br>346368 | 1162<br>332844 |
| 40-16-250-<br>0,35(unsat) | t<br>n | 2919<br>741883 | 2928(2895)<br>755386(743183) | 3172<br>750910 | >1h<br>– | >1h<br>– | >1h<br>– | 2893<br>747757 | 3038<br>764989 |
| 40-25-180-<br>0,5(unsat) | t<br>n | 2481<br>373742 | 2689(2632)<br>402266(385072) | 2878<br>390292 | >1h<br>– | >1h<br>– | >1h<br>– | 2340<br>349685 | 2606<br>389603 |
| Averagedcputime | t | 786,7 | 870,7 | 857,1 | – | – | – | 761,6 | 836,7 | | 1 |
| Instance | | d/wdeg | d/wdeg<br>r.probe | d/wdeg<br>RSC | Impact | Node<br>Impact | Impact<br>RSC | alldel<br>by#del | fully<br>assigned |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ehi-85-0<br>(unsat) | t<br>n | 2,1<br>722 | 94,2(0,15)<br>8005(4) | 2,7<br>61 | 11,7<br>3 | 12,1<br>3 | 12<br>3 | 0,15<br>4 | 1,2<br>149 |
| ehi-85-2<br>(unsat) | t<br>n | 1<br>248 | 101,6(0,15)<br>7944(5) | 2,4<br>12 | 11,8<br>4 | 12,4<br>4 | 12,4<br>4 | 5,6<br>650 | 1,1<br>145 | | | series-16<br>(sat) | t<br>n | 147,3<br>49857 | 543,9(516,5)<br>155102(146942) | 177,6<br>51767 | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| series-18<br>(sat) | t<br>n | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– | >1h<br>– |
| renault-mod-0<br>(sat) | t<br>n | 1285<br>288 | >1h<br>– | 2675<br>251 | >1h<br>– | >1h<br>– | >1h<br>– | 1008<br>166 | 776,2<br>179 |
| renault-mod-1<br>(unsat) | t<br>n | 2126<br>474 | >1h<br>– | 2283<br>469 | >1h<br>– | >1h<br>– | >1h<br>– | 431,4<br>161 | 785,4<br>234 |
| renault-mod-3<br>(unsat) | t<br>n | 2598<br>546 | >1h<br>- | 2977<br>475 | >1h<br>– | >1h<br>– | >1h<br>– | 993,5<br>203 | 435,7<br>176 | | 0 |
| City | N | K | NGC | C | Cr | d | dr | Q | Qr |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Atlanta | 13,011 | 46,756 | 11,476 | 0.16 | 0.0006 | 4.6 | 4.6 | 0.53 | 0.17 |
| Boston | 10,478 | 41,505 | 8,816 | 0.17 | 0.0010 | 4.3 | 4.0 | 0.45 | 0.15 |
| Chicago | 19,931 | 84,778 | 17,287 | 0.16 | 0.0004 | 4.6 | 4.9 | 0.47 | 0.14 | | | Minneapolis | 6,499 | 30,640 | 5,914 | 0.18 | 0.0016 | 4.4 | 4.2 | 0.41 | 0.12 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Seattle | 7,445 | 28,466 | 6,392 | 0.18 | 0.0008 | 4.4 | 4.6 | 0.46 | 0.16 | | 1 |
| City | N | K | NGC | C | Cr | d | dr | Q | Qr |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Atlanta | 13,011 | 46,756 | 11,476 | 0.16 | 0.0006 | 4.6 | 4.6 | 0.53 | 0.17 |
| Boston | 10,478 | 41,505 | 8,816 | 0.17 | 0.0010 | 4.3 | 4.0 | 0.45 | 0.15 |
| Chicago | 19,931 | 84,778 | 17,287 | 0.16 | 0.0004 | 4.6 | 4.9 | 0.47 | 0.14 | | | Effect | R1 | R2 | R3 | R4 | R5 | R6 | R7 | R8 | R9 | R10 | Avg | STD |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | | | |
| eτ | -170.40 | -146.54 | -83.92 | -55.00 | -131.83 | -6.05 | -128.09 | -110.66 | -184.81 | -152.86 | -117.02 | 55.01 |
| eτ | 165.32 | 160.08 | 95.83 | 71.21 | 149.41 | 8.11 | 133.20 | 111.97 | 167.79 | 160.23 | 122.31 | 51.75 |
| eN | 1.78 | 15.84 | -9.18 | 6.22 | 6.74 | 3.40 | -13.50 | 0.35 | -14.64 | -17.58 | -2.06 | 11.04 |
| | | | | | | | | | | | | |
| eτ | -122.99 | -165.55 | -144.34 | -64.94 | -168.15 | -8.09 | -154.27 | -170.61 | -189.59 | -187.66 | -137.62 | 58.31 |
| eτ | 142.72 | 177.17 | 154.10 | 77.45 | 186.62 | 24.03 | 164.25 | 172.21 | 171.13 | 172.02 | 144.17 | 52.25 |
| eN | 42.90 | 1.75 | 12.81 | 19.08 | 8.50 | -1.08 | -0.29 | -12.17 | 25.41 | -15.03 | 8.19 | 17.62 |
| | | | | | | | | | | | | |
| eτ | -151.65 | -140.59 | -132.44 | -35.97 | -166.98 | -7.63 | -159.37 | -171.89 | -194.38 | -163.85 | -132.47 | 61.12 |
| eτ | 157.63 | 152.23 | 147.97 | 38.06 | 176.90 | 16.03 | 175.96 | 163.48 | 171.95 | 174.82 | 137.50 | 59.31 |
| eN | 2.27 | 22.60 | 15.16 | 14.70 | 21.23 | 4.64 | 5.73 | 10.22 | 20.50 | 8.15 | 12.52 | 7.38 | | 0 |
| City | N | K | NGC | C | Cr | d | dr | Q | Qr |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Atlanta | 13,011 | 46,756 | 11,476 | 0.16 | 0.0006 | 4.6 | 4.6 | 0.53 | 0.17 |
| Boston | 10,478 | 41,505 | 8,816 | 0.17 | 0.0010 | 4.3 | 4.0 | 0.45 | 0.15 | | | Chicago | 19,931 | 84,778 | 17,287 | 0.16 | 0.0004 | 4.6 | 4.9 | 0.47 | 0.14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Minneapolis | 6,499 | 30,640 | 5,914 | 0.18 | 0.0016 | 4.4 | 4.2 | 0.41 | 0.12 |
| Seattle | 7,445 | 28,466 | 6,392 | 0.18 | 0.0008 | 4.4 | 4.6 | 0.46 | 0.16 | | 1 |
| City | N | K | NGC | C | Cr | d | dr | Q | Qr |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Atlanta | 13,011 | 46,756 | 11,476 | 0.16 | 0.0006 | 4.6 | 4.6 | 0.53 | 0.17 |
| Boston | 10,478 | 41,505 | 8,816 | 0.17 | 0.0010 | 4.3 | 4.0 | 0.45 | 0.15 | | | eτ | -122.99 | -165.55 | -144.34 | -64.94 | -168.15 | -8.09 | -154.27 | -170.61 | -189.59 | -187.66 | -137.62 | 58.31 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| eτ | 142.72 | 177.17 | 154.10 | 77.45 | 186.62 | 24.03 | 164.25 | 172.21 | 171.13 | 172.02 | 144.17 | 52.25 |
| eN | 42.90 | 1.75 | 12.81 | 19.08 | 8.50 | -1.08 | -0.29 | -12.17 | 25.41 | -15.03 | 8.19 | 17.62 |
| | | | | | | | | | | | | |
| eτ | -151.65 | -140.59 | -132.44 | -35.97 | -166.98 | -7.63 | -159.37 | -171.89 | -194.38 | -163.85 | -132.47 | 61.12 |
| eτ | 157.63 | 152.23 | 147.97 | 38.06 | 176.90 | 16.03 | 175.96 | 163.48 | 171.95 | 174.82 | 137.50 | 59.31 |
| eN | 2.27 | 22.60 | 15.16 | 14.70 | 21.23 | 4.64 | 5.73 | 10.22 | 20.50 | 8.15 | 12.52 | 7.38 | | 0 |
| Dataset | Scale | Bicubic | SRCNN | TNRD | ESPCN |
| --- | --- | --- | --- | --- | --- |
| Set5<br>Set14<br>BSD300<br>BSD500<br>SuperTexture | 3<br>3<br>3<br>3<br>3 | 30.39<br>27.54<br>27.21<br>27.26<br>25.40 | 32.75<br>29.30<br>28.41<br>28.48<br>26.60 | 33.17<br>29.46<br>28.50<br>28.59<br>26.66 | 33.13<br>29.49<br>28.54<br>28.64<br>26.70 |
| Average | 3 | 26.74 | 27.98 | 28.07 | 28.11 | | | Set5<br>Set14<br>BSD300<br>BSD500<br>SuperTexture | 4<br>4<br>4<br>4<br>4 | 28.42<br>26.00<br>25.96<br>25.97<br>23.97 | 30.49<br>27.50<br>26.90<br>26.92<br>24.93 | 30.85<br>27.68<br>27.00<br>27.00<br>24.95 | 30.90<br>27.73<br>27.06<br>27.07<br>25.07 |
| --- | --- | --- | --- | --- | --- |
| Average | 4 | 25.40 | 26.38 | 26.45 | 26.53 | | 1 |
| Dataset | Scale | Bicubic | SRCNN | TNRD | ESPCN |
| --- | --- | --- | --- | --- | --- |
| Set5<br>Set14<br>BSD300<br>BSD500<br>SuperTexture | 3<br>3<br>3<br>3<br>3 | 30.39<br>27.54<br>27.21<br>27.26<br>25.40 | 32.75<br>29.30<br>28.41<br>28.48<br>26.60 | 33.17<br>29.46<br>28.50<br>28.59<br>26.66 | 33.13<br>29.49<br>28.54<br>28.64<br>26.70 |
| Average | 3 | 26.74 | 27.98 | 28.07 | 28.11 | | | test<br>dataset | upscaling<br>factor | Bicubic | SRF | SRCNN | SRCNN-Ex | SCN | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | | | |
| Set5<br>Set14<br>BSD200 | 2<br>2<br>2 | 33.66<br>30.23<br>29.70 | -<br>-<br>- | 36.84<br>32.46<br>31.57 | 2.1<br>3.9<br>3.1 | 36.33<br>32.15<br>31.34 | 0.18<br>0.39<br>0.23 | 36.67<br>32.35<br>31.53 | 1.3<br>2.8<br>1.7 | 36.76<br>32.48<br>31.63 | 0.94<br>1.7<br>1.1 | 36.53<br>32.22<br>31.44 |
| Set5<br>Set14<br>BSD200 | 3<br>3<br>3 | 30.39<br>27.54<br>27.26 | -<br>-<br>- | 32.73<br>29.21<br>28.40 | 1.7<br>2.5<br>2.0 | 32.45<br>29.01<br>28.27 | 0.18<br>0.39<br>0.23 | 32.83<br>29.26<br>28.47 | 1.3<br>2.8<br>1.7 | 33.04<br>29.37<br>28.54 | 1.8<br>3.6<br>2.4 | 32.55<br>29.08<br>28.32 |
| Set5<br>Set14<br>BSD200 | 4<br>4<br>4 | 28.42<br>26.00<br>25.97 | -<br>-<br>- | 30.35<br>27.41<br>26.85 | 1.5<br>2.1<br>1.7 | 30.15<br>27.21<br>26.72 | 0.18<br>0.39<br>0.23 | 30.45<br>27.44<br>26.88 | 1.3<br>2.8<br>1.7 | 30.82<br>27.62<br>27.02 | 1.2<br>2.3<br>1.4 | 30.04<br>27.12<br>26.73 | | 0 |
| Dataset | Scale | Bicubic | SRCNN | TNRD | ESPCN |
| --- | --- | --- | --- | --- | --- |
| Set5<br>Set14<br>BSD300<br>BSD500<br>SuperTexture | 3<br>3<br>3<br>3<br>3 | 30.39<br>27.54<br>27.21<br>27.26<br>25.40 | 32.75<br>29.30<br>28.41<br>28.48<br>26.60 | 33.17<br>29.46<br>28.50<br>28.59<br>26.66 | 33.13<br>29.49<br>28.54<br>28.64<br>26.70 |
| Average | 3 | 26.74 | 27.98 | 28.07 | 28.11 | | | Set5<br>Set14<br>BSD300<br>BSD500<br>SuperTexture | 4<br>4<br>4<br>4<br>4 | 28.42<br>26.00<br>25.96<br>25.97<br>23.97 | 30.49<br>27.50<br>26.90<br>26.92<br>24.93 | 30.85<br>27.68<br>27.00<br>27.00<br>24.95 | 30.90<br>27.73<br>27.06<br>27.07<br>25.07 |
| --- | --- | --- | --- | --- | --- |
| Average | 4 | 25.40 | 26.38 | 26.45 | 26.53 | | 1 |
| Dataset | Scale | Bicubic | SRCNN | TNRD | ESPCN |
| --- | --- | --- | --- | --- | --- |
| Set5<br>Set14<br>BSD300<br>BSD500<br>SuperTexture | 3<br>3<br>3<br>3<br>3 | 30.39<br>27.54<br>27.21<br>27.26<br>25.40 | 32.75<br>29.30<br>28.41<br>28.48<br>26.60 | 33.17<br>29.46<br>28.50<br>28.59<br>26.66 | 33.13<br>29.49<br>28.54<br>28.64<br>26.70 |
| Average | 3 | 26.74 | 27.98 | 28.07 | 28.11 | | | Set5<br>Set14<br>BSD200 | 2<br>2<br>2 | 33.66<br>30.23<br>29.70 | -<br>-<br>- | 36.84<br>32.46<br>31.57 | 2.1<br>3.9<br>3.1 | 36.33<br>32.15<br>31.34 | 0.18<br>0.39<br>0.23 | 36.67<br>32.35<br>31.53 | 1.3<br>2.8<br>1.7 | 36.76<br>32.48<br>31.63 | 0.94<br>1.7<br>1.1 | 36.53<br>32.22<br>31.44 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Set5<br>Set14<br>BSD200 | 3<br>3<br>3 | 30.39<br>27.54<br>27.26 | -<br>-<br>- | 32.73<br>29.21<br>28.40 | 1.7<br>2.5<br>2.0 | 32.45<br>29.01<br>28.27 | 0.18<br>0.39<br>0.23 | 32.83<br>29.26<br>28.47 | 1.3<br>2.8<br>1.7 | 33.04<br>29.37<br>28.54 | 1.8<br>3.6<br>2.4 | 32.55<br>29.08<br>28.32 |
| Set5<br>Set14<br>BSD200 | 4<br>4<br>4 | 28.42<br>26.00<br>25.97 | -<br>-<br>- | 30.35<br>27.41<br>26.85 | 1.5<br>2.1<br>1.7 | 30.15<br>27.21<br>26.72 | 0.18<br>0.39<br>0.23 | 30.45<br>27.44<br>26.88 | 1.3<br>2.8<br>1.7 | 30.82<br>27.62<br>27.02 | 1.2<br>2.3<br>1.4 | 30.04<br>27.12<br>26.73 | | 0 |
| Parameter | ParametersTried |
| --- | --- |
| Iterations | T∈{10,25,50,75,100} |
| Features/periter | w=100 |
| FeatureSet | Grammar,Haar-only,Grammarw/oMorphologyorw/oHaar |
| Post-Processing<br>CCDetector | Regiongrow(R),Erosion(E),Dilation(D),Median(M),None(N)<br>w/combinations{R},{E,D},{E,D,M},{R,E,D,M},{N}<br>σfrom0to20(0.2increments)exclusive.CC |
| LLMDetector | σfrom0to20(0.2increments)exclusive.LLM |
| KDEDetector | σfrom0to10(0.1increments)exclusive,σasabove.KDELLM |
| Features | GeneratewforeachofTiterations. |
| DecisionStump | Pickbestthresholdforeachpost-processingparametertried. | | | RegiongrowPP | kisvariedfrom1000to5000(incrementsof500). |
| --- | --- |
| RegiongrowPP | kisvariedfrom1000to5000(incrementsof500). |
| E,D,MPP | risvariedbetween1and5. | | 1 |
| Parameter | ParametersTried |
| --- | --- |
| Iterations | T∈{10,25,50,75,100} |
| Features/periter | w=100 |
| FeatureSet | Grammar,Haar-only,Grammarw/oMorphologyorw/oHaar |
| Post-Processing<br>CCDetector | Regiongrow(R),Erosion(E),Dilation(D),Median(M),None(N)<br>w/combinations{R},{E,D},{E,D,M},{R,E,D,M},{N}<br>σfrom0to20(0.2increments)exclusive.CC |
| LLMDetector | σfrom0to20(0.2increments)exclusive.LLM |
| KDEDetector | σfrom0to10(0.1increments)exclusive,σasabove.KDELLM |
| Features | GeneratewforeachofTiterations. |
| DecisionStump | Pickbestthresholdforeachpost-processingparametertried. | | | Name | Abbr. | Description |
| --- | --- | --- |
| Bar´abasi-Albert | BA | Originalpreferentialattachmentmodel |
| HeuristicallyOptimizedTrade-offs | FKP | Localoptimizationmodel |
| GeneralizedLinearPreference | GLP | Modifiedpreferentialattachmentmodel |
| UnivariateHeuristicallyOptimizedTrade-offs | UFKP | Modifiedlocaloptimizationmodel |
| BivariateHeuristicallyOptimizedTrade-offs | BFKP | Modifiedlocaloptimizationmodel |
| MultivariateHeuristicallyOptimizedTrade-offs | MFKP | Modifiedlocaloptimizationmodel |
| InteractiveGrowth | IG | Modifiedpreferentialattachmentmodel |
| PositiveFeedbackPreference(1) | PFP1 | ModifiedIGmodel |
| PositiveFeedbackPreference(2) | PFP1 | ModifiedPFP1model |
| ASIM | ASIM | Agentbasedtopologygenerator | | 0 |
| Parameter | ParametersTried |
| --- | --- |
| Iterations | T∈{10,25,50,75,100} |
| Features/periter | w=100 |
| FeatureSet | Grammar,Haar-only,Grammarw/oMorphologyorw/oHaar |
| Post-Processing<br>CCDetector | Regiongrow(R),Erosion(E),Dilation(D),Median(M),None(N)<br>w/combinations{R},{E,D},{E,D,M},{R,E,D,M},{N}<br>σfrom0to20(0.2increments)exclusive.CC |
| LLMDetector | σfrom0to20(0.2increments)exclusive.LLM |
| KDEDetector | σfrom0to10(0.1increments)exclusive,σasabove.KDELLM | | | Features | GeneratewforeachofTiterations. |
| --- | --- |
| DecisionStump | Pickbestthresholdforeachpost-processingparametertried. |
| RegiongrowPP | kisvariedfrom1000to5000(incrementsof500). |
| RegiongrowPP | kisvariedfrom1000to5000(incrementsof500). |
| E,D,MPP | risvariedbetween1and5. | | 1 |
| Parameter | ParametersTried |
| --- | --- |
| Iterations | T∈{10,25,50,75,100} |
| Features/periter | w=100 |
| FeatureSet | Grammar,Haar-only,Grammarw/oMorphologyorw/oHaar |
| Post-Processing<br>CCDetector | Regiongrow(R),Erosion(E),Dilation(D),Median(M),None(N)<br>w/combinations{R},{E,D},{E,D,M},{R,E,D,M},{N}<br>σfrom0to20(0.2increments)exclusive.CC |
| LLMDetector | σfrom0to20(0.2increments)exclusive.LLM |
| KDEDetector | σfrom0to10(0.1increments)exclusive,σasabove.KDELLM | | | PositiveFeedbackPreference(2) | PFP1 | ModifiedPFP1model |
| --- | --- | --- |
| ASIM | ASIM | Agentbasedtopologygenerator | | 0 |
| | noise | sheltering | exchange |
| --- | --- | --- | --- |
| ImageNet | 76 | 74 | 71 | | | AutoEncoder | 83 | 21417 | 38609 |
| --- | --- | --- | --- |
| Discriminator | 122466 | 48322 | 28557 |
| Human | Good | Bad | Worst | | 1 |
| | noise | sheltering | exchange |
| --- | --- | --- | --- |
| ImageNet | 76 | 74 | 71 | | | CNN | Imageresolution | RunTime(ms) |
| --- | --- | --- |
| AlexNet | 227×227 | 2.3 |
| VGG16 | 224×224 | 10 |
| Resnet50 | 224×224 | 17 |
| SqueezeNet | 224×224 | 2.5 |
| SqueezeNet | 448×448 | 4 |
| SqueezeNet | 625×625 | 6 | | 0 |
| | noise | sheltering | exchange |
| --- | --- | --- | --- |
| ImageNet | 76 | 74 | 71 |
| AutoEncoder | 83 | 21417 | 38609 | | | Discriminator | 122466 | 48322 | 28557 |
| --- | --- | --- | --- |
| Human | Good | Bad | Worst | | 1 |
| | noise | sheltering | exchange |
| --- | --- | --- | --- |
| ImageNet | 76 | 74 | 71 |
| AutoEncoder | 83 | 21417 | 38609 | | | SqueezeNet | 448×448 | 4 |
| --- | --- | --- |
| SqueezeNet | 625×625 | 6 | | 0 |
| Attribute | Training | Validation | Test |
| --- | --- | --- | --- |
| StreetViewImages<br>ProductShotImages | 199,666<br>313,099 | 39,933<br>- | 159,732<br>- |
| TotalImages | 512,765 | 39,933 | 159,732 | | | StreetViewBBoxes<br>ProductShotBBoxes | 34,712<br>313,099 | 6,915<br>- | 27,865<br>- |
| --- | --- | --- | --- |
| TotalBBoxes | 347,811 | 6,915 | 27,865 | | 1 |
| Attribute | Training | Validation | Test |
| --- | --- | --- | --- |
| StreetViewImages<br>ProductShotImages | 199,666<br>313,099 | 39,933<br>- | 159,732<br>- |
| TotalImages | 512,765 | 39,933 | 159,732 | | | Attribute | Training | Validation | Test |
| --- | --- | --- | --- |
| StreetViewImages<br>ProductShotImages | 199,666<br>313,099 | 39,933<br>- | 159,732<br>- |
| TotalImages | 512,765 | 39,933 | 159,732 |
| StreetViewBBoxes<br>ProductShotBBoxes | 34,712<br>313,099 | 6,915<br>- | 27,865<br>- |
| TotalBBoxes | 347,811 | 6,915 | 27,865 | | 0 |
| Attribute | Training | Validation | Test |
| --- | --- | --- | --- |
| StreetViewImages<br>ProductShotImages | 199,666<br>313,099 | 39,933<br>- | 159,732<br>- | | | TotalImages | 512,765 | 39,933 | 159,732 |
| --- | --- | --- | --- |
| StreetViewBBoxes<br>ProductShotBBoxes | 34,712<br>313,099 | 6,915<br>- | 27,865<br>- |
| TotalBBoxes | 347,811 | 6,915 | 27,865 | | 1 |
| Attribute | Training | Validation | Test |
| --- | --- | --- | --- |
| StreetViewImages<br>ProductShotImages | 199,666<br>313,099 | 39,933<br>- | 159,732<br>- | | | TotalImages | 512,765 | 39,933 | 159,732 |
| --- | --- | --- | --- |
| StreetViewBBoxes<br>ProductShotBBoxes | 34,712<br>313,099 | 6,915<br>- | 27,865<br>- |
| TotalBBoxes | 347,811 | 6,915 | 27,865 | | 0 |
| | | Chinese | English |
| --- | --- | --- | --- |
| Parallel | #Sent. | 2.56M | |
| #Word | 67.54M | 74.82M | |
| Vocab. | 0.21M | 0.16M | |
| Monolingual | #Sent. | 18.75M | 22.32M | | | #Word | 451.94M | 399.83M |
| --- | --- | --- |
| Vocab. | 0.97M | 1.34M | | 1 |
| | | Chinese | English |
| --- | --- | --- | --- |
| Parallel | #Sent. | 2.56M | |
| #Word | 67.54M | 74.82M | |
| Vocab. | 0.21M | 0.16M | |
| Monolingual | #Sent. | 18.75M | 22.32M | | | #Sent. | es→en | en→fr | es→fr |
| --- | --- | --- | --- |
| 0 | 31.53 | 30.46 | 29.52 |
| 1K | 32.64 | 30.29 | 30.23 |
| 10K | 32.92 | 30.93 | 31.51 |
| 50K | 33.29 | 31.57 | 32.40 |
| 100K | 33.35 | 31.63 | 32.45 | | 0 |
| | | Chinese | English |
| --- | --- | --- | --- |
| Parallel | #Sent. | 2.56M | |
| #Word | 67.54M | 74.82M | |
| Vocab. | 0.21M | 0.16M | | | | Monolingual | #Sent. | 18.75M | 22.32M |
| --- | --- | --- | --- |
| #Word | 451.94M | 399.83M | |
| Vocab. | 0.97M | 1.34M | | | 1 |
| | | Chinese | English |
| --- | --- | --- | --- |
| Parallel | #Sent. | 2.56M | |
| #Word | 67.54M | 74.82M | |
| Vocab. | 0.21M | 0.16M | | | | 50K | 33.29 | 31.57 | 32.40 |
| --- | --- | --- | --- |
| 100K | 33.35 | 31.63 | 32.45 | | 0 |
| | DISFA | BP4D |
| --- | --- | --- |
| #seqs | 27 | 328 |
| #frames | 130,814 | 144,682 | | | #activeframes | 56,356 | 117,075 |
| --- | --- | --- |
| #AU | 10 | 12 |
| labelcardinality | 3.04 | 4.05 |
| labeldensity | 4.05 | 0.22 | | 1 |
| | DISFA | BP4D |
| --- | --- | --- |
| #seqs | 27 | 328 |
| #frames | 130,814 | 144,682 | | | DataSet | MPEG-7 |
| --- | --- |
| CSS | 75.44 |
| Visualparts | 76.45 |
| SC | 76.51 |
| CPDH | 76.56 |
| Aligningcurves | 78.16 |
| ProposedApproach | 79.38 |
| SSC | 79.92 | | 0 |
| | DISFA | BP4D |
| --- | --- | --- |
| #seqs | 27 | 328 | | | #frames | 130,814 | 144,682 |
| --- | --- | --- |
| #activeframes | 56,356 | 117,075 |
| #AU | 10 | 12 |
| labelcardinality | 3.04 | 4.05 |
| labeldensity | 4.05 | 0.22 | | 1 |
| | DISFA | BP4D |
| --- | --- | --- |
| #seqs | 27 | 328 | | | SC | 76.51 |
| --- | --- |
| CPDH | 76.56 |
| Aligningcurves | 78.16 |
| ProposedApproach | 79.38 |
| SSC | 79.92 | | 0 |
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