premise string | hypothesis string | label int64 |
|---|---|---|
| Role | HitPints | Location |
| --- | --- | --- |
| RLagent | 10 | (x,y)=(2,2) | | | Enemy#1 | 3 | (x,y)=(3,10) |
| --- | --- | --- |
| Enemy#2 | 2 | (x,y)=(10,8) |
| Enemy#3 | 1 | (x,y)=(10,2) | | 1 |
| Role | HitPints | Location |
| --- | --- | --- |
| RLagent | 10 | (x,y)=(2,2) | | | Tracker | TrackPurity | TargetPurity |
| --- | --- | --- |
| 2Groups | 48.50 | 45.28 |
| 3Groups | 55.27 | 48.81 |
| 6Groups | 60.11 | 55.39 |
| 12Groups | 64.37 | 57.49 |
| 20Groups | 55.65 | 51.50 | | 0 |
| Role | HitPints | Location |
| --- | --- | --- |
| RLagent | 10 | (x,y)=(2,2) |
| Enemy#1 | 3 | (x,y)=(3,10) | | | Enemy#2 | 2 | (x,y)=(10,8) |
| --- | --- | --- |
| Enemy#3 | 1 | (x,y)=(10,2) | | 1 |
| Role | HitPints | Location |
| --- | --- | --- |
| RLagent | 10 | (x,y)=(2,2) |
| Enemy#1 | 3 | (x,y)=(3,10) | | | 12Groups | 64.37 | 57.49 |
| --- | --- | --- |
| 20Groups | 55.65 | 51.50 | | 0 |
| Trainingdata | Target(test)data | |
| --- | --- | --- |
| Arts | Sports | |
| Entiredataset | 33.6 | 52.4 |
| Withouttargetdomaindata | 24.5 | 29.3 | | | +5ktargetdomaindata | 31.2 | 41.8 |
| --- | --- | --- |
| +10ktargetdomaindata | 32.2 | 43.3 | | 1 |
| Trainingdata | Target(test)data | |
| --- | --- | --- |
| Arts | Sports | |
| Entiredataset | 33.6 | 52.4 |
| Withouttargetdomaindata | 24.5 | 29.3 | | | TrainingData | TestData | |
| --- | --- | --- |
| ILSVRC2012Val | WebVisionVal | |
| 1K<br>D<br>ImageNet | 56.15 | 52.58 |
| WebVision | 47.55 | 57.03 |
| E<br>VT | 51.99 | 53.94 |
| 1K<br>*D<br>ImageNet | 60.36 | 54.99 |
| E* | 56.58 | 57.98 | | 0 |
| Trainingdata | Target(test)data |
| --- | --- |
| Arts | Sports | | | Entiredataset | 33.6 | 52.4 |
| --- | --- | --- |
| Withouttargetdomaindata | 24.5 | 29.3 |
| +5ktargetdomaindata | 31.2 | 41.8 |
| +10ktargetdomaindata | 32.2 | 43.3 | | 1 |
| Trainingdata | Target(test)data |
| --- | --- |
| Arts | Sports | | | WebVision | 47.55 | 57.03 |
| --- | --- | --- |
| E<br>VT | 51.99 | 53.94 |
| 1K<br>*D<br>ImageNet | 60.36 | 54.99 |
| E* | 56.58 | 57.98 | | 0 |
| Dataset | Size | Dim. | No.Classes |
| --- | --- | --- | --- |
| Balance | 625 | 4 | 3 | | | BUPALiverDisorders | 345 | 6 | 2 |
| --- | --- | --- | --- |
| Diabetes | 768 | 8 | 2 |
| Sonar | 208 | 60 | 2 |
| Wine | 178 | 13 | 3 |
| Cho’sgene | 307 | 100 | 5 | | 1 |
| Dataset | Size | Dim. | No.Classes |
| --- | --- | --- | --- |
| Balance | 625 | 4 | 3 | | | Dataset | #Instances | #Dimensions |
| --- | --- | --- |
| Digits08 | 1500 | 16 |
| Credit | 1000 | 61 |
| Cancer | 699 | 10 |
| Qsar | 1055 | 41 |
| Sonar | 208 | 60 |
| Theorem | 3060 | 51 |
| Diabetes | 768 | 8 |
| Spambase | 4600 | 57 |
| KDD99 | 494021 | 41 |
| CAPTCHA | 1885 | 26 | | 0 |
| Dataset | Size | Dim. | No.Classes |
| --- | --- | --- | --- |
| Balance | 625 | 4 | 3 | | | BUPALiverDisorders | 345 | 6 | 2 |
| --- | --- | --- | --- |
| Diabetes | 768 | 8 | 2 |
| Sonar | 208 | 60 | 2 |
| Wine | 178 | 13 | 3 |
| Cho’sgene | 307 | 100 | 5 | | 1 |
| Dataset | Size | Dim. | No.Classes |
| --- | --- | --- | --- |
| Balance | 625 | 4 | 3 | | | Qsar | 1055 | 41 |
| --- | --- | --- |
| Sonar | 208 | 60 |
| Theorem | 3060 | 51 |
| Diabetes | 768 | 8 |
| Spambase | 4600 | 57 |
| KDD99 | 494021 | 41 |
| CAPTCHA | 1885 | 26 | | 0 |
| k | 1 | 2 | 3 | 4 | 5 | odd | even |
| --- | --- | --- | --- | --- | --- | --- | --- |
| d<br>Lowerboundonχ(F) | 4 | 13 | 29 | 55 | 92 | 5519332<br>d+d+d+<br>124124 | 551132<br>d+d+d+1<br>1246 |
| d<br>Upperboundonχ(F) | 4 | 13 | 30 | 65 | 108 | 2<br>(d+1)(cid:100)(d+1)/2(cid:101) | | | | d<br>Valueofχ(F)0,1 | 4 | 9 | 16 | 25 | 36 | 2<br>(d+1) |
| --- | --- | --- | --- | --- | --- | --- |
| d<br>Lowerboundonχ(F)0,2 | 4 | 13 | 24 | 34 | 52 | 2<br>3(cid:100)(d+1)/2(cid:101)−2 |
| d<br>Upperboundonχ(F)0,2 | 4 | 13 | 24 | 36 | 54 | 2<br>3(cid:100)(d+1)/2(cid:101) | | 1 |
| k | 1 | 2 | 3 | 4 | 5 | odd | even |
| --- | --- | --- | --- | --- | --- | --- | --- |
| d<br>Lowerboundonχ(F) | 4 | 13 | 29 | 55 | 92 | 5519332<br>d+d+d+<br>124124 | 551132<br>d+d+d+1<br>1246 |
| d<br>Upperboundonχ(F) | 4 | 13 | 30 | 65 | 108 | 2<br>(d+1)(cid:100)(d+1)/2(cid:101) | | | | | | |
| --- | --- | --- |
| | | |
| d1<br>d2<br>d3 | 0,27×104480,25×10<br>291761203628673<br>666<br>0,50×100,45×100,30×10 | 2,58×10752,58×10<br>66<br>4,12×103474,11×10<br>666<br>24,45×1019,62×103,46×10 |
| total | 0,80×100,46×100,58×10 | 31,15×1019,62×1010,16×10 |
| DBLP | Netflix | |
| | | |
| d1<br>d2<br>d3 | 0,79×102370,55×10<br>66<br>2,62×10424070,97×10<br>666<br>3,27×101,61×101,61×10 | 15,54×1025612,47×10<br>966<br>0,19×100,14×1020,30×10<br>966<br>0,20×1044,52×100,92×10 |
| total | 6,68×101,61×102,13×10 | 0,39×1044,66×1033,69×10 | | 0 |
| k | 1 | 2 | 3 | 4 | 5 | odd | even |
| --- | --- | --- | --- | --- | --- | --- | --- |
| d<br>Lowerboundonχ(F) | 4 | 13 | 29 | 55 | 92 | 5519332<br>d+d+d+<br>124124 | 551132<br>d+d+d+1<br>1246 |
| d<br>Upperboundonχ(F) | 4 | 13 | 30 | 65 | 108 | 2<br>(d+1)(cid:100)(d+1)/2(cid:101) | |
| d<br>Valueofχ(F)0,1 | 4 | 9 | 16 | 25 | 36 | 2<br>(d+1) | | | | d<br>Lowerboundonχ(F)0,2 | 4 | 13 | 24 | 34 | 52 | 2<br>3(cid:100)(d+1)/2(cid:101)−2 |
| --- | --- | --- | --- | --- | --- | --- |
| d<br>Upperboundonχ(F)0,2 | 4 | 13 | 24 | 36 | 54 | 2<br>3(cid:100)(d+1)/2(cid:101) | | 1 |
| k | 1 | 2 | 3 | 4 | 5 | odd | even |
| --- | --- | --- | --- | --- | --- | --- | --- |
| d<br>Lowerboundonχ(F) | 4 | 13 | 29 | 55 | 92 | 5519332<br>d+d+d+<br>124124 | 551132<br>d+d+d+1<br>1246 |
| d<br>Upperboundonχ(F) | 4 | 13 | 30 | 65 | 108 | 2<br>(d+1)(cid:100)(d+1)/2(cid:101) | |
| d<br>Valueofχ(F)0,1 | 4 | 9 | 16 | 25 | 36 | 2<br>(d+1) | | | | d1<br>d2<br>d3 | 0,27×104480,25×10<br>291761203628673<br>666<br>0,50×100,45×100,30×10 | 2,58×10752,58×10<br>66<br>4,12×103474,11×10<br>666<br>24,45×1019,62×103,46×10 |
| --- | --- | --- |
| total | 0,80×100,46×100,58×10 | 31,15×1019,62×1010,16×10 |
| DBLP | Netflix | |
| | | |
| d1<br>d2<br>d3 | 0,79×102370,55×10<br>66<br>2,62×10424070,97×10<br>666<br>3,27×101,61×101,61×10 | 15,54×1025612,47×10<br>966<br>0,19×100,14×1020,30×10<br>966<br>0,20×1044,52×100,92×10 |
| total | 6,68×101,61×102,13×10 | 0,39×1044,66×1033,69×10 | | 0 |
| Word | Cluster |
| --- | --- |
| w,w,w,w43105 | C1 |
| w9 | C2 | | | w,w,w162 | C3 |
| --- | --- |
| w,w87 | C4 | | 1 |
| Word | Cluster |
| --- | --- |
| w,w,w,w43105 | C1 |
| w9 | C2 | | | cluster | description |
| --- | --- |
| C1 | rightfielder,rightwing,rightback |
| C2 | centralforward |
| C3 | centralmidfielder,internalmidfielder |
| C4 | leftfielder,leftwing,leftback |
| C5 | leftback,leftcentralback |
| C6 | rightwing,rightforward |
| C7 | rightback |
| C8 | leftwing,leftforward | | 0 |
| Word | Cluster |
| --- | --- |
| w,w,w,w43105 | C1 | | | w9 | C2 |
| --- | --- |
| w,w,w162 | C3 |
| w,w87 | C4 | | 1 |
| Word | Cluster |
| --- | --- |
| w,w,w,w43105 | C1 | | | C3 | centralmidfielder,internalmidfielder |
| --- | --- |
| C4 | leftfielder,leftwing,leftback |
| C5 | leftback,leftcentralback |
| C6 | rightwing,rightforward |
| C7 | rightback |
| C8 | leftwing,leftforward | | 0 |
| | θ1 | θ2 | θ3 | δS |
| --- | --- | --- | --- | --- |
| m1 | 1/3 | 1/3 | 1/3 | 0.423 |
| m2 | 0.4 | 0.4 | 0.2 | 0.471 |
| m3 | 0.45 | 0.45 | 0.10 | 0.493 |
| m4 | 0.45 | 0.40 | 0.15 | 0.508 |
| m5 | 0.45 | 0.3 | 0.25 | 0.523 |
| m6 | 0.45 | 0.275 | 0.275 | 0.524 | | | m7 | 0.6 | 0.3 | 0.1 | 0.639 |
| --- | --- | --- | --- | --- |
| m8 | 1 | 0 | 0 | 1 | | 1 |
| | θ1 | θ2 | θ3 | δS |
| --- | --- | --- | --- | --- |
| m1 | 1/3 | 1/3 | 1/3 | 0.423 |
| m2 | 0.4 | 0.4 | 0.2 | 0.471 |
| m3 | 0.45 | 0.45 | 0.10 | 0.493 |
| m4 | 0.45 | 0.40 | 0.15 | 0.508 |
| m5 | 0.45 | 0.3 | 0.25 | 0.523 |
| m6 | 0.45 | 0.275 | 0.275 | 0.524 | | | | M1 | M2 | M3 | M4 | CE | M5 |
| --- | --- | --- | --- | --- | --- | --- |
| O1 | 0.763 | 0.775 | 0.694 | 0.602 | 0.701 | 0.534 |
| O2 | 1.05 | 1.02 | 0.894 | 0.838 | 0.908 | 0.752 |
| O3 | 0.781 | 0.693 | 0.674 | 0.571 | 0.561 | 0.549 |
| O4 | 0.310 | 0.307 | 0.265 | 0.238 | 0.236 | 0.212 |
| O5 | 0.344 | 0.321 | 0.297 | 0.256 | 0.251 | 0.231 |
| O6 | 0.732 | 0.714 | 0.593 | 0.576 | 0.585 | 0.541 | | 0 |
| | θ1 | θ2 | θ3 | δS |
| --- | --- | --- | --- | --- |
| m1 | 1/3 | 1/3 | 1/3 | 0.423 |
| m2 | 0.4 | 0.4 | 0.2 | 0.471 |
| m3 | 0.45 | 0.45 | 0.10 | 0.493 |
| m4 | 0.45 | 0.40 | 0.15 | 0.508 |
| m5 | 0.45 | 0.3 | 0.25 | 0.523 |
| m6 | 0.45 | 0.275 | 0.275 | 0.524 | | | m7 | 0.6 | 0.3 | 0.1 | 0.639 |
| --- | --- | --- | --- | --- |
| m8 | 1 | 0 | 0 | 1 | | 1 |
| | θ1 | θ2 | θ3 | δS |
| --- | --- | --- | --- | --- |
| m1 | 1/3 | 1/3 | 1/3 | 0.423 |
| m2 | 0.4 | 0.4 | 0.2 | 0.471 |
| m3 | 0.45 | 0.45 | 0.10 | 0.493 |
| m4 | 0.45 | 0.40 | 0.15 | 0.508 |
| m5 | 0.45 | 0.3 | 0.25 | 0.523 |
| m6 | 0.45 | 0.275 | 0.275 | 0.524 | | | O3 | 0.781 | 0.693 | 0.674 | 0.571 | 0.561 | 0.549 |
| --- | --- | --- | --- | --- | --- | --- |
| O4 | 0.310 | 0.307 | 0.265 | 0.238 | 0.236 | 0.212 |
| O5 | 0.344 | 0.321 | 0.297 | 0.256 | 0.251 | 0.231 |
| O6 | 0.732 | 0.714 | 0.593 | 0.576 | 0.585 | 0.541 | | 0 |
| | Topfeatures | |
| --- | --- | --- |
| # | Dataset1 | Dataset2 | | | 1 | POSNOUN | Spellingerror |
| --- | --- | --- |
| 2 | Capitalization | LDAdrinking |
| 3 | Spellingerror | POSNOUN |
| 4 | POSPREPOSITION | Length |
| 5 | Length | LDAtonight |
| 6 | LDALlife | SentimentRatio |
| 7 | POSVERB | Charrepeat |
| 8 | LDAtoday | LDAtoday |
| 9 | POSADV | LDAdrunken |
| 10 | SentimentRatio | LDAlmao | | 1 |
| | Topfeatures | |
| --- | --- | --- |
| # | Dataset1 | Dataset2 | | | Datasets | TWEETS | GN | YELP |
| --- | --- | --- | --- |
| #ofmsg | 12.7M | 2.2M | 1.6M |
| Vocabularysize | 1.7M | 208K | 85K |
| Avg.#ofmsgkeywords | 9 | 7 | 37 |
| SizeinGB | 2.26 | 0.3 | 1.04 | | 0 |
| | Topfeatures | |
| --- | --- | --- |
| # | Dataset1 | Dataset2 |
| 1 | POSNOUN | Spellingerror |
| 2 | Capitalization | LDAdrinking | | | 3 | Spellingerror | POSNOUN |
| --- | --- | --- |
| 4 | POSPREPOSITION | Length |
| 5 | Length | LDAtonight |
| 6 | LDALlife | SentimentRatio |
| 7 | POSVERB | Charrepeat |
| 8 | LDAtoday | LDAtoday |
| 9 | POSADV | LDAdrunken |
| 10 | SentimentRatio | LDAlmao | | 1 |
| | Topfeatures | |
| --- | --- | --- |
| # | Dataset1 | Dataset2 |
| 1 | POSNOUN | Spellingerror |
| 2 | Capitalization | LDAdrinking | | | Vocabularysize | 1.7M | 208K | 85K |
| --- | --- | --- | --- |
| Avg.#ofmsgkeywords | 9 | 7 | 37 |
| SizeinGB | 2.26 | 0.3 | 1.04 | | 0 |
| supervision | task |
| --- | --- |
| unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd. | detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection |
| spvd.<br>spvd. | detection<br>detection |
| spvd. | existence | | | localization | |
| --- | --- |
| spvd. | existence |
| counting | |
| weaklyspvd. | detection |
| spvd.+latent | existence | | 1 |
| supervision | task |
| --- | --- |
| unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd. | detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection |
| spvd.<br>spvd. | detection<br>detection |
| spvd. | existence | | | Operation | PAPdetector |
| --- | --- |
| All-to-all | UsesSTAR-MPIoverallefficiencyindicators |
| Broadcast | UsesitsownmessagingforPATsignaling |
| Localredirect | UsesitsownmessagingforPATsignaling |
| Clairvoyant | None,suggestedusageofthestaticanalysisor<br>SMA | | 0 |
| supervision | task |
| --- | --- |
| unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd. | detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection | | | spvd.<br>spvd. | detection<br>detection |
| --- | --- |
| spvd. | existence |
| localization | |
| spvd. | existence |
| counting | |
| weaklyspvd. | detection |
| spvd.+latent | existence | | 1 |
| supervision | task |
| --- | --- |
| unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd.<br>unspvd. | detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection<br>detection | | | Localredirect | UsesitsownmessagingforPATsignaling |
| --- | --- |
| Clairvoyant | None,suggestedusageofthestaticanalysisor<br>SMA | | 0 |
| Model | Precision | Recall | F-Score |
| --- | --- | --- | --- |
| GraphCRF | 65.20 | 66.50 | 65.84 | | | SupervisedPCRW | 76.30 | 79.47 | 77.85 |
| --- | --- | --- | --- |
| segSeq2Seq | 73.44 | 73.04 | 73.24 |
| attnsegSeq2Seq | 90.77 | 90.3 | 90.53 | | 1 |
| Model | Precision | Recall | F-Score |
| --- | --- | --- | --- |
| GraphCRF | 65.20 | 66.50 | 65.84 | | | Model | Precision | Recall | F1 |
| --- | --- | --- | --- |
| SVMfact | 100.00 | 40.20 | 57.34 |
| NNfact | 87.14 | 59.80 | 70.93 |
| NNfactart | 87.18 | 66.67 | 75.56 |
| NNfactsupvart | 90.00 | 70.59 | 79.12 | | 0 |
| Model | Precision | Recall | F-Score |
| --- | --- | --- | --- |
| GraphCRF | 65.20 | 66.50 | 65.84 | | | SupervisedPCRW | 76.30 | 79.47 | 77.85 |
| --- | --- | --- | --- |
| segSeq2Seq | 73.44 | 73.04 | 73.24 |
| attnsegSeq2Seq | 90.77 | 90.3 | 90.53 | | 1 |
| Model | Precision | Recall | F-Score |
| --- | --- | --- | --- |
| GraphCRF | 65.20 | 66.50 | 65.84 | | | NNfact | 87.14 | 59.80 | 70.93 |
| --- | --- | --- | --- |
| NNfactart | 87.18 | 66.67 | 75.56 |
| NNfactsupvart | 90.00 | 70.59 | 79.12 | | 0 |
| FilterSize | TestAccuracy | Timeinseconds(onTitanX) |
| --- | --- | --- |
| 5x5x32 | 98.6 | 114 | | | 5x5x16 | 98.5 | 110 |
| --- | --- | --- |
| 5x5x8 | 98.2 | 107 |
| 5x5x4 | 97.8 | 109 |
| 5x5x2 | 97.38 | 108 | | 1 |
| FilterSize | TestAccuracy | Timeinseconds(onTitanX) |
| --- | --- | --- |
| 5x5x32 | 98.6 | 114 | | | FilterSize | TestAccuracy | Timeinseconds(onTitanX) |
| --- | --- | --- |
| 3x3x32 | 98 | 117 |
| 3x3x16 | 97.79 | 108 |
| 3x3x8 | 97.5 | 103 |
| 3x3x4 | 96.6 | 108 |
| 3x3x2 | 96.2 | 106 | | 0 |
| FilterSize | TestAccuracy | Timeinseconds(onTitanX) |
| --- | --- | --- |
| 5x5x32 | 98.6 | 114 |
| 5x5x16 | 98.5 | 110 | | | 5x5x8 | 98.2 | 107 |
| --- | --- | --- |
| 5x5x4 | 97.8 | 109 |
| 5x5x2 | 97.38 | 108 | | 1 |
| FilterSize | TestAccuracy | Timeinseconds(onTitanX) |
| --- | --- | --- |
| 5x5x32 | 98.6 | 114 |
| 5x5x16 | 98.5 | 110 | | | 3x3x4 | 96.6 | 108 |
| --- | --- | --- |
| 3x3x2 | 96.2 | 106 | | 0 |
| VideoName | Gaze-fixvsGBVS | Gaze-fixvsSignatureSal | Gaze-fixvsSeo | Gaze-fixvsDeepRGB8k |
| --- | --- | --- | --- | --- |
| clipTest1 | 0,81627±0,10087 | 0,69327±0,13647 | 0,50090±0,06489 | 0,725073±0,168168 |
| clipTest56 | 0,76594±0,11569 | 0,75797±0,08650 | 0,64172±0,11630 | 0,82244±0,07295 |
| clipTest105 | 0,63138±0,16925 | 0,57462±0,13967 | 0,54629±0,12330 | 0,63652±0,22207 |
| clipTest200 | 0,75904±0,17022 | 0,87614±0,10807 | 0,65675±0,13202 | 0,77948±0,17523 |
| clipTest250 | 0,74555±0,09992 | 0,69339±0,11066 | 0,47032±0,10193 | 0,84299±0,10787 |
| clipTest300 | 0,82822±0,11143 | 0,81271±0,12922 | 0,75965±0,13658 | 0,74878±0,12161 |
| clipTest350 | 0,65136±0,16637 | 0,68849±0,249027 | 0,57134±0,12408 | 0,72284±0,16996 |
| clipTest500 | 0,82347±0,13901 | 0,84531±0,15070 | 0,75748±0,15382 | 0,85621±0,16137 |
| ClipTest704 | 0,80168±0,08349 | 0,85520±0,06826 | 0,57703±0,07959 | 0,78256±0,09523 |
| ClipTest752 | 0,73288±0,17742 | 0,54861±0,15555 | 0,71413±0,13138 | 0,59356±0,17804 | | | ClipTest803 | 0,86825±0,106833 | 0,87556±0,06896 | 0,73847±0,14879 | 0,88170±0,10827 |
| --- | --- | --- | --- | --- |
| ClipTest849 | 0,75279±0,15518 | 0,91888±0,07070 | 0,55145±0,12245 | 0,91089±0,05217 | | 1 |
| VideoName | Gaze-fixvsGBVS | Gaze-fixvsSignatureSal | Gaze-fixvsSeo | Gaze-fixvsDeepRGB8k |
| --- | --- | --- | --- | --- |
| clipTest1 | 0,81627±0,10087 | 0,69327±0,13647 | 0,50090±0,06489 | 0,725073±0,168168 |
| clipTest56 | 0,76594±0,11569 | 0,75797±0,08650 | 0,64172±0,11630 | 0,82244±0,07295 |
| clipTest105 | 0,63138±0,16925 | 0,57462±0,13967 | 0,54629±0,12330 | 0,63652±0,22207 |
| clipTest200 | 0,75904±0,17022 | 0,87614±0,10807 | 0,65675±0,13202 | 0,77948±0,17523 |
| clipTest250 | 0,74555±0,09992 | 0,69339±0,11066 | 0,47032±0,10193 | 0,84299±0,10787 |
| clipTest300 | 0,82822±0,11143 | 0,81271±0,12922 | 0,75965±0,13658 | 0,74878±0,12161 |
| clipTest350 | 0,65136±0,16637 | 0,68849±0,249027 | 0,57134±0,12408 | 0,72284±0,16996 |
| clipTest500 | 0,82347±0,13901 | 0,84531±0,15070 | 0,75748±0,15382 | 0,85621±0,16137 |
| ClipTest704 | 0,80168±0,08349 | 0,85520±0,06826 | 0,57703±0,07959 | 0,78256±0,09523 |
| ClipTest752 | 0,73288±0,17742 | 0,54861±0,15555 | 0,71413±0,13138 | 0,59356±0,17804 | | | FirstExperiment | SecondExperiment | | | |
| --- | --- | --- | --- | --- |
| VideoName | Gaze-fixvsDeep3k | Gaze-fixvsDeep4k | Gaze-fixvsDeep3k | Gaze-fixvsDeep4k |
| clipTest1 | 0,58612±0,19784 | 0,61449±0,17079 | 0,55641±0,20651 | 0,77445±0,14233 |
| clipTest56 | 0,74165±0,17394 | 0,75911±0,12509 | 0,65480±0,19994 | 0,82034±0,12727 |
| clipTest105 | 0,35626±0,33049 | 0,74312±0,19479 | 0,66285±0,20553 | 0,74740±0,14689 |
| ClipTest200 | 0,50643±0,241466 | 0,59407±0,20188 | 0,53926±0,21976 | 0,69309±0,16428 |
| ClipTest250 | 0,548647±0,240311 | 0,754679±0,15476 | 0,41965±0,28409 | 0,72621±0,15028 |
| ClipTest300 | 0,58236±0,22632 | 0,66156±0,16352 | 0,33808±0,19672 | 0,79186±0,09732 |
| ClipTest350 | 0,67679±0,29777 | 0,739803±0,16859 | 0,47971±0,40607 | 0,80467±0,15750 |
| ClipTest500 | 0,58351±0,20639 | 0,75242±0,15365 | 0,36761±0,36777 | 0,82230±0,15196 |
| ClipTest704 | 0,59292±0,18421 | 0,68858±0,16278 | 0,46192±0,21286 | 0,76831±0,11186 |
| ClipTest752 | 0,41710±0,11422 | 0,63240±0,16870 | 0,25651±0,25830 | 0,58621±0,21568 |
| ClipTest803 | 0,67961±0,24997 | 0,82489±0,14023 | 0,55019±0,18646 | 0,87474±0,06946 |
| ClipTest849 | 0,39952±0,31980 | 0,67103±0,20623 | 0,30190±0,27491 | 0,81148±0,10363 | | 0 |
| VideoName | Gaze-fixvsGBVS | Gaze-fixvsSignatureSal | Gaze-fixvsSeo | Gaze-fixvsDeepRGB8k |
| --- | --- | --- | --- | --- |
| clipTest1 | 0,81627±0,10087 | 0,69327±0,13647 | 0,50090±0,06489 | 0,725073±0,168168 |
| clipTest56 | 0,76594±0,11569 | 0,75797±0,08650 | 0,64172±0,11630 | 0,82244±0,07295 |
| clipTest105 | 0,63138±0,16925 | 0,57462±0,13967 | 0,54629±0,12330 | 0,63652±0,22207 |
| clipTest200 | 0,75904±0,17022 | 0,87614±0,10807 | 0,65675±0,13202 | 0,77948±0,17523 | | | clipTest250 | 0,74555±0,09992 | 0,69339±0,11066 | 0,47032±0,10193 | 0,84299±0,10787 |
| --- | --- | --- | --- | --- |
| clipTest300 | 0,82822±0,11143 | 0,81271±0,12922 | 0,75965±0,13658 | 0,74878±0,12161 |
| clipTest350 | 0,65136±0,16637 | 0,68849±0,249027 | 0,57134±0,12408 | 0,72284±0,16996 |
| clipTest500 | 0,82347±0,13901 | 0,84531±0,15070 | 0,75748±0,15382 | 0,85621±0,16137 |
| ClipTest704 | 0,80168±0,08349 | 0,85520±0,06826 | 0,57703±0,07959 | 0,78256±0,09523 |
| ClipTest752 | 0,73288±0,17742 | 0,54861±0,15555 | 0,71413±0,13138 | 0,59356±0,17804 |
| ClipTest803 | 0,86825±0,106833 | 0,87556±0,06896 | 0,73847±0,14879 | 0,88170±0,10827 |
| ClipTest849 | 0,75279±0,15518 | 0,91888±0,07070 | 0,55145±0,12245 | 0,91089±0,05217 | | 1 |
| VideoName | Gaze-fixvsGBVS | Gaze-fixvsSignatureSal | Gaze-fixvsSeo | Gaze-fixvsDeepRGB8k |
| --- | --- | --- | --- | --- |
| clipTest1 | 0,81627±0,10087 | 0,69327±0,13647 | 0,50090±0,06489 | 0,725073±0,168168 |
| clipTest56 | 0,76594±0,11569 | 0,75797±0,08650 | 0,64172±0,11630 | 0,82244±0,07295 |
| clipTest105 | 0,63138±0,16925 | 0,57462±0,13967 | 0,54629±0,12330 | 0,63652±0,22207 |
| clipTest200 | 0,75904±0,17022 | 0,87614±0,10807 | 0,65675±0,13202 | 0,77948±0,17523 | | | clipTest56 | 0,74165±0,17394 | 0,75911±0,12509 | 0,65480±0,19994 | 0,82034±0,12727 |
| --- | --- | --- | --- | --- |
| clipTest105 | 0,35626±0,33049 | 0,74312±0,19479 | 0,66285±0,20553 | 0,74740±0,14689 |
| ClipTest200 | 0,50643±0,241466 | 0,59407±0,20188 | 0,53926±0,21976 | 0,69309±0,16428 |
| ClipTest250 | 0,548647±0,240311 | 0,754679±0,15476 | 0,41965±0,28409 | 0,72621±0,15028 |
| ClipTest300 | 0,58236±0,22632 | 0,66156±0,16352 | 0,33808±0,19672 | 0,79186±0,09732 |
| ClipTest350 | 0,67679±0,29777 | 0,739803±0,16859 | 0,47971±0,40607 | 0,80467±0,15750 |
| ClipTest500 | 0,58351±0,20639 | 0,75242±0,15365 | 0,36761±0,36777 | 0,82230±0,15196 |
| ClipTest704 | 0,59292±0,18421 | 0,68858±0,16278 | 0,46192±0,21286 | 0,76831±0,11186 |
| ClipTest752 | 0,41710±0,11422 | 0,63240±0,16870 | 0,25651±0,25830 | 0,58621±0,21568 |
| ClipTest803 | 0,67961±0,24997 | 0,82489±0,14023 | 0,55019±0,18646 | 0,87474±0,06946 |
| ClipTest849 | 0,39952±0,31980 | 0,67103±0,20623 | 0,30190±0,27491 | 0,81148±0,10363 | | 0 |
| Algorithm | nData=5 | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.70±0.48 | 1.00±0.00 | 0.70±0.46 | | | Baseline | 0.85±0.24 | 0.65±0.19 | 0.7233±0.19 |
| --- | --- | --- | --- |
| MIMB | 0.90±0.21 | 0.8667±0.17 | 0.8533±0.14 |
| | nData=10 | | |
| He-Geng | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| Baseline | 0.85±0.24 | 0.9833±0.05 | 0.88±0.16 |
| MIMB | 0.90±0.21 | 1.00±0.00 | 0.9333±0.14 | | 1 |
| Algorithm | nData=5 | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.70±0.48 | 1.00±0.00 | 0.70±0.46 | | | Algorithm | nData=5 | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.66±0.10 | 1.00±0.00 | 0.7917±0.07 |
| Baseline | 1.00±0.00 | 0.8667±0.07 | 0.9273±0.04 |
| MIMB | 0.94±0.10 | 1.00±0.00 | 0.9667±0.05 |
| | nData=10 | | |
| He-Geng | 0.70±0.11 | 0.95±0.16 | 0.7990±0.11 |
| Baseline | 1.00±0.00 | 0.8298±0.14 | 0.9008±0.09 |
| MIMB | 0.84±0.08 | 0.96±0.12 | 0.8661±0.08 | | 0 |
| Algorithm | nData=5 | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.70±0.48 | 1.00±0.00 | 0.70±0.46 |
| Baseline | 0.85±0.24 | 0.65±0.19 | 0.7233±0.19 |
| MIMB | 0.90±0.21 | 0.8667±0.17 | 0.8533±0.14 | | | | nData=10 | | |
| --- | --- | --- | --- |
| He-Geng | 1.00±0.00 | 1.00±0.00 | 1.00±0.00 |
| Baseline | 0.85±0.24 | 0.9833±0.05 | 0.88±0.16 |
| MIMB | 0.90±0.21 | 1.00±0.00 | 0.9333±0.14 | | 1 |
| Algorithm | nData=5 | | |
| --- | --- | --- | --- |
| recall | precision | F1 | |
| He-Geng | 0.70±0.48 | 1.00±0.00 | 0.70±0.46 |
| Baseline | 0.85±0.24 | 0.65±0.19 | 0.7233±0.19 |
| MIMB | 0.90±0.21 | 0.8667±0.17 | 0.8533±0.14 | | | MIMB | 0.94±0.10 | 1.00±0.00 | 0.9667±0.05 |
| --- | --- | --- | --- |
| | nData=10 | | |
| He-Geng | 0.70±0.11 | 0.95±0.16 | 0.7990±0.11 |
| Baseline | 1.00±0.00 | 0.8298±0.14 | 0.9008±0.09 |
| MIMB | 0.84±0.08 | 0.96±0.12 | 0.8661±0.08 | | 0 |
| Dataset | AE-SCL-SR | MSDA | p−value |
| --- | --- | --- | --- |
| B→K | 0.8005 | 0.788 | 0.0268 |
| B→D | 0.8105 | 0.783 | 0.0011 |
| B→E | 0.7675 | 0.7455 | 0.0119 |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 |
| D→B | 0.773 | 0.7605 | 0.0186 | | | D→K | 0.8025 | 0.774 | 0.0014 |
| --- | --- | --- | --- |
| D→E | 0.781 | 0.75 | 0.0011 |
| E→B | 0.7115 | 0.7185 | 0.4823 |
| E→K | 0.8455 | 0.845 | 0.9507 |
| E→D | 0.745 | 0.71 | 0.0003 | | 1 |
| Dataset | AE-SCL-SR | MSDA | p−value |
| --- | --- | --- | --- |
| B→K | 0.8005 | 0.788 | 0.0268 |
| B→D | 0.8105 | 0.783 | 0.0011 |
| B→E | 0.7675 | 0.7455 | 0.0119 |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 |
| D→B | 0.773 | 0.7605 | 0.0186 | | | Dataset | AE-SCL-SR | MSDA | p−value |
| --- | --- | --- | --- |
| B→K | 0.8005 | 0.788 | 0.0268 |
| B→D | 0.8105 | 0.783 | 0.0011 |
| B→E | 0.7675 | 0.7455 | 0.0119 |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 |
| D→B | 0.773 | 0.7605 | 0.0186 |
| D→K | 0.8025 | 0.774 | 0.0014 |
| D→E | 0.781 | 0.75 | 0.0011 |
| E→B | 0.7115 | 0.7185 | 0.4823 |
| E→K | 0.8455 | 0.845 | 0.9507 |
| E→D | 0.745 | 0.71 | 0.0003 | | 0 |
| Dataset | AE-SCL-SR | MSDA | p−value |
| --- | --- | --- | --- |
| B→K | 0.8005 | 0.788 | 0.0268 |
| B→D | 0.8105 | 0.783 | 0.0011 |
| B→E | 0.7675 | 0.7455 | 0.0119 |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 | | | D→B | 0.773 | 0.7605 | 0.0186 |
| --- | --- | --- | --- |
| D→K | 0.8025 | 0.774 | 0.0014 |
| D→E | 0.781 | 0.75 | 0.0011 |
| E→B | 0.7115 | 0.7185 | 0.4823 |
| E→K | 0.8455 | 0.845 | 0.9507 |
| E→D | 0.745 | 0.71 | 0.0003 | | 1 |
| Dataset | AE-SCL-SR | MSDA | p−value |
| --- | --- | --- | --- |
| B→K | 0.8005 | 0.788 | 0.0268 |
| B→D | 0.8105 | 0.783 | 0.0011 |
| B→E | 0.7675 | 0.7455 | 0.0119 |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 | | | B→E | 0.7675 | 0.7455 | 0.0119 |
| --- | --- | --- | --- |
| K→B | 0.7295 | 0.7 | 0.0038 |
| K→D | 0.763 | 0.714 | 1.9e-06 |
| K→E | 0.84 | 0.824 | 0.018 |
| D→B | 0.773 | 0.7605 | 0.0186 |
| D→K | 0.8025 | 0.774 | 0.0014 |
| D→E | 0.781 | 0.75 | 0.0011 |
| E→B | 0.7115 | 0.7185 | 0.4823 |
| E→K | 0.8455 | 0.845 | 0.9507 |
| E→D | 0.745 | 0.71 | 0.0003 | | 0 |
| Dataset | c | DPBook | EM | SVT | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1:1 | 1:3 | 1:k | 1:k | 1:1 | | | | |
| BMS-PO | 50 | 0.061 | 0.001 | 0.010 | 0.008 | 0.015 | 0.008 | 0.002 |
| 100 | 0.561 | 0.006 | 0.242 | 0.087 | 0.070 | 0.046 | 0.049 | |
| 150 | 0.674 | 0.048 | 0.502 | 0.339 | 0.243 | 0.209 | 0.184 | |
| 200 | 0.691 | 0.093 | 0.632 | 0.571 | 0.518 | 0.481 | 0.302 | | | | 250 | 0.658 | 0.123 | 0.645 | 0.596 | 0.574 | 0.554 | 0.312 | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 300 | 0.619 | 0.140 | 0.645 | 0.599 | 0.557 | 0.581 | 0.283 | |
| Kosarak | 50 | 0.731 | 0.000 | 0.027 | 0.010 | 0.008 | 0.006 | 0.004 |
| 100 | 0.984 | 0.033 | 0.932 | 0.658 | 0.346 | 0.398 | 0.777 | |
| 150 | 0.986 | 0.139 | 0.974 | 0.932 | 0.836 | 0.850 | 0.931 | |
| 200 | 0.987 | 0.218 | 0.981 | 0.969 | 0.936 | 0.955 | 0.958 | |
| 250 | 0.984 | 0.273 | 0.980 | 0.975 | 0.963 | 0.963 | 0.960 | |
| 300 | 0.986 | 0.315 | 0.981 | 0.976 | 0.975 | 0.971 | 0.967 | |
| AOL | 50 | 0.219 | 0.001 | 0.011 | 0.009 | 0.014 | 0.008 | 0.002 |
| 100 | 0.995 | 0.004 | 0.746 | 0.066 | 0.078 | 0.022 | 0.548 | |
| 150 | 1.000 | 0.153 | 0.987 | 0.901 | 0.531 | 0.587 | 0.978 | |
| 200 | 1.000 | 0.412 | 0.998 | 0.989 | 0.952 | 0.961 | 0.996 | |
| 250 | 1.000 | 0.572 | 1.000 | 0.997 | 0.991 | 0.992 | 0.998 | |
| 300 | 1.000 | 0.683 | 0.999 | 0.999 | 0.995 | 0.997 | 0.999 | | | 1 |
| Dataset | c | DPBook | EM | SVT | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1:1 | 1:3 | 1:k | 1:k | 1:1 | | | | |
| BMS-PO | 50 | 0.061 | 0.001 | 0.010 | 0.008 | 0.015 | 0.008 | 0.002 |
| 100 | 0.561 | 0.006 | 0.242 | 0.087 | 0.070 | 0.046 | 0.049 | |
| 150 | 0.674 | 0.048 | 0.502 | 0.339 | 0.243 | 0.209 | 0.184 | |
| 200 | 0.691 | 0.093 | 0.632 | 0.571 | 0.518 | 0.481 | 0.302 | | | | Dataset | logβ | α | τ |
| --- | --- | --- | --- |
| N=50 | | | |
| SL | 2.39(0.17) | 0.31(0.02) | 0.98(0.02) |
| BP | 0.93(0.12) | 0.08(0.04) | 0.92(0.00) |
| MN | 1.66(0.16) | 0.03(0.01) | 0.72(0.04) |
| WK | −0.21(0.81) | 0.00(0.00) | 0.40(0.19) |
| N=5000 | | | |
| SL | 2.39(0.01) | 0.31(0.01) | 0.98(0.00) |
| BP | 0.96(0.02) | 0.08(0.00) | 0.92(0.00) |
| MN | 1.69(0.03) | 0.02(0.00) | 0.74(0.01) |
| WK | 0.39(0.22) | 0.00(0.00) | 0.60(0.01) | | 0 |
| Dataset | c | DPBook | EM | SVT | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1:1 | 1:3 | 1:k | 1:k | 1:1 | | | | |
| BMS-PO | 50 | 0.061 | 0.001 | 0.010 | 0.008 | 0.015 | 0.008 | 0.002 |
| 100 | 0.561 | 0.006 | 0.242 | 0.087 | 0.070 | 0.046 | 0.049 | |
| 150 | 0.674 | 0.048 | 0.502 | 0.339 | 0.243 | 0.209 | 0.184 | |
| 200 | 0.691 | 0.093 | 0.632 | 0.571 | 0.518 | 0.481 | 0.302 | |
| 250 | 0.658 | 0.123 | 0.645 | 0.596 | 0.574 | 0.554 | 0.312 | |
| 300 | 0.619 | 0.140 | 0.645 | 0.599 | 0.557 | 0.581 | 0.283 | |
| Kosarak | 50 | 0.731 | 0.000 | 0.027 | 0.010 | 0.008 | 0.006 | 0.004 |
| 100 | 0.984 | 0.033 | 0.932 | 0.658 | 0.346 | 0.398 | 0.777 | |
| 150 | 0.986 | 0.139 | 0.974 | 0.932 | 0.836 | 0.850 | 0.931 | |
| 200 | 0.987 | 0.218 | 0.981 | 0.969 | 0.936 | 0.955 | 0.958 | | | | 250 | 0.984 | 0.273 | 0.980 | 0.975 | 0.963 | 0.963 | 0.960 | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 300 | 0.986 | 0.315 | 0.981 | 0.976 | 0.975 | 0.971 | 0.967 | |
| AOL | 50 | 0.219 | 0.001 | 0.011 | 0.009 | 0.014 | 0.008 | 0.002 |
| 100 | 0.995 | 0.004 | 0.746 | 0.066 | 0.078 | 0.022 | 0.548 | |
| 150 | 1.000 | 0.153 | 0.987 | 0.901 | 0.531 | 0.587 | 0.978 | |
| 200 | 1.000 | 0.412 | 0.998 | 0.989 | 0.952 | 0.961 | 0.996 | |
| 250 | 1.000 | 0.572 | 1.000 | 0.997 | 0.991 | 0.992 | 0.998 | |
| 300 | 1.000 | 0.683 | 0.999 | 0.999 | 0.995 | 0.997 | 0.999 | | | 1 |
| Dataset | c | DPBook | EM | SVT | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1:1 | 1:3 | 1:k | 1:k | 1:1 | | | | |
| BMS-PO | 50 | 0.061 | 0.001 | 0.010 | 0.008 | 0.015 | 0.008 | 0.002 |
| 100 | 0.561 | 0.006 | 0.242 | 0.087 | 0.070 | 0.046 | 0.049 | |
| 150 | 0.674 | 0.048 | 0.502 | 0.339 | 0.243 | 0.209 | 0.184 | |
| 200 | 0.691 | 0.093 | 0.632 | 0.571 | 0.518 | 0.481 | 0.302 | |
| 250 | 0.658 | 0.123 | 0.645 | 0.596 | 0.574 | 0.554 | 0.312 | |
| 300 | 0.619 | 0.140 | 0.645 | 0.599 | 0.557 | 0.581 | 0.283 | |
| Kosarak | 50 | 0.731 | 0.000 | 0.027 | 0.010 | 0.008 | 0.006 | 0.004 |
| 100 | 0.984 | 0.033 | 0.932 | 0.658 | 0.346 | 0.398 | 0.777 | |
| 150 | 0.986 | 0.139 | 0.974 | 0.932 | 0.836 | 0.850 | 0.931 | |
| 200 | 0.987 | 0.218 | 0.981 | 0.969 | 0.936 | 0.955 | 0.958 | | | | WK | −0.21(0.81) | 0.00(0.00) | 0.40(0.19) |
| --- | --- | --- | --- |
| N=5000 | | | |
| SL | 2.39(0.01) | 0.31(0.01) | 0.98(0.00) |
| BP | 0.96(0.02) | 0.08(0.00) | 0.92(0.00) |
| MN | 1.69(0.03) | 0.02(0.00) | 0.74(0.01) |
| WK | 0.39(0.22) | 0.00(0.00) | 0.60(0.01) | | 0 |
| Parameter | Value |
| --- | --- |
| D0 | 2<br>O(dlogn) | | | m,m12 | O(d(logn)/(1−p)) |
| --- | --- |
| m3 | O(d(logn)/(1−p)) |
| m4 | O(dD(logn)/(1−p)) |
| e | Ω(ηdlogn) | | 1 |
| Parameter | Value |
| --- | --- |
| D0 | 2<br>O(dlogn) | | | Parameter | Value |
| --- | --- |
| D0 | 22<br>O(cdT(n)) |
| m,m12 | O(cdT(n)log(n/d)) |
| m3 | O(cdT(n)log(n/d)) |
| m4 | O(cdDT(n)log(n/d)) |
| t1 | O(n/(cdT(n))) |
| t2 | O(nD/(cdT(n))) |
| e,e,e,e1234 | Ω(ηdlog(n/d)/(1−η)) |
| m,i∈[4] | O(m/(1−η))i | | 0 |
| Parameter | Value |
| --- | --- |
| D0 | 2<br>O(dlogn) |
| m,m12 | O(d(logn)/(1−p)) |
| m3 | O(d(logn)/(1−p)) | | | m4 | O(dD(logn)/(1−p)) |
| --- | --- |
| e | Ω(ηdlogn) | | 1 |
| Parameter | Value |
| --- | --- |
| D0 | 2<br>O(dlogn) |
| m,m12 | O(d(logn)/(1−p)) |
| m3 | O(d(logn)/(1−p)) | | | m3 | O(cdT(n)log(n/d)) |
| --- | --- |
| m4 | O(cdDT(n)log(n/d)) |
| t1 | O(n/(cdT(n))) |
| t2 | O(nD/(cdT(n))) |
| e,e,e,e1234 | Ω(ηdlog(n/d)/(1−η)) |
| m,i∈[4] | O(m/(1−η))i | | 0 |
| Object | Sequence | Boundary | Non-Boundary | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | | | | |
| Textured | Pens | 40.9 | 24.7 | 23.4 | 9.8 | 13.3 | 50.8 | 45.8 | 43.5 | 30.9 | 36.1 | 46.2 | 37.8 |
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| | | | | | | | | | | | | | |
| | | | | | | | | | | | | | |
| | | | | | | | | | | | | | | | | Homogeneo | Box | 36.5 | 33.1 | 28.2 | 10.3 | 20.5 | 53.3 | 47.0 | 30.2 | 35.5 | 23.7 | 40.1 | 38.6 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | | | | |
| | | | | | | | | | | | | | |
| Stereo | Tsukuba | 32.6 | 20.9 | 29.2 | 11.6 | 30.7 | 48.2 | 47.8 | 51.1 | 43.3 | 43.9 | 81.1 | 68.4 |
| | | | | | | | | | | | | | | | 1 |
| Object | Sequence | Boundary | Non-Boundary | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | | | | |
| Textured | Pens | 40.9 | 24.7 | 23.4 | 9.8 | 13.3 | 50.8 | 45.8 | 43.5 | 30.9 | 36.1 | 46.2 | 37.8 |
| | | | | | | | | | | | | | |
| | | | | | | | | | | | | | |
| | | | | | | | | | | | | | |
| | | | | | | | | | | | | | | | | | Gradual | Sharp | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Video | #T | TP | FP | FN | P | R | F | #T | TP | FP | FN | P |
| BG11362 | 4 | 0 | 2 | 4 | 0 | 0 | - | 104 | 81 | 13 | 23 | 0.862 |
| BG14213 | 61 | 45 | 2 | 16 | 0.957 | 0.738 | 0.833 | 106 | 106 | 3 | 0 | 0.972 |
| BG2408 | 20 | 18 | 5 | 2 | 0.783 | 0.9 | 0.837 | 101 | 100 | 7 | 1 | 0.935 |
| BG34901 | 16 | 8 | 2 | 8 | 0.8 | 0.5 | 0.615 | 224 | 219 | 6 | 5 | 0.973 |
| BG35050 | 4 | 0 | 1 | 4 | 0 | 0 | - | 98 | 98 | 0 | 0 | 1 |
| BG35187 | 23 | 19 | 1 | 4 | 0.95 | 0.826 | 0.884 | 135 | 125 | 3 | 10 | 0.977 |
| BG36028 | 0 | 0 | 0 | 0 | - | - | - | 87 | 86 | 14 | 1 | 0.86 |
| BG36182 | 14 | 3 | 0 | 11 | 1 | 0.214 | 0.353 | 95 | 95 | 3 | 0 | 0.969 |
| BG36506 | 6 | 4 | 2 | 2 | 0.667 | 0.667 | 0.667 | 77 | 76 | 1 | 1 | 0.987 |
| BG36537 | 30 | 24 | 20 | 6 | 0.545 | 0.8 | 0.649 | 259 | 244 | 0 | 15 | 1 |
| BG36628 | 10 | 6 | 3 | 4 | 0.667 | 0.6 | 0.632 | 192 | 191 | 5 | 1 | 0.974 |
| BG37359 | 6 | 6 | 1 | 0 | 0.857 | 1 | 0.923 | 164 | 157 | 3 | 7 | 0.981 |
| BG37417 | 12 | 10 | 2 | 2 | 0.833 | 0.833 | 0.833 | 76 | 72 | 4 | 4 | 0.947 |
| BG37822 | 10 | 9 | 1 | 1 | 0.9 | 0.9 | 0.9 | 119 | 115 | 5 | 4 | 0.958 |
| BG37879 | 4 | 3 | 1 | 1 | 0.75 | 0.75 | 0.75 | 95 | 92 | 0 | 3 | 1 |
| BG38150 | 4 | 4 | 2 | 0 | 0.667 | 1 | 0.8 | 215 | 214 | 1 | 1 | 0.995 |
| BG9401 | 3 | 3 | 1 | 0 | 0.75 | 1 | 0.857 | 89 | 89 | 0 | 0 | 1 |
| Total | 227 | 162 | 46 | 65 | 0.779 | 0.714 | 0.745 | 2236 | 2160 | 68 | 76 | 0.969 | | 0 |
| Object | Sequence | Boundary | Non-Boundary | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | | | | |
| Textured | Pens | 40.9 | 24.7 | 23.4 | 9.8 | 13.3 | 50.8 | 45.8 | 43.5 | 30.9 | 36.1 | 46.2 | 37.8 | | | | | | | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | | | | |
| | | | | | | | | | | | | | |
| | | | | | | | | | | | | | |
| Homogeneo | Box | 36.5 | 33.1 | 28.2 | 10.3 | 20.5 | 53.3 | 47.0 | 30.2 | 35.5 | 23.7 | 40.1 | 38.6 |
| | | | | | | | | | | | | | |
| | | | | | | | | | | | | | |
| Stereo | Tsukuba | 32.6 | 20.9 | 29.2 | 11.6 | 30.7 | 48.2 | 47.8 | 51.1 | 43.3 | 43.9 | 81.1 | 68.4 |
| | | | | | | | | | | | | | | | 1 |
| Object | Sequence | Boundary | Non-Boundary | | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | | | | | | |
| Textured | Pens | 40.9 | 24.7 | 23.4 | 9.8 | 13.3 | 50.8 | 45.8 | 43.5 | 30.9 | 36.1 | 46.2 | 37.8 | | | BG34901 | 16 | 8 | 2 | 8 | 0.8 | 0.5 | 0.615 | 224 | 219 | 6 | 5 | 0.973 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| BG35050 | 4 | 0 | 1 | 4 | 0 | 0 | - | 98 | 98 | 0 | 0 | 1 |
| BG35187 | 23 | 19 | 1 | 4 | 0.95 | 0.826 | 0.884 | 135 | 125 | 3 | 10 | 0.977 |
| BG36028 | 0 | 0 | 0 | 0 | - | - | - | 87 | 86 | 14 | 1 | 0.86 |
| BG36182 | 14 | 3 | 0 | 11 | 1 | 0.214 | 0.353 | 95 | 95 | 3 | 0 | 0.969 |
| BG36506 | 6 | 4 | 2 | 2 | 0.667 | 0.667 | 0.667 | 77 | 76 | 1 | 1 | 0.987 |
| BG36537 | 30 | 24 | 20 | 6 | 0.545 | 0.8 | 0.649 | 259 | 244 | 0 | 15 | 1 |
| BG36628 | 10 | 6 | 3 | 4 | 0.667 | 0.6 | 0.632 | 192 | 191 | 5 | 1 | 0.974 |
| BG37359 | 6 | 6 | 1 | 0 | 0.857 | 1 | 0.923 | 164 | 157 | 3 | 7 | 0.981 |
| BG37417 | 12 | 10 | 2 | 2 | 0.833 | 0.833 | 0.833 | 76 | 72 | 4 | 4 | 0.947 |
| BG37822 | 10 | 9 | 1 | 1 | 0.9 | 0.9 | 0.9 | 119 | 115 | 5 | 4 | 0.958 |
| BG37879 | 4 | 3 | 1 | 1 | 0.75 | 0.75 | 0.75 | 95 | 92 | 0 | 3 | 1 |
| BG38150 | 4 | 4 | 2 | 0 | 0.667 | 1 | 0.8 | 215 | 214 | 1 | 1 | 0.995 |
| BG9401 | 3 | 3 | 1 | 0 | 0.75 | 1 | 0.857 | 89 | 89 | 0 | 0 | 1 |
| Total | 227 | 162 | 46 | 65 | 0.779 | 0.714 | 0.745 | 2236 | 2160 | 68 | 76 | 0.969 | | 0 |
| 0.47(62) | 0.02(3) |
| --- | --- |
| 0.77(106) | 0.05(7) |
| 0.86(119) | 0.06(8) | | | 0.88(122) | 0.06(8) |
| --- | --- |
| 0.91(125) | 0.05(7) |
| 0.96(130) | 0.04(6) | | 1 |
| 0.47(62) | 0.02(3) |
| --- | --- |
| 0.77(106) | 0.05(7) |
| 0.86(119) | 0.06(8) | | | 1 | 100 | 0.5 | 46.889 |
| --- | --- | --- | --- |
| 1 | 100 | 0.5 | 110.956 |
| 1 | 100 | 0.5 | 135.143 |
| 2 | 100 | 0.5 | 46.844 |
| 3 | 100 | 0.5 | 47.029 |
| 1 | 200 | 0.5 | 49.069 |
| 1 | 300 | 0.5 | 50.632 |
| 1 | 400 | 0.5 | 54.916 |
| 1 | 100 | 0 | 45.034 |
| 1 | 100 | 0.1 | 47.353 | | 0 |
| 0.47(62) | 0.02(3) |
| --- | --- |
| 0.77(106) | 0.05(7) | | | 0.86(119) | 0.06(8) |
| --- | --- |
| 0.88(122) | 0.06(8) |
| 0.91(125) | 0.05(7) |
| 0.96(130) | 0.04(6) | | 1 |
| 0.47(62) | 0.02(3) |
| --- | --- |
| 0.77(106) | 0.05(7) | | | 1 | 100 | 0 | 45.034 |
| --- | --- | --- | --- |
| 1 | 100 | 0.1 | 47.353 | | 0 |
| line | fragments |
| --- | --- |
| 4 | {} |
| 24 | {{(f7,C3)}} | | | 24 | {{(f7,C3)},{(f8,C4)}} |
| --- | --- |
| 11<br>11 | {{(f7,C3),(f7,P2)},{(f8,C4)}}<br>{{(f7,C3),(f7,P2)},{(f8,C4),(f8,P2)}} | | 1 |
| line | fragments |
| --- | --- |
| 4 | {} |
| 24 | {{(f7,C3)}} | | | line | fragments |
| --- | --- |
| 4 | {} |
| 24 | {{(f1,C1)}} |
| 11 | {{(f1,C1),(f1,C3)}} |
| 11 | {{(f1,C1),(f1,C3),(f1,P1)}} | | 0 |
| line | fragments |
| --- | --- |
| 4 | {} | | | 24 | {{(f7,C3)}} |
| --- | --- |
| 24 | {{(f7,C3)},{(f8,C4)}} |
| 11<br>11 | {{(f7,C3),(f7,P2)},{(f8,C4)}}<br>{{(f7,C3),(f7,P2)},{(f8,C4),(f8,P2)}} | | 1 |
| line | fragments |
| --- | --- |
| 4 | {} | | | 11 | {{(f1,C1),(f1,C3)}} |
| --- | --- |
| 11 | {{(f1,C1),(f1,C3),(f1,P1)}} | | 0 |
| Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| HKG | -41.3 | 2.1 | 0.67 | 8.7 | 0.39 | 5.1 |
| USA | -16.1 | 2.7 | -2.0 | 4.8 | 0.11 | -0.15 |
| CAN | -15.2 | 3.1 | -1.7 | 4.8 | 0.45 | 0.78 |
| SIN | -8.5 | 1.6 | -0.77 | 3.4 | -0.41 | 0.24 |
| ROC | -8.1 | 2.7 | -1.7 | 3.2 | 0.36 | -0.16 |
| MAS | -4.5 | 3.1 | -1.5 | 2.1 | 1.2 | 3.8 |
| VIE | -3.6 | 1.5 | -0.89 | 2.4 | -2.0 | 6.4 |
| GER | -2.4 | 2.1 | -0.99 | 1.4 | 0.29 | -0.81 |
| FRA | -2.4 | 2.0 | -0.85 | 1.5 | 0.70 | 0.47 | | | THI | -2.3 | 1.8 | -0.76 | 1.7 | 0.32 | 0.12 |
| --- | --- | --- | --- | --- | --- | --- |
| GBR | -1.4 | 1.4 | -0.42 | 1.5 | 0.78 | 1.6 |
| Average | -9.6 | 2.2 | -1.0 | 3.2 | 0.20 | 1.6 | | 1 |
| Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| HKG | -41.3 | 2.1 | 0.67 | 8.7 | 0.39 | 5.1 |
| USA | -16.1 | 2.7 | -2.0 | 4.8 | 0.11 | -0.15 |
| CAN | -15.2 | 3.1 | -1.7 | 4.8 | 0.45 | 0.78 |
| SIN | -8.5 | 1.6 | -0.77 | 3.4 | -0.41 | 0.24 |
| ROC | -8.1 | 2.7 | -1.7 | 3.2 | 0.36 | -0.16 |
| MAS | -4.5 | 3.1 | -1.5 | 2.1 | 1.2 | 3.8 |
| VIE | -3.6 | 1.5 | -0.89 | 2.4 | -2.0 | 6.4 |
| GER | -2.4 | 2.1 | -0.99 | 1.4 | 0.29 | -0.81 |
| FRA | -2.4 | 2.0 | -0.85 | 1.5 | 0.70 | 0.47 | | | Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| USA | -17.2 | 2.4 | 0.07 | 5.2 | -0.09 | -0.55 |
| MEX | -16.9 | 1.8 | -1.7 | 4.8 | -0.31 | -0.10 |
| CAN | -8.4 | 0.84 | 0.02 | 3.4 | 2.6 | 9.6 |
| JPN | -7.3 | 3.3 | -1.5 | 2.8 | 2.3 | 5.3 |
| GBR | -2.4 | 1.1 | -0.43 | 0.74 | 0.48 | -0.56 |
| ESP | -2.2 | 1.0 | -0.05 | 0.80 | 1.4 | 2.4 |
| PAN | -1.9 | 1.1 | -0.12 | 0.92 | 1.5 | 2.2 |
| CRI | -1.6 | 1.5 | -0.15 | 1.1 | 3.0 | 9.6 |
| FRA | -1.2 | 0.93 | -0.02 | 0.67 | 1.6 | 3.6 |
| DEU | -1.0 | 1.3 | 0.21 | 0.75 | 2.0 | 3.4 |
| COL | -0.77 | 1.3 | -0.02 | 0.43 | 1.0 | 0.72 |
| ITA | -0.71 | 1.5 | 0.17 | 0.55 | 1.0 | 0.54 |
| CHN | -0.68 | 1.6 | -0.02 | 0.25 | 0.88 | 0.55 |
| CHL | -0.65 | 1.7 | 0.30 | 0.84 | 2.6 | 7.1 |
| SLV | -0.61 | 1.2 | -0.01 | 0.54 | 1.3 | 1.1 |
| NZL | -0.58 | 1.4 | 0.02 | 0.48 | 2.2 | 5.4 |
| BRA | -0.52 | 1.4 | -0.03 | 0.60 | 3.2 | 11.6 |
| ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 |
| BEL | -0.24 | 1.8 | 0.14 | 0.47 | 2.1 | 3.6 |
| ISR | -0.24 | 1.8 | 0.08 | 0.34 | 0.81 | 0.04 |
| Average | -3.0 | 1.6 | -0.11 | 1.3 | 1.7 | 4.0 | | 0 |
| Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| HKG | -41.3 | 2.1 | 0.67 | 8.7 | 0.39 | 5.1 |
| USA | -16.1 | 2.7 | -2.0 | 4.8 | 0.11 | -0.15 |
| CAN | -15.2 | 3.1 | -1.7 | 4.8 | 0.45 | 0.78 | | | SIN | -8.5 | 1.6 | -0.77 | 3.4 | -0.41 | 0.24 |
| --- | --- | --- | --- | --- | --- | --- |
| ROC | -8.1 | 2.7 | -1.7 | 3.2 | 0.36 | -0.16 |
| MAS | -4.5 | 3.1 | -1.5 | 2.1 | 1.2 | 3.8 |
| VIE | -3.6 | 1.5 | -0.89 | 2.4 | -2.0 | 6.4 |
| GER | -2.4 | 2.1 | -0.99 | 1.4 | 0.29 | -0.81 |
| FRA | -2.4 | 2.0 | -0.85 | 1.5 | 0.70 | 0.47 |
| THI | -2.3 | 1.8 | -0.76 | 1.7 | 0.32 | 0.12 |
| GBR | -1.4 | 1.4 | -0.42 | 1.5 | 0.78 | 1.6 |
| Average | -9.6 | 2.2 | -1.0 | 3.2 | 0.20 | 1.6 | | 1 |
| Region | L | T | mi | vii | siii | κiiii |
| --- | --- | --- | --- | --- | --- | --- |
| HKG | -41.3 | 2.1 | 0.67 | 8.7 | 0.39 | 5.1 |
| USA | -16.1 | 2.7 | -2.0 | 4.8 | 0.11 | -0.15 |
| CAN | -15.2 | 3.1 | -1.7 | 4.8 | 0.45 | 0.78 | | | NZL | -0.58 | 1.4 | 0.02 | 0.48 | 2.2 | 5.4 |
| --- | --- | --- | --- | --- | --- | --- |
| BRA | -0.52 | 1.4 | -0.03 | 0.60 | 3.2 | 11.6 |
| ECU | -0.51 | 1.6 | 0.16 | 0.89 | 3.8 | 14.4 |
| PER | -0.35 | 1.9 | 0.15 | 0.51 | 2.3 | 6.1 |
| AUS | -0.27 | 1.7 | 0.27 | 0.64 | 1.9 | 2.4 |
| BEL | -0.24 | 1.8 | 0.14 | 0.47 | 2.1 | 3.6 |
| ISR | -0.24 | 1.8 | 0.08 | 0.34 | 0.81 | 0.04 |
| Average | -3.0 | 1.6 | -0.11 | 1.3 | 1.7 | 4.0 | | 0 |
| n | a(n)2 | a(n)3 | a(n)4 | a(n)5 | a(n)6 | a(n)7 | a(n)8 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| 3 | 2 | 3 | 3 | 3 | 3 | 3 | 3 |
| 4 | 3 | 4 | 5 | 5 | 5 | 5 | 5 |
| 5 | 4 | 6 | 7 | 8 | 8 | 8 | 8 |
| 6 | 5 | 8 | 10 | 11 | 12 | 12 | 12 |
| 7 | 7 | 12 | 15 | 17 | 18 | 19 | 19 |
| 8 | 9 | 17 | 22 | 25 | 27 | 28 | 29 | | | 9 | 13 | 25 | 33 | 38 | 41 | 43 | 44 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 18 | 37 | 49 | 57 | 62 | 65 | 67 |
| 11 | 25 | 53 | 72 | 84 | 92 | 97 | 100 |
| 12 | 34 | 76 | 105 | 124 | 136 | 144 | 149 |
| 13 | 48 | 109 | 153 | 182 | 201 | 213 | 221 |
| 14 | 67 | 159 | 224 | 268 | 297 | 316 | 328 |
| 15 | 97 | 231 | 330 | 395 | 439 | 468 | 487 |
| 16 | 134 | 336 | 483 | 582 | 647 | 691 | 720 |
| 17 | 191 | 485 | 708 | 807 | 906 | 1053 | 1097 |
| 18 | 258 | 690 | 1017 | 1164 | 1263 | 1362 | 1427 |
| 19 | 374 | 998 | | | | | |
| 20 | 521 | 1434 | | | | | |
| 21 | 738 | 2057 | | | | | |
| 22 | 1024 | | | | | | |
| 23 | 1431 | | | | | | |
| 24 | 1972 | | | | | | |
| 25 | 2755 | | | | | | |
| 26 | 3785 | | | | | | |
| 27 | 5244 | | | | | | |
| 28 | 7223 | | | | | | |
| 29 | 9937 | | | | | | |
| 30 | 13545 | | | | | | | | 1 |
| n | a(n)2 | a(n)3 | a(n)4 | a(n)5 | a(n)6 | a(n)7 | a(n)8 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| 3 | 2 | 3 | 3 | 3 | 3 | 3 | 3 |
| 4 | 3 | 4 | 5 | 5 | 5 | 5 | 5 |
| 5 | 4 | 6 | 7 | 8 | 8 | 8 | 8 |
| 6 | 5 | 8 | 10 | 11 | 12 | 12 | 12 |
| 7 | 7 | 12 | 15 | 17 | 18 | 19 | 19 |
| 8 | 9 | 17 | 22 | 25 | 27 | 28 | 29 | | | 0 | - | - | - | - | - | - | - | - | - |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 |
| 3 | 1 | 1 | 3 | 3 | 3 | 3 | 3 | 3 | 3 |
| 4 | 1 | 2 | 3 | 4 | 4 | 4 | 4 | 8 | 8 |
| 4,5 | 1 | 2 | 3 | 4 | 5 | 4 | 5 | 8 | 9 |
| 4,6 | 1 | 2 | 3 | 4,6 | 4,6 | 4,6 | 4,6 | 8 | 8 |
| 4,5,6,7 | 1 | 2 | 3 | 4,6 | 5,7 | 4,6 | 5,7 | 8 | 9 | | 0 |
| n | a(n)2 | a(n)3 | a(n)4 | a(n)5 | a(n)6 | a(n)7 | a(n)8 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| 3 | 2 | 3 | 3 | 3 | 3 | 3 | 3 |
| 4 | 3 | 4 | 5 | 5 | 5 | 5 | 5 |
| 5 | 4 | 6 | 7 | 8 | 8 | 8 | 8 |
| 6 | 5 | 8 | 10 | 11 | 12 | 12 | 12 |
| 7 | 7 | 12 | 15 | 17 | 18 | 19 | 19 |
| 8 | 9 | 17 | 22 | 25 | 27 | 28 | 29 |
| 9 | 13 | 25 | 33 | 38 | 41 | 43 | 44 |
| 10 | 18 | 37 | 49 | 57 | 62 | 65 | 67 |
| 11 | 25 | 53 | 72 | 84 | 92 | 97 | 100 |
| 12 | 34 | 76 | 105 | 124 | 136 | 144 | 149 |
| 13 | 48 | 109 | 153 | 182 | 201 | 213 | 221 |
| 14 | 67 | 159 | 224 | 268 | 297 | 316 | 328 |
| 15 | 97 | 231 | 330 | 395 | 439 | 468 | 487 |
| 16 | 134 | 336 | 483 | 582 | 647 | 691 | 720 |
| 17 | 191 | 485 | 708 | 807 | 906 | 1053 | 1097 |
| 18 | 258 | 690 | 1017 | 1164 | 1263 | 1362 | 1427 |
| 19 | 374 | 998 | | | | | | | | 20 | 521 | 1434 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 21 | 738 | 2057 | | | | | |
| 22 | 1024 | | | | | | |
| 23 | 1431 | | | | | | |
| 24 | 1972 | | | | | | |
| 25 | 2755 | | | | | | |
| 26 | 3785 | | | | | | |
| 27 | 5244 | | | | | | |
| 28 | 7223 | | | | | | |
| 29 | 9937 | | | | | | |
| 30 | 13545 | | | | | | | | 1 |
| n | a(n)2 | a(n)3 | a(n)4 | a(n)5 | a(n)6 | a(n)7 | a(n)8 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 2 | 2 | 2 | 2 | 2 | 2 | 2 |
| 3 | 2 | 3 | 3 | 3 | 3 | 3 | 3 |
| 4 | 3 | 4 | 5 | 5 | 5 | 5 | 5 |
| 5 | 4 | 6 | 7 | 8 | 8 | 8 | 8 |
| 6 | 5 | 8 | 10 | 11 | 12 | 12 | 12 |
| 7 | 7 | 12 | 15 | 17 | 18 | 19 | 19 |
| 8 | 9 | 17 | 22 | 25 | 27 | 28 | 29 |
| 9 | 13 | 25 | 33 | 38 | 41 | 43 | 44 |
| 10 | 18 | 37 | 49 | 57 | 62 | 65 | 67 |
| 11 | 25 | 53 | 72 | 84 | 92 | 97 | 100 |
| 12 | 34 | 76 | 105 | 124 | 136 | 144 | 149 |
| 13 | 48 | 109 | 153 | 182 | 201 | 213 | 221 |
| 14 | 67 | 159 | 224 | 268 | 297 | 316 | 328 |
| 15 | 97 | 231 | 330 | 395 | 439 | 468 | 487 |
| 16 | 134 | 336 | 483 | 582 | 647 | 691 | 720 |
| 17 | 191 | 485 | 708 | 807 | 906 | 1053 | 1097 |
| 18 | 258 | 690 | 1017 | 1164 | 1263 | 1362 | 1427 |
| 19 | 374 | 998 | | | | | | | | 2 | 1 | 2 | 1 | 2 | 2 | 2 | 2 | 2 | 2 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 1 | 1 | 3 | 3 | 3 | 3 | 3 | 3 | 3 |
| 4 | 1 | 2 | 3 | 4 | 4 | 4 | 4 | 8 | 8 |
| 4,5 | 1 | 2 | 3 | 4 | 5 | 4 | 5 | 8 | 9 |
| 4,6 | 1 | 2 | 3 | 4,6 | 4,6 | 4,6 | 4,6 | 8 | 8 |
| 4,5,6,7 | 1 | 2 | 3 | 4,6 | 5,7 | 4,6 | 5,7 | 8 | 9 | | 0 |
| | L1D | L1I | L2 | L3 |
| --- | --- | --- | --- | --- |
| Type | WB | WB | WB | MESICoherent |
| Size | 32KB | 32KB | 256KB | 12MB | | | LineSize | 64 | 64 | 64 | 64 |
| --- | --- | --- | --- | --- |
| Associative | 8 | 4 | 8 | 16 |
| Latency | 4 | 2 | 6 | 27 |
| ReadPorts | 2 | 2 | 2 | 2 |
| WritePorts | 1 | 1 | 2 | 2 |
| Prefetcher | None | None | Testing | None | | 1 |
| | L1D | L1I | L2 | L3 |
| --- | --- | --- | --- | --- |
| Type | WB | WB | WB | MESICoherent |
| Size | 32KB | 32KB | 256KB | 12MB | | | | | | GFLOPS | GB/s | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Kernel | R×Rxy | T×Txy | Initial | Buf | Tex | Initial | Buf | Tex |
| 8 | 1×1 | 8×8 | 414 | 562 | 510 | 53 | 72 | 65 |
| 9 | 1×2 | 16×8 | 771 | 837 | 818 | 49 | 54 | 53 |
| 10 | 2×1 | 8×16 | 783 | 852 | 834 | 50 | 55 | 54 |
| 11 | 2×2 | 8×8 | 801 | 944 | 1023 | 53 | 61 | 66 |
| 12 | 2×2 | 16×16 | 644 | 908 | 897 | 21 | 31 | 30 | | 0 |
| | L1D | L1I | L2 | L3 |
| --- | --- | --- | --- | --- |
| Type | WB | WB | WB | MESICoherent | | | Size | 32KB | 32KB | 256KB | 12MB |
| --- | --- | --- | --- | --- |
| LineSize | 64 | 64 | 64 | 64 |
| Associative | 8 | 4 | 8 | 16 |
| Latency | 4 | 2 | 6 | 27 |
| ReadPorts | 2 | 2 | 2 | 2 |
| WritePorts | 1 | 1 | 2 | 2 |
| Prefetcher | None | None | Testing | None | | 1 |
| | L1D | L1I | L2 | L3 |
| --- | --- | --- | --- | --- |
| Type | WB | WB | WB | MESICoherent | | | 11 | 2×2 | 8×8 | 801 | 944 | 1023 | 53 | 61 | 66 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 12 | 2×2 | 16×16 | 644 | 908 | 897 | 21 | 31 | 30 | | 0 |
| Parameters | g | f |
| --- | --- | --- |
| [40,9,21] | 222<br>aa00a1aa10a1 | 2<br>a0000aa01 |
| [40,10,20] | aaa01a0aa11 | aaa00a1aa1 |
| [40,11,19] | a10aaaa1a1 | a11aa100a01 |
| [40,12,18] | 101a00aa1 | 1a100aaaaaa1 |
| [40,14,16] | 10a1a01 | 11aaaa011 |
| [40,16,15] | 10001 | aa0a01011a1a0a |
| [40,17,14] | a1a1 | aa1a10a0a0aaa0a11 |
| [44,12,20] | 11111aa11a1 | a000aaaa0aa1 |
| [48,11,24] | 1aa1a0aa100101 | aaaaa1a10a1 |
| [48,12,23] | a110a1aa11aa1 | 1a0110010a11 |
| [48,13,22] | aaa00a100111 | 0001a0aaaaaa1 |
| [48,14,21] | 11aaa10a101 | 1a11010a1aaa11 |
| [48,15,20] | aa01a1a111 | 1aaaaaaa0aa1a11 | | | [48,16,19] | a00101aa1 | aa0a1a1aa1aaaaa1 |
| --- | --- | --- |
| [52,13,24] | aaaa10a1a11aa1 | aa11aa1aaaa11 |
| [60,11,32] | aaaaaa11aa110000aa11 | aaaa0aaa1a1 |
| [60,14,28] | 11aa11aaaaaaaaaa1 | a0aa0a110a1011 | | 1 |
| Parameters | g | f |
| --- | --- | --- |
| [40,9,21] | 222<br>aa00a1aa10a1 | 2<br>a0000aa01 |
| [40,10,20] | aaa01a0aa11 | aaa00a1aa1 |
| [40,11,19] | a10aaaa1a1 | a11aa100a01 |
| [40,12,18] | 101a00aa1 | 1a100aaaaaa1 |
| [40,14,16] | 10a1a01 | 11aaaa011 |
| [40,16,15] | 10001 | aa0a01011a1a0a |
| [40,17,14] | a1a1 | aa1a10a0a0aaa0a11 |
| [44,12,20] | 11111aa11a1 | a000aaaa0aa1 |
| [48,11,24] | 1aa1a0aa100101 | aaaaa1a10a1 |
| [48,12,23] | a110a1aa11aa1 | 1a0110010a11 |
| [48,13,22] | aaa00a100111 | 0001a0aaaaaa1 |
| [48,14,21] | 11aaa10a101 | 1a11010a1aaa11 |
| [48,15,20] | aa01a1a111 | 1aaaaaaa0aa1a11 | | | | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | a | b | c | d | e | f |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0 | 3f | 20 | 9a | f9 | 5c | 43 | d8 | a4 | bb | 7d | 1e | 85 | c7 | 62 | e6 | 1 |
| 1 | 8c | b9 | 80 | 39 | a1 | 9c | ce | a6 | 2c | 97 | 5d | 9d | c6 | a3 | 4f | 6f |
| 2 | 5b | aa | de | 61 | ab | 32 | 24 | 22 | 9e | 3d | 4c | ca | 7b | e5 | 65 | d6 |
| 3 | b4 | bf | 4b | 35 | fb | b6 | 6b | 50 | 53 | 5 | 92 | f3 | e4 | 4e | 29 | 33 |
| 4 | d0 | 40 | 4a | bc | d4 | 45 | 49 | 10 | e0 | b7 | 6c | 8f | c4 | 9 | 82 | 8 |
| 5 | 63 | db | 7f | f1 | e3 | 52 | 13 | 2a | 28 | 60 | 5f | f8 | ec | eb | 2e | c2 |
| 6 | 5e | 25 | 4 | 41 | 69 | 95 | 72 | 34 | 75 | 4d | 31 | ac | 26 | f0 | b2 | 83 |
| 7 | 2 | a | 84 | 5a | 57 | 86 | ff | 1f | 30 | 14 | 36 | 88 | d2 | d7 | 70 | 74 |
| 8 | b1 | 6 | d3 | 98 | 87 | 8e | 38 | 77 | 99 | 96 | 8a | 67 | 46 | 6d | f5 | 1d |
| 9 | 3a | 1b | 37 | ee | 3b | 81 | e1 | df | d1 | 93 | cc | 91 | b8 | 3c | 51 | a9 |
| a | d5 | 1a | 2b | 59 | b | 12 | bd | f7 | a0 | 2d | 78 | 76 | 71 | cd | 8b | 18 |
| b | e8 | 11 | ad | be | e2 | 7e | 0 | a8 | cb | 9b | fa | 58 | 9f | ef | f6 | 94 |
| c | ed | 27 | ba | f | 2f | d | c | 54 | 21 | 73 | b0 | 19 | f4 | 8d | c8 | 6e |
| d | 89 | 48 | c5 | 23 | 64 | 47 | 7c | 16 | c1 | fd | e7 | cf | ea | 15 | da | a7 |
| e | 7 | e9 | c3 | 44 | a2 | e | 79 | 7a | 3e | 90 | 6a | fc | a5 | 56 | b3 | dd |
| f | 66 | c9 | dc | b5 | ae | af | 68 | f2 | 17 | 42 | 55 | d9 | 3 | c0 | 1c | fe | | 0 |
| Parameters | g | f |
| --- | --- | --- |
| [40,9,21] | 222<br>aa00a1aa10a1 | 2<br>a0000aa01 |
| [40,10,20] | aaa01a0aa11 | aaa00a1aa1 |
| [40,11,19] | a10aaaa1a1 | a11aa100a01 | | | [40,12,18] | 101a00aa1 | 1a100aaaaaa1 |
| --- | --- | --- |
| [40,14,16] | 10a1a01 | 11aaaa011 |
| [40,16,15] | 10001 | aa0a01011a1a0a |
| [40,17,14] | a1a1 | aa1a10a0a0aaa0a11 |
| [44,12,20] | 11111aa11a1 | a000aaaa0aa1 |
| [48,11,24] | 1aa1a0aa100101 | aaaaa1a10a1 |
| [48,12,23] | a110a1aa11aa1 | 1a0110010a11 |
| [48,13,22] | aaa00a100111 | 0001a0aaaaaa1 |
| [48,14,21] | 11aaa10a101 | 1a11010a1aaa11 |
| [48,15,20] | aa01a1a111 | 1aaaaaaa0aa1a11 |
| [48,16,19] | a00101aa1 | aa0a1a1aa1aaaaa1 |
| [52,13,24] | aaaa10a1a11aa1 | aa11aa1aaaa11 |
| [60,11,32] | aaaaaa11aa110000aa11 | aaaa0aaa1a1 |
| [60,14,28] | 11aa11aaaaaaaaaa1 | a0aa0a110a1011 | | 1 |
| Parameters | g | f |
| --- | --- | --- |
| [40,9,21] | 222<br>aa00a1aa10a1 | 2<br>a0000aa01 |
| [40,10,20] | aaa01a0aa11 | aaa00a1aa1 |
| [40,11,19] | a10aaaa1a1 | a11aa100a01 | | | 1 | 8c | b9 | 80 | 39 | a1 | 9c | ce | a6 | 2c | 97 | 5d | 9d | c6 | a3 | 4f | 6f |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 5b | aa | de | 61 | ab | 32 | 24 | 22 | 9e | 3d | 4c | ca | 7b | e5 | 65 | d6 |
| 3 | b4 | bf | 4b | 35 | fb | b6 | 6b | 50 | 53 | 5 | 92 | f3 | e4 | 4e | 29 | 33 |
| 4 | d0 | 40 | 4a | bc | d4 | 45 | 49 | 10 | e0 | b7 | 6c | 8f | c4 | 9 | 82 | 8 |
| 5 | 63 | db | 7f | f1 | e3 | 52 | 13 | 2a | 28 | 60 | 5f | f8 | ec | eb | 2e | c2 |
| 6 | 5e | 25 | 4 | 41 | 69 | 95 | 72 | 34 | 75 | 4d | 31 | ac | 26 | f0 | b2 | 83 |
| 7 | 2 | a | 84 | 5a | 57 | 86 | ff | 1f | 30 | 14 | 36 | 88 | d2 | d7 | 70 | 74 |
| 8 | b1 | 6 | d3 | 98 | 87 | 8e | 38 | 77 | 99 | 96 | 8a | 67 | 46 | 6d | f5 | 1d |
| 9 | 3a | 1b | 37 | ee | 3b | 81 | e1 | df | d1 | 93 | cc | 91 | b8 | 3c | 51 | a9 |
| a | d5 | 1a | 2b | 59 | b | 12 | bd | f7 | a0 | 2d | 78 | 76 | 71 | cd | 8b | 18 |
| b | e8 | 11 | ad | be | e2 | 7e | 0 | a8 | cb | 9b | fa | 58 | 9f | ef | f6 | 94 |
| c | ed | 27 | ba | f | 2f | d | c | 54 | 21 | 73 | b0 | 19 | f4 | 8d | c8 | 6e |
| d | 89 | 48 | c5 | 23 | 64 | 47 | 7c | 16 | c1 | fd | e7 | cf | ea | 15 | da | a7 |
| e | 7 | e9 | c3 | 44 | a2 | e | 79 | 7a | 3e | 90 | 6a | fc | a5 | 56 | b3 | dd |
| f | 66 | c9 | dc | b5 | ae | af | 68 | f2 | 17 | 42 | 55 | d9 | 3 | c0 | 1c | fe | | 0 |
| Benchmark | Configuration | Executiontime(s) |
| --- | --- | --- |
| ClassA | | |
| Crypt | vectorsize:3000000 | 0,225 |
| LUFact | matrixsize:500 | 0,091 |
| Series | Numberofcoefficients:10000 | 10,054 |
| SOR | matrixsize:1000 | 0,885 |
| SparseMatMult | matrixsize:50000 | 0,665 |
| ClassB | | |
| Crypt | vectorsize:20000000 | 1,341 |
| LUFact | matrixsize:1000 | 0,778 |
| Series | Numberofcoefficients:100000 | 102,973 |
| SOR | matrixsize:1500 | 2,021 |
| SparseMatMult | matrixsize:100000 | 1,744 |
| ClassC | | |
| Crypt | vectorsize:50000000 | 3,340 |
| LUFact | matrixsize:2000 | 9,181 |
| Series | Numberofcoefficients:1000000 | 1669,133 | | | SOR | matrixsize:2000 | 3,432 |
| --- | --- | --- |
| SparseMatMult | matrixsize:500000 | 19,448 | | 1 |
| Benchmark | Configuration | Executiontime(s) |
| --- | --- | --- |
| ClassA | | |
| Crypt | vectorsize:3000000 | 0,225 |
| LUFact | matrixsize:500 | 0,091 |
| Series | Numberofcoefficients:10000 | 10,054 |
| SOR | matrixsize:1000 | 0,885 |
| SparseMatMult | matrixsize:50000 | 0,665 |
| ClassB | | |
| Crypt | vectorsize:20000000 | 1,341 |
| LUFact | matrixsize:1000 | 0,778 |
| Series | Numberofcoefficients:100000 | 102,973 |
| SOR | matrixsize:1500 | 2,021 |
| SparseMatMult | matrixsize:100000 | 1,744 |
| ClassC | | |
| Crypt | vectorsize:50000000 | 3,340 |
| LUFact | matrixsize:2000 | 9,181 |
| Series | Numberofcoefficients:1000000 | 1669,133 | | | Benchmark | Numberofannotations | ExtraLoC |
| --- | --- | --- |
| Crypt | 2 | 1 |
| LUFact | 1 | 3 |
| Series | 1 | 3 |
| SOR | 2 | 1 |
| SparseMatMult | 3 | 50 | | 0 |
| Benchmark | Configuration | Executiontime(s) |
| --- | --- | --- |
| ClassA | | |
| Crypt | vectorsize:3000000 | 0,225 |
| LUFact | matrixsize:500 | 0,091 | | | Series | Numberofcoefficients:10000 | 10,054 |
| --- | --- | --- |
| SOR | matrixsize:1000 | 0,885 |
| SparseMatMult | matrixsize:50000 | 0,665 |
| ClassB | | |
| Crypt | vectorsize:20000000 | 1,341 |
| LUFact | matrixsize:1000 | 0,778 |
| Series | Numberofcoefficients:100000 | 102,973 |
| SOR | matrixsize:1500 | 2,021 |
| SparseMatMult | matrixsize:100000 | 1,744 |
| ClassC | | |
| Crypt | vectorsize:50000000 | 3,340 |
| LUFact | matrixsize:2000 | 9,181 |
| Series | Numberofcoefficients:1000000 | 1669,133 |
| SOR | matrixsize:2000 | 3,432 |
| SparseMatMult | matrixsize:500000 | 19,448 | | 1 |
| Benchmark | Configuration | Executiontime(s) |
| --- | --- | --- |
| ClassA | | |
| Crypt | vectorsize:3000000 | 0,225 |
| LUFact | matrixsize:500 | 0,091 | | | LUFact | 1 | 3 |
| --- | --- | --- |
| Series | 1 | 3 |
| SOR | 2 | 1 |
| SparseMatMult | 3 | 50 | | 0 |
| Methods | WordSim-353 | Rel-122 | MC |
| --- | --- | --- | --- |
| SkipGram | 59.89 | 49.14 | 63.96 | | | MSSG<br>NP-MSSG | 63.2<br>62.4 | -<br>- | -<br>- |
| --- | --- | --- | --- |
| GSG-S<br>GSG-D | 62.03<br>61.00 | 51.09<br>53.54 | 69.17<br>68.50 |
| GMSG<br>D-GMSG | 67.8<br>56.3 | 57.3<br>47.1 | 77.3<br>47.3 | | 1 |
| Methods | WordSim-353 | Rel-122 | MC |
| --- | --- | --- | --- |
| SkipGram | 59.89 | 49.14 | 63.96 | | | nc | Methods | LRC | SRC | BSRC | CRC | MRSRC | MRBSRC | MRCRC |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 16 | Mean<br>Min<br>Max | 69.30<br>67.52<br>70.72<br>70.02<br>68.26<br>71.46<br>70.79<br>69.82<br>72.20<br>71.04<br>70.31<br>71.96 | 75.42<br>74.26<br>76.32<br>77.60<br>76.81<br>78.62<br>78.93<br>77.80<br>79.44<br>79.95<br>78.70<br>80.59 | 70.76<br>69.57<br>72.12<br>72.25<br>71.13<br>73.19<br>73.32<br>72.29<br>73.93<br>74.19<br>73.03<br>74.92 | 77.29<br>75.58<br>79.44<br>79.26<br>78.13<br>80.43<br>80.22<br>79.36<br>80.92<br>81.04<br>80.43<br>81.50 | 81.73<br>80.26<br>82.98<br>85.36<br>83.88<br>86.10<br>87.72<br>86.43<br>88.98<br>89.40<br>88.65<br>89.97 | 76.18<br>74.26<br>77.63<br>79.38<br>77.14<br>80.43<br>82.12<br>81.33<br>83.47<br>83.91<br>83.14<br>85.20 | 81.17<br>79.69<br>82.89<br>82.55<br>81.50<br>83.47<br>83.92<br>82.65<br>84.70<br>84.36<br>83.39<br>85.03 |
| 20 | Mean<br>Min<br>Max | | | | | | | |
| 24 | Mean<br>Min<br>Max | | | | | | | |
| 28 | Mean<br>Min<br>Max | | | | | | | | | 0 |
| Methods | WordSim-353 | Rel-122 | MC |
| --- | --- | --- | --- |
| SkipGram | 59.89 | 49.14 | 63.96 | | | MSSG<br>NP-MSSG | 63.2<br>62.4 | -<br>- | -<br>- |
| --- | --- | --- | --- |
| GSG-S<br>GSG-D | 62.03<br>61.00 | 51.09<br>53.54 | 69.17<br>68.50 |
| GMSG<br>D-GMSG | 67.8<br>56.3 | 57.3<br>47.1 | 77.3<br>47.3 | | 1 |
| Methods | WordSim-353 | Rel-122 | MC |
| --- | --- | --- | --- |
| SkipGram | 59.89 | 49.14 | 63.96 | | | 20 | Mean<br>Min<br>Max |
| --- | --- |
| 24 | Mean<br>Min<br>Max |
| 28 | Mean<br>Min<br>Max | | 0 |
| GraphicalEGT | SocialNetwork |
| --- | --- |
| Graphstructure | Socialnetworktopology |
| Players | Usersinthesocialnetwork |
| Strategy | S:forwardtheinformationf<br>S:notforwardtheinformationn | | | Fitness | Utilityfromforwardingornot |
| --- | --- |
| ESS | Stableinformationdiffusionstate | | 1 |
| GraphicalEGT | SocialNetwork |
| --- | --- |
| Graphstructure | Socialnetworktopology |
| Players | Usersinthesocialnetwork |
| Strategy | S:forwardtheinformationf<br>S:notforwardtheinformationn | | | Network | Type | \|V\| | \|E\| | diameter | radius | δ4−point |
| --- | --- | --- | --- | --- | --- | --- |
| sprintlink-1239 | RocketfuelISPnetwork | 8341 | 14025 | 13 | 7 | 3 |
| p2p-gnutella25 | peer-to-peernetwork | 22663 | 54693 | 11 | 7 | 3 |
| sn-medium | socialnetwork | 26567 | 226566 | 14 | 7 | 4 |
| web-stanford | webnetwork | 255265 | 1941926 | 164 | 82 | 1.5(est.) | | 0 |
| GraphicalEGT | SocialNetwork |
| --- | --- |
| Graphstructure | Socialnetworktopology |
| Players | Usersinthesocialnetwork |
| Strategy | S:forwardtheinformationf<br>S:notforwardtheinformationn | | | Fitness | Utilityfromforwardingornot |
| --- | --- |
| ESS | Stableinformationdiffusionstate | | 1 |
| GraphicalEGT | SocialNetwork |
| --- | --- |
| Graphstructure | Socialnetworktopology |
| Players | Usersinthesocialnetwork |
| Strategy | S:forwardtheinformationf<br>S:notforwardtheinformationn | | | sn-medium | socialnetwork | 26567 | 226566 | 14 | 7 | 4 |
| --- | --- | --- | --- | --- | --- | --- |
| web-stanford | webnetwork | 255265 | 1941926 | 164 | 82 | 1.5(est.) | | 0 |
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