premise string | hypothesis string | label int64 |
|---|---|---|
| Datasets | Methods | ImagetoSentence | SentencetoImage |
| --- | --- | --- | --- |
| R@1R@5R@10Medr | R@1R@5R@10Medr | | |
| Flickr8K | DeViSE<br>SDT-RNN<br>+O<br>DeFrag<br>A<br>Kirosetal.<br>V<br>Kirosetal.<br>A<br>m-RNN<br>V<br>Mind’sEye<br>+O,V<br>DeepVS<br>G<br>NIC | 4.816.527.328<br>4.518.028.632<br>12.632.944... | | Bi-LSTM<br>A<br>Bi-S-LSTM<br>A<br>Bi-F-LSTM<br>V<br>Bi-LSTM | 21.344.756.56.5<br>19.643.755.77<br>19.944.056.07<br>29.358.269.63 | 15.137.850.19<br>14.536.448.310.5<br>14.937.449.810<br>19.747.060.65 | |
| --- | --- | --- | --- |
| Flickr30K | DeViSE<br>SDT-RNN<br>A<br>Kirosetal.<br>V<br>Kirosetal.<br>A<br>LRCN<br>G... | 1 |
| Datasets | Methods | ImagetoSentence | SentencetoImage |
| --- | --- | --- | --- |
| R@1R@5R@10Medr | R@1R@5R@10Medr | | |
| Flickr8K | DeViSE<br>SDT-RNN<br>+O<br>DeFrag<br>A<br>Kirosetal.<br>V<br>Kirosetal.<br>A<br>m-RNN<br>V<br>Mind’sEye<br>+O,V<br>DeepVS<br>G<br>NIC | 4.816.527.328<br>4.518.028.632<br>12.632.944... | | Datasets | WN18 | FB15K | | |
| --- | --- | --- | --- | --- |
| Metric | MeanRank | MeanRank | | |
| Raw | Filter | Raw | Filter | |
| Unstructured<br>RESCAL<br>SE<br>SME(linear)<br>SME(bilinear)<br>LFM<br>TransE<br>TransH(bern)<br>TransH(unif) | 315<br>1,180<br>1,011<br>545<br>526<br>469<br>263<br>401<br>318 | ... | 0 |
| Datasets | Methods | ImagetoSentence | SentencetoImage |
| --- | --- | --- | --- |
| R@1R@5R@10Medr | R@1R@5R@10Medr | | |
| Flickr8K | DeViSE<br>SDT-RNN<br>+O<br>DeFrag<br>A<br>Kirosetal.<br>V<br>Kirosetal.<br>A<br>m-RNN<br>V<br>Mind’sEye<br>+O,V<br>DeepVS<br>G<br>NIC | 4.816.527.328<br>4.518.028.632<br>12.632.944... | | Bi-LSTM<br>A<br>Bi-S-LSTM<br>A<br>Bi-F-LSTM<br>V<br>Bi-LSTM | 21.344.756.56.5<br>19.643.755.77<br>19.944.056.07<br>29.358.269.63 | 15.137.850.19<br>14.536.448.310.5<br>14.937.449.810<br>19.747.060.65 | |
| --- | --- | --- | --- |
| Flickr30K | DeViSE<br>SDT-RNN<br>A<br>Kirosetal.<br>V<br>Kirosetal.<br>A<br>LRCN<br>G... | 1 |
| Datasets | Methods | ImagetoSentence | SentencetoImage |
| --- | --- | --- | --- |
| R@1R@5R@10Medr | R@1R@5R@10Medr | | |
| Flickr8K | DeViSE<br>SDT-RNN<br>+O<br>DeFrag<br>A<br>Kirosetal.<br>V<br>Kirosetal.<br>A<br>m-RNN<br>V<br>Mind’sEye<br>+O,V<br>DeepVS<br>G<br>NIC | 4.816.527.328<br>4.518.028.632<br>12.632.944... | | Unstructured<br>RESCAL<br>SE<br>SME(linear)<br>SME(bilinear)<br>LFM<br>TransE<br>TransH(bern)<br>TransH(unif) | 315<br>1,180<br>1,011<br>545<br>526<br>469<br>263<br>401<br>318 | 304<br>1,163<br>985<br>533<br>509<br>456<br>251<br>388<br>303 | 1,074<br>828<br>273<br>274<br>284<br>283<br>243<br>212<br>211 | 979<br>683<b... | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration | | | Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment |
| \numberofauthors | 200 | Authorenumeration |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 0 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment | | | \numberofauthors | 200 | Authorenumeration |
| --- | --- | --- |
| \table | 300 | Fortables |
| \table* | 400 | Forwidertables | | 1 |
| Command | ANumber | Comments |
| --- | --- | --- |
| \alignauthor | 100 | Authoralignment | | | \table | 300 | Fortables |
| --- | --- | --- |
| \table* | 400 | Forwidertables | | 0 |
| Oid | f1 | f2 | f3 | f4 | P(o)i |
| --- | --- | --- | --- | --- | --- |
| o1 | F | F | F | F | 0.03 |
| o2 | F | F | F | T | 0.06 |
| o3 | F | F | T | F | 0.07 |
| o4 | F | F | T | T | 0.04 |
| o5 | F | T | F | F | 0.09 |
| o6 | F | T | F | T | 0.01 | | | o7 | F | T | T | F | 0.11 |
| --- | --- | --- | --- | --- | --- |
| o8 | F | T | T | T | 0.09 |
| o9 | T | F | F | F | 0.04 |
| o10 | T | F | F | T | 0.04 |
| o11 | T | F | T | F | 0.04 |
| o12 | T | F | T | T | 0.05 |
| o13 | T | T | F | F | 0.06 |
| o14 | T | T | F | T | 0.09 |
| o15 | T | T | T | F | 0.07 |
| o16 ... | 1 |
| Oid | f1 | f2 | f3 | f4 | P(o)i |
| --- | --- | --- | --- | --- | --- |
| o1 | F | F | F | F | 0.03 |
| o2 | F | F | F | T | 0.06 |
| o3 | F | F | T | F | 0.07 |
| o4 | F | F | T | T | 0.04 |
| o5 | F | T | F | F | 0.09 |
| o6 | F | T | F | T | 0.01 | | | | SSC | LRR | MFC10 | MFC20 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| K | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I | T(s) | I | T/I |
| 2 | 1.73 | 107 | 0.02 | 1.73 | 61 | 0.03 | 1.14 | 24 | 0.05 | 0.96 | 24 | 0.04 |
| 4 | 5.69 | 108 | 0.05 | ... | 0 |
| Oid | f1 | f2 | f3 | f4 | P(o)i |
| --- | --- | --- | --- | --- | --- |
| o1 | F | F | F | F | 0.03 |
| o2 | F | F | F | T | 0.06 |
| o3 | F | F | T | F | 0.07 |
| o4 | F | F | T | T | 0.04 |
| o5 | F | T | F | F | 0.09 |
| o6 | F | T | F | T | 0.01 |
| o7 | F | T | T | F | 0.11 |
| o8 | F | T | T | T | 0.09 | | | o9 | T | F | F | F | 0.04 |
| --- | --- | --- | --- | --- | --- |
| o10 | T | F | F | T | 0.04 |
| o11 | T | F | T | F | 0.04 |
| o12 | T | F | T | T | 0.05 |
| o13 | T | T | F | F | 0.06 |
| o14 | T | T | F | T | 0.09 |
| o15 | T | T | T | F | 0.07 |
| o16 | T | T | T | T | 0.11 | | 1 |
| Oid | f1 | f2 | f3 | f4 | P(o)i |
| --- | --- | --- | --- | --- | --- |
| o1 | F | F | F | F | 0.03 |
| o2 | F | F | F | T | 0.06 |
| o3 | F | F | T | F | 0.07 |
| o4 | F | F | T | T | 0.04 |
| o5 | F | T | F | F | 0.09 |
| o6 | F | T | F | T | 0.01 |
| o7 | F | T | T | F | 0.11 |
| o8 | F | T | T | T | 0.09 | | | 6 | 12.20 | 109 | 0.11 | 14.19 | 64 | 0.22 | 4.95 | 25 | 0.20 | 3.36 | 24 | 0.14 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 8 | 21.33 | 110 | 0.19 | 25.14 | 64 | 0.39 | 7.62 | 27 | 0.28 | 5.48 | 32 | 0.17 |
| 10 | 37.54 | 110 | 0.34 | 40.82 | 64 | 0.64 | 11.17 | 35 | 0.32 | 7.... | 0 |
| Models | IOU | Params | GFlops |
| --- | --- | --- | --- |
| D | 69.26 | 1291648 | 19.025 |
| DG2 | 69.71 | 1238960 | 18.998 | | | DG4 | 68.98 | 1202096 | 18.595 |
| --- | --- | --- | --- |
| DG8 | 69.57 | 1183664 | 18.394 |
| DG2S | 70.62 | 1238960 | 18.998 |
| DG4S | 69.59 | 1202096 | 18.595 |
| DG8S | 69.57 | 1183664 | 18.394 | | 1 |
| Models | IOU | Params | GFlops |
| --- | --- | --- | --- |
| D | 69.26 | 1291648 | 19.025 |
| DG2 | 69.71 | 1238960 | 18.998 | | | Models | IOU | Params | GFLOPs |
| --- | --- | --- | --- |
| ERFNet | 70.45 | 2038448 | 27.705 |
| D* | 68.55 | 547120 | 10.597 |
| DG2* | 65.35 | 395568 | 8.852 |
| DG4* | 61.42 | 319792 | 7.980 |
| DG8* | 59.15 | 281904 | 7.543 |
| DG2S* | 65.36 | 395568 | 8.852 |
| DG4S* | 61.27 | 319792 | 7.980 |
| DG8S* | 59.89 ... | 0 |
| Models | IOU | Params | GFlops |
| --- | --- | --- | --- |
| D | 69.26 | 1291648 | 19.025 | | | DG2 | 69.71 | 1238960 | 18.998 |
| --- | --- | --- | --- |
| DG4 | 68.98 | 1202096 | 18.595 |
| DG8 | 69.57 | 1183664 | 18.394 |
| DG2S | 70.62 | 1238960 | 18.998 |
| DG4S | 69.59 | 1202096 | 18.595 |
| DG8S | 69.57 | 1183664 | 18.394 | | 1 |
| Models | IOU | Params | GFlops |
| --- | --- | --- | --- |
| D | 69.26 | 1291648 | 19.025 | | | DG2S* | 65.36 | 395568 | 8.852 |
| --- | --- | --- | --- |
| DG4S* | 61.27 | 319792 | 7.980 |
| DG8S* | 59.89 | 281904 | 7.543 | | 0 |
| GeneName | TranscriptName | PrimerSequence-Forward | PrimerSequence-Reverse |
| --- | --- | --- | --- |
| ERBB2 | NM001005862 | 5-CACAGATAAAACGGGGGCAC | 5-CAGGGTCTGAGTCTCTGTGCT |
| NSD1 | NM022455 | 5-GACACGGTGCAGTCAAATCG | 5-GCTGCCGTCCACTTCATTTC |
| ∗<br>U2AF1 | NM001025203 | 5-TTGGAGCATGTCGTCATGGAG | 5-CTGTGCACTGTT... | | ∗<br>GNAS | NM016592 | 5-CGAGTCTTAGGCTGCGGAAT | 5-GCACCTACCTTCCTGACCAC |
| --- | --- | --- | --- |
| RBM15 | NM001201545 | 5-ATGCCTTCCCACCTTGTGAG | 5-TCAACCAGTTTTGCACGGAC |
| RET | NM020630 | 5-TGCCCAGCAACTTAGGATGG | 5-TTGATTCCCACCCCAGAAGC |
| TCF3 | NM001136139 | 5-GAGAAAGACCTGAGGGACCG | 5-GGCCTCGTTAATATCCCGCA |
| W... | 1 |
| GeneName | TranscriptName | PrimerSequence-Forward | PrimerSequence-Reverse |
| --- | --- | --- | --- |
| ERBB2 | NM001005862 | 5-CACAGATAAAACGGGGGCAC | 5-CAGGGTCTGAGTCTCTGTGCT |
| NSD1 | NM022455 | 5-GACACGGTGCAGTCAAATCG | 5-GCTGCCGTCCACTTCATTTC |
| ∗<br>U2AF1 | NM001025203 | 5-TTGGAGCATGTCGTCATGGAG | 5-CTGTGCACTGTT... | | NetworkTypeRef. | \|V\|\|E\|\|C(G)\|deg |
| --- | --- |
| facebook<br>eva<br>social<br>slashdot<br>loans<br>twitter | 3621431032.4<br>403988234143.7<br>44754664152.1<br>77360905468113.1<br>8917133949792935074.69<br>4650178347977553.59 |
| email-enroncommuni-<br>email-eucation<br>wikitalk-china | 113354512159.6<br>336... | 0 |
| GeneName | TranscriptName | PrimerSequence-Forward | PrimerSequence-Reverse |
| --- | --- | --- | --- |
| ERBB2 | NM001005862 | 5-CACAGATAAAACGGGGGCAC | 5-CAGGGTCTGAGTCTCTGTGCT |
| NSD1 | NM022455 | 5-GACACGGTGCAGTCAAATCG | 5-GCTGCCGTCCACTTCATTTC |
| ∗<br>U2AF1 | NM001025203 | 5-TTGGAGCATGTCGTCATGGAG | 5-CTGTGCACTGTT... | | TP53 | IsoGroup1<br>IsoGroup2 | 5-GATGAAGCTCCCAGAATGCC<br>5-GAGGTGTAGACGCCAACTCT | 5-GTAGCTGCCCTGGTAGGTTT<br>5-AAGTCAGGGCACAAGTGAACA |
| --- | --- | --- | --- |
| ∗<br>NF1 | NM000267 | 5-TGAGGAAAACCAGCGGAACC | 5-GCTGGCTAACCACCTGGTATAAA | | 1 |
| GeneName | TranscriptName | PrimerSequence-Forward | PrimerSequence-Reverse |
| --- | --- | --- | --- |
| ERBB2 | NM001005862 | 5-CACAGATAAAACGGGGGCAC | 5-CAGGGTCTGAGTCTCTGTGCT |
| NSD1 | NM022455 | 5-GACACGGTGCAGTCAAATCG | 5-GCTGCCGTCCACTTCATTTC |
| ∗<br>U2AF1 | NM001025203 | 5-TTGGAGCATGTCGTCATGGAG | 5-CTGTGCACTGTT... | | web-notredamweb<br>web-berkstan | 2552652234572115.2<br>3257291497134126.8<br>6547827600595120.1 |
| --- | --- |
| product<br>amazon-2co-purchasing | 334863925872215.5<br>400727320044019411.7 |
| openflight<br>infrastructure<br>power-grid<br>road-pa | 1039130512.5<br>3397192312111.3<br>4941659412.7<br>108756230830282... | 0 |
| τ | 0.00 | 0.05 | 0.10 | 0.15 | 0.20 | 0.25 |
| --- | --- | --- | --- | --- | --- | --- |
| DE(c,c)d | 0.000 | 0.050 | 0.100 | 0.150 | 0.200 | 0.231 | | | DE(c,c)i | 0.000 | 0.050 | 0.055 | 0.055 | 0.055 | 0.055 |
| --- | --- | --- | --- | --- | --- | --- |
| SFD | 43490 | 24602 | 14370 | 9041 | 3444 | 0 |
| KTD | 123626 | 72938 | 45636 | 28652 | 11054 | 0 | | 1 |
| τ | 0.00 | 0.05 | 0.10 | 0.15 | 0.20 | 0.25 |
| --- | --- | --- | --- | --- | --- | --- |
| DE(c,c)d | 0.000 | 0.050 | 0.100 | 0.150 | 0.200 | 0.231 | | | η | 0.001 | 0.005 | 0.01 | 0.0125 |
| --- | --- | --- | --- | --- |
| Nc | 5 | 9 | 16 | 20 |
| τ | 3 | 5 | 6 | 7 |
| a | 23 | 24 | 24 | 27 |
| Pc | 0.9999 | 0.9636 | 0.5014 | 0.1618 | | 0 |
| τ | 0.00 | 0.05 | 0.10 | 0.15 | 0.20 | 0.25 |
| --- | --- | --- | --- | --- | --- | --- |
| DE(c,c)d | 0.000 | 0.050 | 0.100 | 0.150 | 0.200 | 0.231 | | | DE(c,c)i | 0.000 | 0.050 | 0.055 | 0.055 | 0.055 | 0.055 |
| --- | --- | --- | --- | --- | --- | --- |
| SFD | 43490 | 24602 | 14370 | 9041 | 3444 | 0 |
| KTD | 123626 | 72938 | 45636 | 28652 | 11054 | 0 | | 1 |
| τ | 0.00 | 0.05 | 0.10 | 0.15 | 0.20 | 0.25 |
| --- | --- | --- | --- | --- | --- | --- |
| DE(c,c)d | 0.000 | 0.050 | 0.100 | 0.150 | 0.200 | 0.231 | | | τ | 3 | 5 | 6 | 7 |
| --- | --- | --- | --- | --- |
| a | 23 | 24 | 24 | 27 |
| Pc | 0.9999 | 0.9636 | 0.5014 | 0.1618 | | 0 |
| Metric | Description |
| --- | --- |
| Executiontime | Measuredinseconds | | | CPUusage | TotalCPUtimepersecond |
| --- | --- |
| Totalmemorysize | MeasuredinGB |
| CPI | Cyclesperinstruction |
| MAI | Thenumberofmemoryaccesses<br>perinstruction | | 1 |
| Metric | Description |
| --- | --- |
| Executiontime | Measuredinseconds | | | Metric | Value |
| --- | --- |
| NumberofFilers | 2,080 |
| NumberofFilings | 2,175 |
| NumberofFilingDocuments | 224,187 |
| TimetoRun | 24hrs |
| SizeofRawDocuments | 3.7GB |
| SizeofExtractedText | 1.7GB | | 0 |
| Metric | Description |
| --- | --- |
| Executiontime | Measuredinseconds |
| CPUusage | TotalCPUtimepersecond |
| Totalmemorysize | MeasuredinGB | | | CPI | Cyclesperinstruction |
| --- | --- |
| MAI | Thenumberofmemoryaccesses<br>perinstruction | | 1 |
| Metric | Description |
| --- | --- |
| Executiontime | Measuredinseconds |
| CPUusage | TotalCPUtimepersecond |
| Totalmemorysize | MeasuredinGB | | | TimetoRun | 24hrs |
| --- | --- |
| SizeofRawDocuments | 3.7GB |
| SizeofExtractedText | 1.7GB | | 0 |
| | AdhocScript | GeStore |
| --- | --- | --- |
| WriteFASTA | 63minutes | | | | Formatdb | 34minutes | |
| --- | --- | --- |
| CopyBLASTDBtonodes | 109minutes | |
| Totalvs.GeStoreadd | 206minutes | 80minutes |
| CreateSQLiteDB | 142minutes | |
| CopySQLiteDBtonodes | 173minutes | |
| Totalvs.GeStoreretrieve | 522minutes | 191minutes | | 1 |
| | AdhocScript | GeStore |
| --- | --- | --- |
| WriteFASTA | 63minutes | | | | GPUconfig | Amountorcount |
| --- | --- |
| NumberofSM | 16 |
| NumberofSPperSM | 192 |
| Sharedmemoryperblock | 49,152bytes |
| Maximumthreadsperblock | 1024 |
| Totalconstantmemoryperdevice | 65,535bytes |
| Maximumno.ofthreadsperSM | 2048 | | 0 |
| | AdhocScript | GeStore |
| --- | --- | --- |
| WriteFASTA | 63minutes | |
| Formatdb | 34minutes | |
| CopyBLASTDBtonodes | 109minutes | |
| Totalvs.GeStoreadd | 206minutes | 80minutes |
| CreateSQLiteDB | 142minutes | | | | CopySQLiteDBtonodes | 173minutes | |
| --- | --- | --- |
| Totalvs.GeStoreretrieve | 522minutes | 191minutes | | 1 |
| | AdhocScript | GeStore |
| --- | --- | --- |
| WriteFASTA | 63minutes | |
| Formatdb | 34minutes | |
| CopyBLASTDBtonodes | 109minutes | |
| Totalvs.GeStoreadd | 206minutes | 80minutes |
| CreateSQLiteDB | 142minutes | | | | Totalconstantmemoryperdevice | 65,535bytes |
| --- | --- |
| Maximumno.ofthreadsperSM | 2048 | | 0 |
| Stabber | Runningtime | Reference |
| --- | --- | --- |
| Horizontalline | O(n) | Thispaper |
| Line | O(nlogn) | Edelsbrunneretal. |
| Horizontalstrip | O(nlogn) | Thispaper | | | Quadrant | O(nlogn) | Thispaper |
| --- | --- | --- |
| 3-sided(axis-parallel)rectangle | O(nlogn) | Thispaper |
| Axis-parallelrectangle | O(nlogn) | Thispaper |
| Wedge | O(nlogn) | Claveroletal. |
| Double-wedge | O(nlogn) | Claveroletal. |
| Zigzag | O(nlogn) | Claveroletal. |
| Circle | O(n) | Claveroletal. | | 1 |
| Stabber | Runningtime | Reference |
| --- | --- | --- |
| Horizontalline | O(n) | Thispaper |
| Line | O(nlogn) | Edelsbrunneretal. |
| Horizontalstrip | O(nlogn) | Thispaper | | | Simplerotation | Axesnumbers | Key |
| --- | --- | --- |
| Rxy | 1×2 | “2” |
| Rxz | 1×3 | “3” |
| Rxw | 1×4 | “4” |
| Ryz | 2×3 | “6” |
| Ryw | 2×4 | “8” |
| Rzw | 3×4 | “c” |
| Doublerotation | x’scounterpart | Key |
| Rxy,zw | y | “y” |
| Rxz,yw | z | “z” |
| Rxw,yz | w | “w” | | 0 |
| Stabber | Runningtime | Reference |
| --- | --- | --- |
| Horizontalline | O(n) | Thispaper | | | Line | O(nlogn) | Edelsbrunneretal. |
| --- | --- | --- |
| Horizontalstrip | O(nlogn) | Thispaper |
| Quadrant | O(nlogn) | Thispaper |
| 3-sided(axis-parallel)rectangle | O(nlogn) | Thispaper |
| Axis-parallelrectangle | O(nlogn) | Thispaper |
| Wedge | O(nlogn) | Claveroletal. |
| Double-wedge | O(nlogn) | Clavero... | 1 |
| Stabber | Runningtime | Reference |
| --- | --- | --- |
| Horizontalline | O(n) | Thispaper | | | Ryw | 2×4 | “8” |
| --- | --- | --- |
| Rzw | 3×4 | “c” |
| Doublerotation | x’scounterpart | Key |
| Rxy,zw | y | “y” |
| Rxz,yw | z | “z” |
| Rxw,yz | w | “w” | | 0 |
| Projectname | Duration |
| --- | --- |
| Briefcase | 3hr5min | | | Convalot | 4hr1min |
| --- | --- |
| Milkyway | 4hr55min |
| MobileNotifier | 4hr2min |
| Notebook | 6hr17min |
| RPIDirectory | 7hr29min |
| ShuttleTracking | 2hr2min |
| YACS | 3hr32min | | 1 |
| Projectname | Duration |
| --- | --- |
| Briefcase | 3hr5min | | | Projectname | From | To | Days | Commits |
| --- | --- | --- | --- | --- |
| Briefcase | 09/17/11 | 12/07/11 | 81 | 132 |
| Convalot | 09/12/10 | 06/25/11 | 286 | 406 |
| Milkyway | 07/31/08 | 12/14/11 | 1231 | 2436 |
| MobileNotifier | 09/11/10 | 10/17/11 | 401 | 450 |
| Notebook | 11/18/10 | 04/06/11 | 139 | 326 |
|... | 0 |
| Projectname | Duration |
| --- | --- |
| Briefcase | 3hr5min |
| Convalot | 4hr1min | | | Milkyway | 4hr55min |
| --- | --- |
| MobileNotifier | 4hr2min |
| Notebook | 6hr17min |
| RPIDirectory | 7hr29min |
| ShuttleTracking | 2hr2min |
| YACS | 3hr32min | | 1 |
| Projectname | Duration |
| --- | --- |
| Briefcase | 3hr5min |
| Convalot | 4hr1min | | | Notebook | 11/18/10 | 04/06/11 | 139 | 326 |
| --- | --- | --- | --- | --- |
| RPIDirectory | 08/31/11 | 09/30/11 | 30 | 193 |
| ShuttleTracking | 08/02/09 | 11/04/11 | 824 | 207 |
| YACS | 09/14/11 | 12/14/11 | 91 | 273 | | 0 |
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| IV | 17.4883 | -10.5185 | -79.2551 |
| F | 17.5459 | -10.6024 | -78.9854 |
| Algorithm | RelativeTranslation(mm) | | | | | Tx | Ty | Tz | |
| --- | --- | --- | --- |
| IV | 295.9218 | -220.6804 | 11.5566 |
| F | 294.0235 | -229.8369 | 28.9739 | | 1 |
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| IV | 17.4883 | -10.5185 | -79.2551 |
| F | 17.5459 | -10.6024 | -78.9854 |
| Algorithm | RelativeTranslation(mm) | | | | | Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| III | 17.7158 | -11.3660 | -80.1913 |
| F | 17.5459 | -10.6024 | -78.9854 |
| Algorithm | RelativeTranslation(mm) | | |
| Tx | Ty | Tz | |
| III | 295.4183 | -232.4576 | 34.5004 |
| F | 294.0235 | -229.8369 | 28.9739... | 0 |
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| IV | 17.4883 | -10.5185 | -79.2551 | | | F | 17.5459 | -10.6024 | -78.9854 |
| --- | --- | --- | --- |
| Algorithm | RelativeTranslation(mm) | | |
| Tx | Ty | Tz | |
| IV | 295.9218 | -220.6804 | 11.5566 |
| F | 294.0235 | -229.8369 | 28.9739 | | 1 |
| Algorithm | RelativeRotation(Degree) | | |
| --- | --- | --- | --- |
| Roll | Pitch | Yaw | |
| IV | 17.4883 | -10.5185 | -79.2551 | | | Algorithm | RelativeTranslation(mm) | | |
| --- | --- | --- | --- |
| Tx | Ty | Tz | |
| III | 295.4183 | -232.4576 | 34.5004 |
| F | 294.0235 | -229.8369 | 28.9739 | | 0 |
| 0.01 | nlogn |
| --- | --- |
| 0.02 | nlogn |
| 0.05 | nlogn | | | 0.075 | nlogn |
| --- | --- |
| 0.10 | nlogn | | 1 |
| 0.01 | nlogn |
| --- | --- |
| 0.02 | nlogn |
| 0.05 | nlogn | | | 0.646 | 0.625 | 0.812 |
| --- | --- | --- |
| - | 0.378 | - |
| - | - | 0.847 |
| - | - | - |
| 0.555 | 0.448 | 0.626 |
| - | 0.374 | - |
| - | - | - |
| 0.494 | - | 0.631 | | 0 |
| 0.01 | nlogn |
| --- | --- |
| 0.02 | nlogn | | | 0.05 | nlogn |
| --- | --- |
| 0.075 | nlogn |
| 0.10 | nlogn | | 1 |
| 0.01 | nlogn |
| --- | --- |
| 0.02 | nlogn | | | - | 0.374 | - |
| --- | --- | --- |
| - | - | - |
| 0.494 | - | 0.631 | | 0 |
| ALF | MAP | LPA-ICI | GLDP | LLDO | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | | | 22.36 | 0.66 | 23.33 | 0.74 | 24.17 | 0.76 | 24.58 | 0.78 | 25.01 | 0.80 | 27.63 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 22.99 | 0.64 | 23.95 | 0.77 | 25.04 | 0.79 | 25.40 | 0.81 | 25.55 | 0.82 | 27.69 |
| 21.82 | 0.62 | 22.63 | 0.72 | 23.14 | 0.72 | 23.66 | 0.77 | 24.17 | 0.78 | 26.35... | 1 |
| ALF | MAP | LPA-ICI | GLDP | LLDO | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | | | | Scale128×96 | Scale144×112 | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | PSNR | SSIM | MOS | PSNR | SSIM | MOS | PSNR | SSIM |
| SGEN | 22.37 | 0.6555 | 4.4833 | 23.08 | 0.6863 | 4.7833 | 23.61 | 0.7006 |
| SGEN-MSE | 23.00 | 0.6989 | 4.3667 | 23.60 | 0.7161 | 4.5000 | 24.12 | 0.... | 0 |
| ALF | MAP | LPA-ICI | GLDP | LLDO | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR |
| 22.36 | 0.66 | 23.33 | 0.74 | 24.17 | 0.76 | 24.58 | 0.78 | 25.01 | 0.80 | 27.63 |
| 22.99 | 0.64 | 23.95 | 0.77 | ... | | 25.41 | 0.71 | 26.24 | 0.78 | 27.88 | 0.83 | 27.12 | 0.80 | 28.48 | 0.85 | 31.79 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 22.14 | 0.64 | 22.46 | 0.69 | 24.12 | 0.77 | 23.86 | 0.75 | 24.61 | 0.80 | 27.27 |
| 30.92 | 0.87 | 28.25 | 0.77 | 30.70 | 0.87 | 30.92 | 0.87 | 31.07 | 0.87 | 31.44... | 1 |
| ALF | MAP | LPA-ICI | GLDP | LLDO | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR | SSIM | PSNR |
| 22.36 | 0.66 | 23.33 | 0.74 | 24.17 | 0.76 | 24.58 | 0.78 | 25.01 | 0.80 | 27.63 |
| 22.99 | 0.64 | 23.95 | 0.77 | ... | | SGEN-MSE | 23.00 | 0.6989 | 4.3667 | 23.60 | 0.7161 | 4.5000 | 24.12 | 0.7327 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| SRCNN | 21.72 | 0.5923 | 1.0000 | 22.22 | 0.6094 | 1.0667 | 22.69 | 0.6236 |
| SRResNet | 22.73 | 0.6827 | 3.0333 | 23.29 | 0.7016 | 3.0667 | 23.81 | 0.7166 |
| SRGAN | 22.29 | 0.6... | 0 |
| Features | RMSE |
| --- | --- |
| COL | 0.155±0.001 | | | ST | 0.146±0.002 |
| --- | --- |
| SAL | 0.142±0.002 |
| DL(C3D) | 0.140±0.002 |
| SEM | 0.138±0.003 |
| DL+ST+SAL+COL | 0.136±0.001 |
| SEM+ST+SAL+COL | 0.135±0.001 | | 1 |
| Features | RMSE |
| --- | --- |
| COL | 0.155±0.001 | | | PNMM | | | | |
| --- | --- | --- | --- | --- |
| | 5endmembers | 8endmembers | | |
| Alg.(N)b | RMSE | RET(BS+HU) | RMSE | RET(BS+HU) |
| FCLS | 0.1893 | 1 | 0.1243 | 1 |
| SK-Hype | 0.1136 | 2690.6 | 0.0762 | 3028.8 |
| SK-Hype(10) | 0.1114 | 16.0(18.1) | 0.0775 | 16.8(18.7) |
| SK-Hype(100) | 0.1150 | 107.7(... | 0 |
| Features | RMSE |
| --- | --- |
| COL | 0.155±0.001 |
| ST | 0.146±0.002 | | | SAL | 0.142±0.002 |
| --- | --- |
| DL(C3D) | 0.140±0.002 |
| SEM | 0.138±0.003 |
| DL+ST+SAL+COL | 0.136±0.001 |
| SEM+ST+SAL+COL | 0.135±0.001 | | 1 |
| Features | RMSE |
| --- | --- |
| COL | 0.155±0.001 |
| ST | 0.146±0.002 | | | FCLS | 0.1893 | 1 | 0.1243 | 1 |
| --- | --- | --- | --- | --- |
| SK-Hype | 0.1136 | 2690.6 | 0.0762 | 3028.8 |
| SK-Hype(10) | 0.1114 | 16.0(18.1) | 0.0775 | 16.8(18.7) |
| SK-Hype(100) | 0.1150 | 107.7(129.1) | 0.0766 | 118.6(144.8) |
| SK-Hype(300) | 0.1139 | 1226.7(1327.1) | 0.0763 | 1331.5(1452.7) |
| | GBM | ... | 0 |
| Corpus | Original | Ours | | |
| --- | --- | --- | --- | --- |
| P | R | P | R | |
| ApexDVDPlayer | 0.797 | 0.743 | 0.389 | 0.355 |
| CreativeMP3Player | 0.818 | 0.692 | 0.293 | 0.319 | | | NikonCamera | 0.792 | 0.710 | 0.265 | 0.457 |
| --- | --- | --- | --- | --- |
| NokiaPhone | 0.761 | 0.718 | 0.328 | 0.489 |
| CanonCamera | 0.822 | 0.747 | 0.352 | 0.286 |
| Average | 0.8 | 0.72 | 0.325 | 0.381 | | 1 |
| Corpus | Original | Ours | | |
| --- | --- | --- | --- | --- |
| P | R | P | R | |
| ApexDVDPlayer | 0.797 | 0.743 | 0.389 | 0.355 |
| CreativeMP3Player | 0.818 | 0.692 | 0.293 | 0.319 | | | Corpus | Original | Ours | | |
| --- | --- | --- | --- | --- |
| P | R | P | R | |
| ApexDVDPlayer | 0.90 | 0.86 | 0.239 | 0.328 |
| CreativeMP3Player | 0.81 | 0.84 | 0.180 | 0.319 |
| NikonCamera | 0.87 | 0.81 | 0.194 | 0.287 |
| NokiaPhone | 0.92 | 0.86 | 0.287 | 0.359 |
| CanonCamera | 0.90 | 0.81 | 0.201 | 0.3... | 0 |
| Corpus | Original | Ours | | |
| --- | --- | --- | --- | --- |
| P | R | P | R | |
| ApexDVDPlayer | 0.797 | 0.743 | 0.389 | 0.355 |
| CreativeMP3Player | 0.818 | 0.692 | 0.293 | 0.319 | | | NikonCamera | 0.792 | 0.710 | 0.265 | 0.457 |
| --- | --- | --- | --- | --- |
| NokiaPhone | 0.761 | 0.718 | 0.328 | 0.489 |
| CanonCamera | 0.822 | 0.747 | 0.352 | 0.286 |
| Average | 0.8 | 0.72 | 0.325 | 0.381 | | 1 |
| Corpus | Original | Ours | | |
| --- | --- | --- | --- | --- |
| P | R | P | R | |
| ApexDVDPlayer | 0.797 | 0.743 | 0.389 | 0.355 |
| CreativeMP3Player | 0.818 | 0.692 | 0.293 | 0.319 | | | ApexDVDPlayer | 0.90 | 0.86 | 0.239 | 0.328 |
| --- | --- | --- | --- | --- |
| CreativeMP3Player | 0.81 | 0.84 | 0.180 | 0.319 |
| NikonCamera | 0.87 | 0.81 | 0.194 | 0.287 |
| NokiaPhone | 0.92 | 0.86 | 0.287 | 0.359 |
| CanonCamera | 0.90 | 0.81 | 0.201 | 0.356 |
| Average | 0.88 | 0.83 | 0.220 | 0.330 | | 0 |
| Platform | CEs | GFLOP/s | GB/s |
| --- | --- | --- | --- |
| AMDHD7970 | 64×32 | 3,788 | 264 |
| IntelXeonPhi5110P | 2×60 | 2,022 | 320 |
| NVIDIAGTX680 | 192×8 | 3,090 | 192 | | | NVIDIAK20 | 192×13 | 3,519 | 208 |
| --- | --- | --- | --- |
| NVIDIAGTXTitan | 192×14 | 4,500 | 288 | | 1 |
| Platform | CEs | GFLOP/s | GB/s |
| --- | --- | --- | --- |
| AMDHD7970 | 64×32 | 3,788 | 264 |
| IntelXeonPhi5110P | 2×60 | 2,022 | 320 |
| NVIDIAGTX680 | 192×8 | 3,090 | 192 | | | GPU | GTX1080 | TitanX |
| --- | --- | --- |
| ComputeCapability | 6.1 | 6.1 |
| GlobalMem(GB) | 8 | 10 |
| #ofSMs | 20 | 28 |
| CoreClock(MHz) | 1607 | 1417 |
| MemClock(MHz) | 5005 | 5005 |
| MemBusWidth | 256 | 384 |
| L2Cache(KB) | 2048 | 3072 | | 0 |
| Platform | CEs | GFLOP/s | GB/s |
| --- | --- | --- | --- |
| AMDHD7970 | 64×32 | 3,788 | 264 |
| IntelXeonPhi5110P | 2×60 | 2,022 | 320 | | | NVIDIAGTX680 | 192×8 | 3,090 | 192 |
| --- | --- | --- | --- |
| NVIDIAK20 | 192×13 | 3,519 | 208 |
| NVIDIAGTXTitan | 192×14 | 4,500 | 288 | | 1 |
| Platform | CEs | GFLOP/s | GB/s |
| --- | --- | --- | --- |
| AMDHD7970 | 64×32 | 3,788 | 264 |
| IntelXeonPhi5110P | 2×60 | 2,022 | 320 | | | GlobalMem(GB) | 8 | 10 |
| --- | --- | --- |
| #ofSMs | 20 | 28 |
| CoreClock(MHz) | 1607 | 1417 |
| MemClock(MHz) | 5005 | 5005 |
| MemBusWidth | 256 | 384 |
| L2Cache(KB) | 2048 | 3072 | | 0 |
| Datasets | λ | µ | Datasets | λ | µ |
| --- | --- | --- | --- | --- | --- |
| Synthetic | −1<br>10 | −4<br>10 | Plume | 7<br>10 | −2<br>10 |
| Urban | 6<br>10 | −5<br>10 | Pavia | 6<br>10 | −8<br>10 | | | Salinas-A | 4<br>10 | −4<br>10 | Pines | 6<br>10 | −9<br>10 |
| --- | --- | --- | --- | --- | --- |
| SDA | 6<br>10 | −7<br>10 | KSC | 6<br>10 | −8<br>10 | | 1 |
| Datasets | λ | µ | Datasets | λ | µ |
| --- | --- | --- | --- | --- | --- |
| Synthetic | −1<br>10 | −4<br>10 | Plume | 7<br>10 | −2<br>10 |
| Urban | 6<br>10 | −5<br>10 | Pavia | 6<br>10 | −8<br>10 | | | | σ | 10 | 20 | 30 | 40 | 50 | 60 | 70 | 80 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Dataset | Method | | | | | | | | |
| TID2008 | K-SVD<br>SURE-GMM<br>BM3D<br>NL-Bayes<br>Ours | 34.74<br>34.79<br>35.17<br>35.06<br>35.11 | 30.87<br>31.22<br>31.46<br>31.51<br>31.43 | 28.97<br>29.23<b... | 0 |
| Datasets | λ | µ | Datasets | λ | µ |
| --- | --- | --- | --- | --- | --- |
| Synthetic | −1<br>10 | −4<br>10 | Plume | 7<br>10 | −2<br>10 | | | Urban | 6<br>10 | −5<br>10 | Pavia | 6<br>10 | −8<br>10 |
| --- | --- | --- | --- | --- | --- |
| Salinas-A | 4<br>10 | −4<br>10 | Pines | 6<br>10 | −9<br>10 |
| SDA | 6<br>10 | −7<br>10 | KSC | 6<br>10 | −8<br>10 | | 1 |
| Datasets | λ | µ | Datasets | λ | µ |
| --- | --- | --- | --- | --- | --- |
| Synthetic | −1<br>10 | −4<br>10 | Plume | 7<br>10 | −2<br>10 | | | TID2008 | K-SVD<br>SURE-GMM<br>BM3D<br>NL-Bayes<br>Ours | 34.74<br>34.79<br>35.17<br>35.06<br>35.11 | 30.87<br>31.22<br>31.46<br>31.51<br>31.43 | 28.97<br>29.23<br>29.28<br>29.31<br>29.26 | 27.89<br>27.91<br>28.02<br>28.04<br>28.07 | 26.04<br>26.53<br>26.66<br>26.67<br>26.74 | 24.92<br>24.89<br>25.39<br>25.43<br>25.3... | 0 |
| | SIFT1M | GIST1M | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | T(ms) | Memory | R@1 | R@100 | T(ms) | Memory | R@1 | R@100 |
| IVFPQ-8 | 8.6 | 0.086× | 0.288 | 0.943 | 36.2 | 0.0029× | 0.082 | 0.510 |
| IVFRVQ-8 | 4.7 | 0.070× | 0.270 | 0.931 | 12.5 | 0.0023× | 0.107 | 0.616 | | | IMI-8 | 95.1 | 0.086× | 0.228 | 0.924 | 90.0 | 0.0029× | 0.053 | 0.369 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FLANN | 0.9 | 6.25× | 0.852 | 0.852 | 11.9 | 2.12× | 0.799 | 0.799 |
| ANN | 250.5 | 8.45× | 0.993 | 1.000 | 232.0 | 1.48× | 0.938 | 1.000 |
| E2LSH | 30.0 | 29.10× | 0.764 | 0.764 | 6907... | 1 |
| | SIFT1M | GIST1M | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | T(ms) | Memory | R@1 | R@100 | T(ms) | Memory | R@1 | R@100 |
| IVFPQ-8 | 8.6 | 0.086× | 0.288 | 0.943 | 36.2 | 0.0029× | 0.082 | 0.510 |
| IVFRVQ-8 | 4.7 | 0.070× | 0.270 | 0.931 | 12.5 | 0.0023× | 0.107 | 0.616 | | | T(IoU) | Atelectasis | Cardiomegaly | Effusion | Infiltration | Mass | Nodule |
| --- | --- | --- | --- | --- | --- | --- |
| Acc. | 0.6888 | 0.9383 | 0.6601 | 0.7073 | 0.4000 | 0.1392 |
| AFP | 0.8943 | 0.5996 | 0.8343 | 0.6250 | 0.6666 | 0.6077 |
| Acc. | 0.4722 | 0.6849 | 0.4509 | 0.4796 | 0.2588 | 0.0506 |
| AFP | ... | 0 |
| | SIFT1M | GIST1M | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | T(ms) | Memory | R@1 | R@100 | T(ms) | Memory | R@1 | R@100 |
| IVFPQ-8 | 8.6 | 0.086× | 0.288 | 0.943 | 36.2 | 0.0029× | 0.082 | 0.510 |
| IVFRVQ-8 | 4.7 | 0.070× | 0.270 | 0.931 | 12.5 | 0.0023× | 0.107 | 0.616 | | | IMI-8 | 95.1 | 0.086× | 0.228 | 0.924 | 90.0 | 0.0029× | 0.053 | 0.369 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| FLANN | 0.9 | 6.25× | 0.852 | 0.852 | 11.9 | 2.12× | 0.799 | 0.799 |
| ANN | 250.5 | 8.45× | 0.993 | 1.000 | 232.0 | 1.48× | 0.938 | 1.000 |
| E2LSH | 30.0 | 29.10× | 0.764 | 0.764 | 6907... | 1 |
| | SIFT1M | GIST1M | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | T(ms) | Memory | R@1 | R@100 | T(ms) | Memory | R@1 | R@100 |
| IVFPQ-8 | 8.6 | 0.086× | 0.288 | 0.943 | 36.2 | 0.0029× | 0.082 | 0.510 |
| IVFRVQ-8 | 4.7 | 0.070× | 0.270 | 0.931 | 12.5 | 0.0023× | 0.107 | 0.616 | | | AFP | 1.0783 | 0.8140 | 0.9705 | 0.7489 | 0.7164 | 0.6189 |
| --- | --- | --- | --- | --- | --- | --- |
| Acc. | 0.0500 | 0.1780 | 0.1111 | 0.0650 | 0.0117 | 0.0126 |
| AFP | 1.0884 | 0.8354 | 0.9919 | 0.7571 | 0.7215 | 0.6189 |
| Acc. | 0.0222 | 0.0753 | 0.0457 | 0.0243 | 0.0000 | 0.0126 |
| AFP | 1.0935 | 0.8506 | ... | 0 |
| English-Spanish | | | | |
| --- | --- | --- | --- | --- |
| | Optimistic | Pessimistic | | |
| | AL | Linex | AL | Linex | | | StdGP | 1.187 | 0.447 | 1.633 | 3.009 |
| --- | --- | --- | --- | --- |
| log<br>tanh1<br>tanh2<br>tanh3 | 1.060<br>1.050<br>1.054<br>1.053 | 0.299<br>0.300<br>0.300<br>0.299 | 1.534<br>1.528<br>1.543<br>1.538 | 3.327<br>3.251<br>3.335<br>3.322 | | 1 |
| English-Spanish | | | | |
| --- | --- | --- | --- | --- |
| | Optimistic | Pessimistic | | |
| | AL | Linex | AL | Linex | | | English-Spanish-858instances | | | | |
| --- | --- | --- | --- | --- |
| | NLL | NLPD | MAE | r |
| EQ<br>Mat32<br>Mat52 | 1244.03<br>1237.48<br>1240.76 | 1.632<br>1.649<br>1.637 | 0.828<br>0.862<br>0.853 | 0.362<br>0.330<br>0.340 |
| logEQ<br>logMat32<br>logMat52 | 986.14<br>982.71<br>982.31 | 1.277<br>1.271<br... | 0 |
| English-Spanish | | |
| --- | --- | --- |
| | Optimistic | Pessimistic | | | | AL | Linex | AL | Linex |
| --- | --- | --- | --- | --- |
| StdGP | 1.187 | 0.447 | 1.633 | 3.009 |
| log<br>tanh1<br>tanh2<br>tanh3 | 1.060<br>1.050<br>1.054<br>1.053 | 0.299<br>0.300<br>0.300<br>0.299 | 1.534<br>1.528<br>1.543<br>1.538 | 3.327<br>3.251<br>3.335<br>3.322 | | 1 |
| English-Spanish | | |
| --- | --- | --- |
| | Optimistic | Pessimistic | | | tanh2EQ<br>tanh2Mat32<br>tanh2Mat52 | 982.43<br>982.40<br>981.86 | 1.275<br>1.281<br>1.282 | 0.792<br>0.791<br>0.792 | 0.376<br>0.382<br>0.278 |
| --- | --- | --- | --- | --- |
| tanh3EQ<br>tanh3Mat32<br>tanh3Mat52 | 980.50<br>981.20<br>980.70 | 1.282<br>1.282<br>1.275 | 0.791<br>0.791<br>0.790 | 0.380<br>0.380<br>0.... | 0 |
| | MHEALTH | USCHAD | UTD-MHAD1 | UTD-MHAD2 | WISDM |
| --- | --- | --- | --- | --- | --- |
| JiangandYin | 55.6 | 76.4 | 42.0 | 70.0 | 82.3 |
| ChenandXue | 65.7 | 78.7 | - | - | 86.0 | | | Haetal. | 67.9 | - | - | - | - |
| --- | --- | --- | --- | --- | --- |
| HaandChoi | 84.8 | - | - | - | - |
| ConvNet1(Ours) | 68.2 | 80.7 | 40.3 | 70.7 | 86.3 |
| ConvNet2(Ours) | 61.8 | 79.9 | - | - | 87.0 |
| ConvNet3(Ours) | 63.5 | 81.4 | - | - | 85.8 |
| LHN(Ours) | 78.1 | 83.8 | 50.1 | 75.3 | 88.0 | | 1 |
| | MHEALTH | USCHAD | UTD-MHAD1 | UTD-MHAD2 | WISDM |
| --- | --- | --- | --- | --- | --- |
| JiangandYin | 55.6 | 76.4 | 42.0 | 70.0 | 82.3 |
| ChenandXue | 65.7 | 78.7 | - | - | 86.0 | | | Method | Rank1 | Rank5 | Rank10 | Rank20 |
| --- | --- | --- | --- | --- |
| SDALF | 9.9 | 22.6 | 30.3 | 41.0 |
| eSDC | 19.7 | 32.7 | 40.3 | 50.6 |
| LMNN | 13.5 | 31.3 | 42.3 | 54.1 |
| ITML | 16.0 | 35.2 | 45.6 | 59.8 |
| SalMatch | 28.5 | 45.9 | 55.7 | 68.0 |
| Midlevel | 34.3 | 55.1 | 65.0 | 74.9 |
| Ours | 29.2... | 0 |
| | MHEALTH | USCHAD | UTD-MHAD1 | UTD-MHAD2 | WISDM |
| --- | --- | --- | --- | --- | --- |
| JiangandYin | 55.6 | 76.4 | 42.0 | 70.0 | 82.3 |
| ChenandXue | 65.7 | 78.7 | - | - | 86.0 |
| Haetal. | 67.9 | - | - | - | - |
| HaandChoi | 84.8 | - | - | - | - |
| ConvNet1(Ours) | 68.2 | 80.7 | 40.3 | 70.7 | 86.3 |
| Con... | | ConvNet3(Ours) | 63.5 | 81.4 | - | - | 85.8 |
| --- | --- | --- | --- | --- | --- |
| LHN(Ours) | 78.1 | 83.8 | 50.1 | 75.3 | 88.0 | | 1 |
| | MHEALTH | USCHAD | UTD-MHAD1 | UTD-MHAD2 | WISDM |
| --- | --- | --- | --- | --- | --- |
| JiangandYin | 55.6 | 76.4 | 42.0 | 70.0 | 82.3 |
| ChenandXue | 65.7 | 78.7 | - | - | 86.0 |
| Haetal. | 67.9 | - | - | - | - |
| HaandChoi | 84.8 | - | - | - | - |
| ConvNet1(Ours) | 68.2 | 80.7 | 40.3 | 70.7 | 86.3 |
| Con... | | Ours | 29.2 | 54.7 | 66.3 | 77.6 |
| --- | --- | --- | --- | --- |
| MetricEnsembles | 53.4 | 76.7 | 84.4 | 90.1 |
| Ours+kLFDA | 39.5 | 62.1 | 74.3 | 82.9 | | 0 |
| | SPOT-6 | PlanetScope | Worldview-3 |
| --- | --- | --- | --- |
| Visiblechannels | 4 | 3 | 6 |
| Nearinfraredchannels | 1 | 0/1 | 2 |
| SWinfraredchannels | 0 | 0 | 8 | | | Multispectralresolution,m | 6.0 | 3.0/3.7 | 1.24/3.72 |
| --- | --- | --- | --- |
| Panchromaticresolution,m | 1.5 | - | 0.31 |
| Dailycoverage,millionssq.km/day | 3 | 150 | 0.68 | | 1 |
| | SPOT-6 | PlanetScope | Worldview-3 |
| --- | --- | --- | --- |
| Visiblechannels | 4 | 3 | 6 |
| Nearinfraredchannels | 1 | 0/1 | 2 |
| SWinfraredchannels | 0 | 0 | 8 | | | Dataset | κ | Choiceofq | criterioncheck |
| --- | --- | --- | --- |
| Stereo | 0.8 | uniform | approximate |
| Inpainting | 0.7 | uniform | approximate |
| Denoise-sq | 0.8 | uniform | approximate |
| Denoise-ts | 0.7 | uniform | approximate |
| OpticalFlow | 0.9 | unary | exact |
| Color-seg-n4 | 0.9 | unary | exac... | 0 |
| | SPOT-6 | PlanetScope | Worldview-3 |
| --- | --- | --- | --- |
| Visiblechannels | 4 | 3 | 6 |
| Nearinfraredchannels | 1 | 0/1 | 2 |
| SWinfraredchannels | 0 | 0 | 8 | | | Multispectralresolution,m | 6.0 | 3.0/3.7 | 1.24/3.72 |
| --- | --- | --- | --- |
| Panchromaticresolution,m | 1.5 | - | 0.31 |
| Dailycoverage,millionssq.km/day | 3 | 150 | 0.68 | | 1 |
| | SPOT-6 | PlanetScope | Worldview-3 |
| --- | --- | --- | --- |
| Visiblechannels | 4 | 3 | 6 |
| Nearinfraredchannels | 1 | 0/1 | 2 |
| SWinfraredchannels | 0 | 0 | 8 | | | Denoise-ts | 0.7 | uniform | approximate |
| --- | --- | --- | --- |
| OpticalFlow | 0.9 | unary | exact |
| Color-seg-n4 | 0.9 | unary | exact |
| Color-seg-n8 | 0.9 | unary | exact | | 0 |
| Qvalue | fastgreedy | Louvain |
| --- | --- | --- |
| 0 | 0.1409 | 0.1184 | | | 0.2 | 0.369 | 0.00386 |
| --- | --- | --- |
| 0.4 | 0.00016 | 0.00016 |
| 0.6 | 0.00016 | 0.00012 |
| 0.8 | 0.00016 | 8e-05 | | 1 |
| Qvalue | fastgreedy | Louvain |
| --- | --- | --- |
| 0 | 0.1409 | 0.1184 | | | Qvalue | fastgreedy | Louvain |
| --- | --- | --- |
| 0 | 3.194 | 8.356 |
| 0.2 | 3.959 | 59.589 |
| 0.4 | 257.696 | 331.810 |
| 0.6 | 389.301 | 421.305 |
| 0.8 | 443.650 | 454.558 | | 0 |
| Qvalue | fastgreedy | Louvain |
| --- | --- | --- |
| 0 | 0.1409 | 0.1184 |
| 0.2 | 0.369 | 0.00386 | | | 0.4 | 0.00016 | 0.00016 |
| --- | --- | --- |
| 0.6 | 0.00016 | 0.00012 |
| 0.8 | 0.00016 | 8e-05 | | 1 |
| Qvalue | fastgreedy | Louvain |
| --- | --- | --- |
| 0 | 0.1409 | 0.1184 |
| 0.2 | 0.369 | 0.00386 | | | 0.4 | 257.696 | 331.810 |
| --- | --- | --- |
| 0.6 | 389.301 | 421.305 |
| 0.8 | 443.650 | 454.558 | | 0 |
| RelativePose | |
| --- | --- |
| ω(rad)x | −0.0034 |
| ω(rad)y | 0.0134 |
| ω(rad)z | 0.0341 | | | T(mm)x | 1.063±0.040 |
| --- | --- |
| T(mm)y | −0.203±0.038 |
| T(mm)z | 0.118±0.153 | | 1 |
| RelativePose | |
| --- | --- |
| ω(rad)x | −0.0034 |
| ω(rad)y | 0.0134 |
| ω(rad)z | 0.0341 | | | pair | ∅ | ω1 | ω2 | ω3 | ω4 | Ω |
| --- | --- | --- | --- | --- | --- | --- |
| (1,2) | 0.17989 | 0.08620 | 0.19870 | 0.21626 | 0.01139 | 0.30755 |
| (2,3) | 0.07858 | 0.17209 | 0.03612 | 0.08545 | 0.15812 | 0.46962 |
| (2,4) | 0.08745 | 0.07225 | 0.12931 | 0.11762 | 0.12373 | 0.46962 |
| (3,4) | 0.07858 | 0.17209 |... | 0 |
| RelativePose | |
| --- | --- |
| ω(rad)x | −0.0034 |
| ω(rad)y | 0.0134 |
| ω(rad)z | 0.0341 | | | T(mm)x | 1.063±0.040 |
| --- | --- |
| T(mm)y | −0.203±0.038 |
| T(mm)z | 0.118±0.153 | | 1 |
| RelativePose | |
| --- | --- |
| ω(rad)x | −0.0034 |
| ω(rad)y | 0.0134 |
| ω(rad)z | 0.0341 | | | (3,4) | 0.07858 | 0.17209 | 0.03612 | 0.08545 | 0.15812 | 0.46962 |
| --- | --- | --- | --- | --- | --- | --- |
| (4,5) | 0.20880 | 0.22056 | 0.15581 | 0.09589 | 0.03375 | 0.28519 | | 0 |
| Corpus | Type | Languages | Domain |
| --- | --- | --- | --- |
| | Gold | En-Es | LEGAL | | | | Gold | Fr-En/En-Es | NEWS |
| --- | --- | --- | --- |
| | Gold | En-Ch/Cs/Ff/De/Hu/It/Ja/Ko/Pl/Br/Pt/Ru/Es | IT |
| | Gold | Fr-En | NEWS |
| | Gold | En-Es | NEWS |
| | Gold | En-De | IT |
| | Gold | En-De/De-En | IT/MEDICAL |
| (Junczys-Dowmunt<br>andGrundkiewicz,2016) | Artificial | En-De | IT | | 1 |
| Corpus | Type | Languages | Domain |
| --- | --- | --- | --- |
| | Gold | En-Es | LEGAL | | | Corpus | Language | #Instances | #Words(F/E) |
| --- | --- | --- | --- |
| HindiTreebank | Hindi | 147 | 963/945 |
| ODIN | German | 105 | 747/774 |
| Irish | 46 | 252/278 | |
| Hausa | 77 | 424/520 | |
| Korean | 103 | 518/731 | |
| Malagasy | 87 | 489/646 | |
| Welsh | 53 | 312/329 | |
| Yaqui | 68 | 350/544 |... | 0 |
| Corpus | Type | Languages | Domain |
| --- | --- | --- | --- |
| | Gold | En-Es | LEGAL | | | | Gold | Fr-En/En-Es | NEWS |
| --- | --- | --- | --- |
| | Gold | En-Ch/Cs/Ff/De/Hu/It/Ja/Ko/Pl/Br/Pt/Ru/Es | IT |
| | Gold | Fr-En | NEWS |
| | Gold | En-Es | NEWS |
| | Gold | En-De | IT |
| | Gold | En-De/De-En | IT/MEDICAL |
| (Junczys-Dowmunt<br>andGrundkiewicz,2016) | Artificial | En-De | IT | | 1 |
| Corpus | Type | Languages | Domain |
| --- | --- | --- | --- |
| | Gold | En-Es | LEGAL | | | Hausa | 77 | 424/520 | |
| --- | --- | --- | --- |
| Korean | 103 | 518/731 | |
| Malagasy | 87 | 489/646 | |
| Welsh | 53 | 312/329 | |
| Yaqui | 68 | 350/544 | |
| SMULTRON | German | 281 | 6829/7236 |
| Swedish | 281 | 8402/9377 | | | 0 |
| T | H({f\|f∈T})ii | H(T) |
| --- | --- | --- |
| {f,f}12 | 1.981 | 1.993 |
| {f,f}13 | 1.949 | 1.982 | | | {f,f}14 | 1.976 | 1.997 |
| --- | --- | --- |
| {f,f}23 | 1.929 | 1.975 |
| {f,f}24 | 1.977 | 1.993 |
| {f,f}34 | 1.948 | 1.982 | | 1 |
| T | H({f\|f∈T})ii | H(T) |
| --- | --- | --- |
| {f,f}12 | 1.981 | 1.993 |
| {f,f}13 | 1.949 | 1.982 | | | | Firm1 | Firm2 | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | F=10,H=1,K=25 | F=10,H=1,K=25 | | | | | | | | |
| Period(t) | at | bt | yt | xt | ht | qt | yt | xt | ht | qt |
| 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0... | 0 |
| T | H({f\|f∈T})ii | H(T) |
| --- | --- | --- |
| {f,f}12 | 1.981 | 1.993 |
| {f,f}13 | 1.949 | 1.982 |
| {f,f}14 | 1.976 | 1.997 | | | {f,f}23 | 1.929 | 1.975 |
| --- | --- | --- |
| {f,f}24 | 1.977 | 1.993 |
| {f,f}34 | 1.948 | 1.982 | | 1 |
| T | H({f\|f∈T})ii | H(T) |
| --- | --- | --- |
| {f,f}12 | 1.981 | 1.993 |
| {f,f}13 | 1.949 | 1.982 |
| {f,f}14 | 1.976 | 1.997 | | | 1<br>2<br>3<br>4<br>5<br>6 | 10<br>10<br>10<br>10<br>10<br>10 | 1<br>1<br>1<br>0.5<br>0.5<br>0.5 | 1<br>1<br>0<br>1<br>1<br>1 | 10.88<br>0.00<br>5.47<br>13.41<br>12.89<br>12.78 | 5.44<br>0.00<br>0.00<br>0.00<br>0.00<br>0.00 | 5.44<br>5.44<br>5.47<br>13.41<br>12.89<br>12.78 | 1<br>0<br>1<br>1<br>1<br>1 | 10.88<br>0.00... | 0 |
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