premise string | hypothesis string | label int64 |
|---|---|---|
| #Predicted | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| #Matched<br>Precision<br>#Derived<br>Recall | 55<br>0.226<br>62<br>0.338 | 49<br>0.224<br>49<br>0.269 | 69<br>0.531<br>75<br>0.412 | 62<br>0.139<br>49<br>0.269 | 83<br>0.215<br>83<br>0.456 | 60<br>0.531<br>60<br>0.330 | | | #Matched<br>Precision<br>#Derived<br>Recall | 35<br>0.143<br>40<br>0.226 | 42<br>0.192<br>42<br>0.237 | 42<br>0.323<br>53<br>0.300 | 45<br>0.101<br>38<br>0.215 | 59<br>0.153<br>59<br>0.333 | 41<br>0.363<br>41<br>0.232 |
| --- | --- | --- | --- | --- | --- | --- |
| #Matched<br>Precision<br>#Derived<br>Recall | 43<br>0.179<br>42<br>0.556 | 41<br>0.187<br>41<br>0.539 | 47<br>0.362<br>52<br>0.684 | 54<br>0.121<br>37<br>0.487 | 59<br>0.153<br>59<br>0.776 | 43<br>0.381<br>43<br>0.566 | | 1 |
| #Predicted | | | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| | | | | | | |
| #Matched<br>Precision<br>#Derived<br>Recall | 55<br>0.226<br>62<br>0.338 | 49<br>0.224<br>49<br>0.269 | 69<br>0.531<br>75<br>0.412 | 62<br>0.139<br>49<br>0.269 | 83<br>0.215<br>83<br>0.456 | 60<br>0.531<br>60<br>0.330 | | | Accuracy | Precision | Recall |
| --- | --- | --- |
| 61.7<br>64.1<br>64.5<br>66.1 | 0.579<br>0.609<br>0.748<br>0.698 | 0.551<br>0.537<br>0.485<br>0.540 |
| 51.15 | - | - |
| 65.2<br>62.8<br>69.2 | 0.610<br>0.652<br>0.684 | 0.563<br>0.522<br>0.623 |
| 70.8 | 0.718 | 0.612 | | 0 |
| #Predicted | | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | | | | #Matched<br>Precision<br>#Derived<br>Recall | 55<br>0.226<br>62<br>0.338 | 49<br>0.224<br>49<br>0.269 | 69<br>0.531<br>75<br>0.412 | 62<br>0.139<br>49<br>0.269 | 83<br>0.215<br>83<br>0.456 | 60<br>0.531<br>60<br>0.330 |
| --- | --- | --- | --- | --- | --- | --- |
| #Matched<br>Precision<br>#Derived<br>Recall | 35<br>0.143<br>40<br>0.226 | 42<br>0.192<br>42<br>0.237 | 42<br>0.323<br>53<br>0.300 | 45<br>0.101<br>38<br>0.215 | 59<br>0.153<br>59<br>0.333 | 41<br>0.363<br>41<br>0.232 |
| #Matched<br>Precision<br>#Derived<br>Recall | 43<br>0.179<br>42<br>0.556 | 41<br>0.187<br>41<br>0.539 | 47<br>0.362<br>52<br>0.684 | 54<br>0.121<br>37<br>0.487 | 59<br>0.153<br>59<br>0.776 | 43<br>0.381<br>43<br>0.566 | | 1 |
| #Predicted | | | | | |
| --- | --- | --- | --- | --- | --- |
| | | | | | | | | 65.2<br>62.8<br>69.2 | 0.610<br>0.652<br>0.684 | 0.563<br>0.522<br>0.623 |
| --- | --- | --- |
| 70.8 | 0.718 | 0.612 | | 0 |
| B | T1 | T2 | T3 |
| --- | --- | --- | --- |
| B0 | 54.73-46.07 | 31.76-24.28 | 5.18-3.78 |
| B1 | 74.43-62.26 | 73.43-62.58 | 54.04-43.74 | | | B2 | 74.65-63.41 | 74.71-63.99 | 55.39-45.37 |
| --- | --- | --- | --- |
| Our | 74.05-64.39 | 78.65-67.23 | 54.46-45.79 | | 1 |
| B | T1 | T2 | T3 |
| --- | --- | --- | --- |
| B0 | 54.73-46.07 | 31.76-24.28 | 5.18-3.78 |
| B1 | 74.43-62.26 | 73.43-62.58 | 54.04-43.74 | | | T@25 | T@50 |
| --- | --- |
| 39.5 | 30.5 |
| 82.7 | 77.3 |
| 82.2 | 71.5 |
| 82.4 | 76.8 |
| 86.4 | 82.2 |
| 90.7 | 85.6 |
| 91.4 | 87.6 |
| 90.2 | 86.1 | | 0 |
| B | T1 | T2 | T3 |
| --- | --- | --- | --- |
| B0 | 54.73-46.07 | 31.76-24.28 | 5.18-3.78 |
| B1 | 74.43-62.26 | 73.43-62.58 | 54.04-43.74 | | | B2 | 74.65-63.41 | 74.71-63.99 | 55.39-45.37 |
| --- | --- | --- | --- |
| Our | 74.05-64.39 | 78.65-67.23 | 54.46-45.79 | | 1 |
| B | T1 | T2 | T3 |
| --- | --- | --- | --- |
| B0 | 54.73-46.07 | 31.76-24.28 | 5.18-3.78 |
| B1 | 74.43-62.26 | 73.43-62.58 | 54.04-43.74 | | | 91.4 | 87.6 |
| --- | --- |
| 90.2 | 86.1 | | 0 |
| | ψG | ψP |
| --- | --- | --- |
| cyclase | ‘si-keul-la-a-je’ | ∗‘sa-i-keul-la-a-je’ |
| bacteroid | ‘bak-te-lo-i-deu’ | ∗‘bak-teo-o-i-deu’ |
| geoid | ∗‘je-o-i-deu’ | ‘ji-o-i-deu’ |
| silo | ∗‘sil-lo’ | ‘sa-il-lo’ |
| saxhorn | ∗‘saek-seon’ | ∗‘saek-seu-ho-leun’ |
| | ψH | ψC |
| cyclase | ∗‘sa-i-keul-la-a-je’ | ∗‘sa-i-keul-la-a-je’ |
| bacteroid | ‘bak-te-lo-i-deu’ | ‘bak-te-lo-i-deu’ |
| geoid | ‘ji-o-i-deu’ | ∗‘ge-o-i-deu’ | | | silo | ∗‘sil-lo’ | ∗‘sil-lo’ |
| --- | --- | --- |
| saxhorn | ∗‘saek-seon’ | ‘saek-seu-hon’ | | 1 |
| | ψG | ψP |
| --- | --- | --- |
| cyclase | ‘si-keul-la-a-je’ | ∗‘sa-i-keul-la-a-je’ |
| bacteroid | ‘bak-te-lo-i-deu’ | ∗‘bak-teo-o-i-deu’ |
| geoid | ∗‘je-o-i-deu’ | ‘ji-o-i-deu’ |
| silo | ∗‘sil-lo’ | ‘sa-il-lo’ |
| saxhorn | ∗‘saek-seon’ | ∗‘saek-seu-ho-leun’ |
| | ψH | ψC |
| cyclase | ∗‘sa-i-keul-la-a-je’ | ∗‘sa-i-keul-la-a-je’ |
| bacteroid | ‘bak-te-lo-i-deu’ | ‘bak-te-lo-i-deu’ |
| geoid | ‘ji-o-i-deu’ | ∗‘ge-o-i-deu’ | | | PABG | WABG | WRBG | | | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| CLPair | KS | Wilc. | Fried. | CLPair | KST | Wilc. | Fried. | CLPair | KST | Wilc. | Fried. |
| KNN-1CLOF | 6.8e-04 | 9.7e-01 | 4.4e-01 | KNN-1CLOF | 4.4e-08 | 4.5e-03 | 3.3e-01 | KNN-1CLOF | 6.7e-08 | 1.8e-02 | 8.7e-01 |
| LDA-1CLOF | 1.5e-03 | 6.7e-01 | 2.0e-01 | LDA-1CLOF | 9.3e-07 | 1.2e-01 | 6.2e-01 | LDA-1CLOF | 6.3e-07 | 1.3e-01 | 2.5e-01 |
| LR-1CLOF | 2.3e-03 | 6.4e-01 | 7.6e-01 | LR-1CLOF | 8.9e-06 | 7.2e-01 | 8.7e-01 | MLP-1CLOF | 1.1e-06 | 7.7e-01 | 1.3e-01 |
| MLP-1CLOF | 1.0e-03 | 8.9e-01 | 1.1e-01 | SVC-1CLOF | 9.5e-07 | 6.0e-03 | 4.6e-02 | SVC-1CLOF | 3.4e-06 | 6.5e-02 | 4.1e-01 |
| KNN-1CSVM | 6.8e-04 | 5.1e-01 | 7.1e-02 | KNN-1CSVM | 9.8e-08 | 8.5e-02 | 1.0e+00 | KNN-1CSVM | 6.7e-08 | 5.8e-02 | 8.7e-01 |
| LDA-1CSVM | 2.4e-03 | 5.5e-01 | 2.0e-01 | LDA-1CSVM | 2.5e-06 | 4.0e-01 | 6.2e-01 | LDA-1CSVM | 6.3e-07 | 2.1e-01 | 6.2e-01 |
| LR-1CSVM | 2.3e-03 | 7.6e-01 | 1.3e-01 | LR-1CSVM | 8.9e-06 | 9.0e-01 | 4.0e-01 | MLP-1CSVM | 1.1e-06 | 8.7e-01 | 1.3e-01 |
| MLP-1CSVM | 1.0e-03 | 8.0e-01 | 1.1e-01 | SVC-1CSVM | 9.5e-07 | 5.9e-02 | 3.0e-01 | SVC-1CSVM | 3.4e-06 | 9.0e-02 | 8.7e-01 | | 0 |
| | ψG | ψP |
| --- | --- | --- |
| cyclase | ‘si-keul-la-a-je’ | ∗‘sa-i-keul-la-a-je’ |
| bacteroid | ‘bak-te-lo-i-deu’ | ∗‘bak-teo-o-i-deu’ |
| geoid | ∗‘je-o-i-deu’ | ‘ji-o-i-deu’ |
| silo | ∗‘sil-lo’ | ‘sa-il-lo’ |
| saxhorn | ∗‘saek-seon’ | ∗‘saek-seu-ho-leun’ | | | | ψH | ψC |
| --- | --- | --- |
| cyclase | ∗‘sa-i-keul-la-a-je’ | ∗‘sa-i-keul-la-a-je’ |
| bacteroid | ‘bak-te-lo-i-deu’ | ‘bak-te-lo-i-deu’ |
| geoid | ‘ji-o-i-deu’ | ∗‘ge-o-i-deu’ |
| silo | ∗‘sil-lo’ | ∗‘sil-lo’ |
| saxhorn | ∗‘saek-seon’ | ‘saek-seu-hon’ | | 1 |
| | ψG | ψP |
| --- | --- | --- |
| cyclase | ‘si-keul-la-a-je’ | ∗‘sa-i-keul-la-a-je’ |
| bacteroid | ‘bak-te-lo-i-deu’ | ∗‘bak-teo-o-i-deu’ |
| geoid | ∗‘je-o-i-deu’ | ‘ji-o-i-deu’ |
| silo | ∗‘sil-lo’ | ‘sa-il-lo’ |
| saxhorn | ∗‘saek-seon’ | ∗‘saek-seu-ho-leun’ | | | LR-1CSVM | 2.3e-03 | 7.6e-01 | 1.3e-01 | LR-1CSVM | 8.9e-06 | 9.0e-01 | 4.0e-01 | MLP-1CSVM | 1.1e-06 | 8.7e-01 | 1.3e-01 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| MLP-1CSVM | 1.0e-03 | 8.0e-01 | 1.1e-01 | SVC-1CSVM | 9.5e-07 | 5.9e-02 | 3.0e-01 | SVC-1CSVM | 3.4e-06 | 9.0e-02 | 8.7e-01 | | 0 |
| Index | Dataset | Partitions | Fragments | Bins | (Mb) |
| --- | --- | --- | --- | --- | --- |
| SPEQ06 | SwissProt | T,SA,N,ILV,M,KR,DE,Q,WF,Y,H,G,P,C | 53486349 | 7529536 | 283 |
| SPEQ09 | SwissProt | TSAN,ILVM,KR,DEQ,WFYH,GPC | 53478888 | 10077696 | 293 |
| SPEQ12 | SwissProt | TSAN,ILVM,KRDEQ,WFYHGPC | 53472161 | 16777216 | 318 |
| nr01809 | nr018K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 6005750 | 10077696 | 67 | | | nr03609 | nr036K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 11911191 | 10077696 | 95 |
| --- | --- | --- | --- | --- | --- |
| nr07209 | nr072K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 23878523 | 10077696 | 152 |
| nr28809 | nr288K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 95593618 | 10077696 | 494 |
| SPNA09 | SwissProt | KR,Q,E,D,N,T,SA,G,H,W,Y,F,P,C,ILV,M<br>KR,Q,ED,N,T,SA,G,HW,YF,P,C,ILV,M<br>KR,QED,N,TSA,G,HW,YF,P,C,ILVM<br>KR,QEDN,TSA,G,HWYF,PC,ILVM<br>KR,QEDN,TSA,G,HWYFPC,ILVM<br>KR,QEDN,TSAG,HWYFPC,ILVM<br>KRQEDN,TSAG,HWYFPC,ILVM<br>KRQEDN,TSAG,HWYFPCILVM<br>KRQEDNTSAG,HWYFPCILVM | 53478888 | 10483200 | 294 |
| SPNB09 | SwissProt | KR,QEDN,TSA,G,HWYF,PC,ILVM<br>KR,QEDN,TSA,G,HWYF,PC,ILVM<br>KR,QEDN,TSA,G,HWYF,PC,ILVM<br>KR,QEDN,TSA,G,HWYF,PC,ILVM<br>KR,QEDN,TSA,G,HWYFPC,ILVM<br>KR,QEDN,TSAG,HWYFPC,ILVM<br>KR,QEDN,TSAG,HWYFPC,ILVM<br>KRQEDN,TSAG,HWYFPC,ILVM<br>KRQEDN,TSAG,HWYFPCILVM<br>KRQEDNTSAG,HWYFPCILVM | 53476582 | 8643600 | 287 | | 1 |
| Index | Dataset | Partitions | Fragments | Bins | (Mb) |
| --- | --- | --- | --- | --- | --- |
| SPEQ06 | SwissProt | T,SA,N,ILV,M,KR,DE,Q,WF,Y,H,G,P,C | 53486349 | 7529536 | 283 |
| SPEQ09 | SwissProt | TSAN,ILVM,KR,DEQ,WFYH,GPC | 53478888 | 10077696 | 293 |
| SPEQ12 | SwissProt | TSAN,ILVM,KRDEQ,WFYHGPC | 53472161 | 16777216 | 318 |
| nr01809 | nr018K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 6005750 | 10077696 | 67 | | | Dataset | Method | 0.9 | 0.8 | 0.7 | 0.6 | 0.5 |
| --- | --- | --- | --- | --- | --- | --- |
| Gavin | MDS | 6 | 60 | 169 | 384 | 644 |
| | Diverse | 3 | 19 | 111 | 373 | 622 |
| | ClusterONE | 0 | 17 | 107 | 304 | 585 |
| KroganCore | MDS | 573 | 701 | 814 | 1070 | 1443 |
| | Diverse | 483 | 626 | 739 | 918 | 1061 |
| | ClusterONE | 349 | 496 | 652 | 833 | 1048 |
| Kroganextended | MDS | 572 | 691 | 837 | 1097 | 1487 |
| | Diverse | 491 | 626 | 754 | 934 | 1078 |
| | ClusterONE | 354 | 495 | 658 | 870 | 1064 |
| Collins | MDS | 750 | 901 | 1005 | 1086 | 1210 |
| (cov/k:5) | Diverse | 702 | 846 | 963 | 1058 | 1138 |
| | ClusterONE | 629 | 809 | 915 | 1019 | 1147 |
| BioGRID | MDS | 2689 | 2951 | 3181 | 3593 | 3788 |
| | Diverse | 2335 | 2623 | 2827 | 3194 | 3367 |
| | ClusterONE | 1151 | 1580 | 1776 | 2580 | 4418 |
| String | MDS | 2321 | 3422 | 4523 | 5867 | 7841 |
| | Diverse | 2063 | 3042 | 4021 | 5215 | 6970 |
| | ClusterONE | 970 | 1642 | 2381 | 3580 | 5618 | | 0 |
| Index | Dataset | Partitions | Fragments | Bins | (Mb) |
| --- | --- | --- | --- | --- | --- |
| SPEQ06 | SwissProt | T,SA,N,ILV,M,KR,DE,Q,WF,Y,H,G,P,C | 53486349 | 7529536 | 283 |
| SPEQ09 | SwissProt | TSAN,ILVM,KR,DEQ,WFYH,GPC | 53478888 | 10077696 | 293 |
| SPEQ12 | SwissProt | TSAN,ILVM,KRDEQ,WFYHGPC | 53472161 | 16777216 | 318 |
| nr01809 | nr018K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 6005750 | 10077696 | 67 |
| nr03609 | nr036K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 11911191 | 10077696 | 95 |
| nr07209 | nr072K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 23878523 | 10077696 | 152 |
| nr28809 | nr288K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 95593618 | 10077696 | 494 | | | SPNA09 | SwissProt | KR,Q,E,D,N,T,SA,G,H,W,Y,F,P,C,ILV,M<br>KR,Q,ED,N,T,SA,G,HW,YF,P,C,ILV,M<br>KR,QED,N,TSA,G,HW,YF,P,C,ILVM<br>KR,QEDN,TSA,G,HWYF,PC,ILVM<br>KR,QEDN,TSA,G,HWYFPC,ILVM<br>KR,QEDN,TSAG,HWYFPC,ILVM<br>KRQEDN,TSAG,HWYFPC,ILVM<br>KRQEDN,TSAG,HWYFPCILVM<br>KRQEDNTSAG,HWYFPCILVM | 53478888 | 10483200 | 294 |
| --- | --- | --- | --- | --- | --- |
| SPNB09 | SwissProt | KR,QEDN,TSA,G,HWYF,PC,ILVM<br>KR,QEDN,TSA,G,HWYF,PC,ILVM<br>KR,QEDN,TSA,G,HWYF,PC,ILVM<br>KR,QEDN,TSA,G,HWYF,PC,ILVM<br>KR,QEDN,TSA,G,HWYFPC,ILVM<br>KR,QEDN,TSAG,HWYFPC,ILVM<br>KR,QEDN,TSAG,HWYFPC,ILVM<br>KRQEDN,TSAG,HWYFPC,ILVM<br>KRQEDN,TSAG,HWYFPCILVM<br>KRQEDNTSAG,HWYFPCILVM | 53476582 | 8643600 | 287 | | 1 |
| Index | Dataset | Partitions | Fragments | Bins | (Mb) |
| --- | --- | --- | --- | --- | --- |
| SPEQ06 | SwissProt | T,SA,N,ILV,M,KR,DE,Q,WF,Y,H,G,P,C | 53486349 | 7529536 | 283 |
| SPEQ09 | SwissProt | TSAN,ILVM,KR,DEQ,WFYH,GPC | 53478888 | 10077696 | 293 |
| SPEQ12 | SwissProt | TSAN,ILVM,KRDEQ,WFYHGPC | 53472161 | 16777216 | 318 |
| nr01809 | nr018K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 6005750 | 10077696 | 67 |
| nr03609 | nr036K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 11911191 | 10077696 | 95 |
| nr07209 | nr072K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 23878523 | 10077696 | 152 |
| nr28809 | nr288K | TSAN,ILVM,KR,DEQ,WFYH,GPC | 95593618 | 10077696 | 494 | | | | Diverse | 3 | 19 | 111 | 373 | 622 |
| --- | --- | --- | --- | --- | --- | --- |
| | ClusterONE | 0 | 17 | 107 | 304 | 585 |
| KroganCore | MDS | 573 | 701 | 814 | 1070 | 1443 |
| | Diverse | 483 | 626 | 739 | 918 | 1061 |
| | ClusterONE | 349 | 496 | 652 | 833 | 1048 |
| Kroganextended | MDS | 572 | 691 | 837 | 1097 | 1487 |
| | Diverse | 491 | 626 | 754 | 934 | 1078 |
| | ClusterONE | 354 | 495 | 658 | 870 | 1064 |
| Collins | MDS | 750 | 901 | 1005 | 1086 | 1210 |
| (cov/k:5) | Diverse | 702 | 846 | 963 | 1058 | 1138 |
| | ClusterONE | 629 | 809 | 915 | 1019 | 1147 |
| BioGRID | MDS | 2689 | 2951 | 3181 | 3593 | 3788 |
| | Diverse | 2335 | 2623 | 2827 | 3194 | 3367 |
| | ClusterONE | 1151 | 1580 | 1776 | 2580 | 4418 |
| String | MDS | 2321 | 3422 | 4523 | 5867 | 7841 |
| | Diverse | 2063 | 3042 | 4021 | 5215 | 6970 |
| | ClusterONE | 970 | 1642 | 2381 | 3580 | 5618 | | 0 |
| Parameter | Zhang | Mohanty | Darji | Yusong | Proposed |
| --- | --- | --- | --- | --- | --- |
| Multipliers | 10 | 9P | 10 | 10P | 0 | | | Adders | 16 | 16P | 16 | 16P | 34P |
| --- | --- | --- | --- | --- | --- |
| InternalMemory | 4N+37 | 15P+5.5N | 4N | 24P+3N | 60P+3N |
| Criticalpath | Tm | T+2Tma | Tm | T+Tma | Ta |
| ComputationTime | N/2 | N/2P | N/2 | N/2P | N/2P |
| Throughput | 2/Tm | 2P/T+2Tma | 2/Tm | 2P/T+Tma | 2P/Ta | | 1 |
| Parameter | Zhang | Mohanty | Darji | Yusong | Proposed |
| --- | --- | --- | --- | --- | --- |
| Multipliers | 10 | 9P | 10 | 10P | 0 | | | Parameter | C2(E) | C2(A) | C1(E) | C1(A) |
| --- | --- | --- | --- | --- |
| ALUTs | 82 | 83 | 36.3K | 37.6K |
| REGs | 172 | 177 | 18.6K | 19.1K |
| BRAM(bits) | 7.20K | 7.27K | 216K | 221K |
| DSPs | 1 | 1 | 4 | 4 |
| Cycles/Kernel | 1003 | 1008 | 250 | 258 |
| EWGT | 249K | 292K | 997K | 826K | | 0 |
| Parameter | Zhang | Mohanty | Darji | Yusong | Proposed |
| --- | --- | --- | --- | --- | --- |
| Multipliers | 10 | 9P | 10 | 10P | 0 | | | Adders | 16 | 16P | 16 | 16P | 34P |
| --- | --- | --- | --- | --- | --- |
| InternalMemory | 4N+37 | 15P+5.5N | 4N | 24P+3N | 60P+3N |
| Criticalpath | Tm | T+2Tma | Tm | T+Tma | Ta |
| ComputationTime | N/2 | N/2P | N/2 | N/2P | N/2P |
| Throughput | 2/Tm | 2P/T+2Tma | 2/Tm | 2P/T+Tma | 2P/Ta | | 1 |
| Parameter | Zhang | Mohanty | Darji | Yusong | Proposed |
| --- | --- | --- | --- | --- | --- |
| Multipliers | 10 | 9P | 10 | 10P | 0 | | | Cycles/Kernel | 1003 | 1008 | 250 | 258 |
| --- | --- | --- | --- | --- |
| EWGT | 249K | 292K | 997K | 826K | | 0 |
| σ=20 | σ=30 | σ=40 | σ=50 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| face | text | face | text | face | text | face | text | |
| BM3D | 31.88 | 28.13 | 29.64 | 24.95 | 27.57 | 22.55 | 26.98 | 20.91 | | | EPLL(generic) | 31.66 | 28.15 | 29.43 | 25.21 | 27.74 | 23.15 | 26.58 | 21.72 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ClassadaptedEPLL | 32.34 | 29.23 | 30.16 | 26.39 | 28.49 | 24.40 | 27.28 | 23.01 |
| ExternalNon-localmeans | 31.81 | 25.93 | 30.08 | 25.27 | 28.75 | 23.90 | 27.48 | 22.50 |
| Luoet.al. | 32.98 | 27.52 | 30.89 | 27.44 | 29.24 | 26.29 | 28.01 | 25.02 |
| Proposedmethod(Gaussian) | 32.63 | 30.12 | 30.79 | 27.81 | 29.11 | 26.41 | 27.75 | 25.22 |
| Proposedmethod(GG) | 33.09 | 30.93 | 30.99 | 28.20 | 29.48 | 26.75 | 28.08 | 25.79 | | 1 |
| σ=20 | σ=30 | σ=40 | σ=50 | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| face | text | face | text | face | text | face | text | |
| BM3D | 31.88 | 28.13 | 29.64 | 24.95 | 27.57 | 22.55 | 26.98 | 20.91 | | | Method | σ=25 | σ=50 | σ=75 | σ=100 |
| --- | --- | --- | --- | --- |
| BM3D | 28.57/0.802 | 25.62/0.687 | 24.21/0.622 | 23.24/0.576 |
| EPLL | 28.68/0.812 | 25.68/0.688 | 24.10/0.606 | 23.06/0.547 |
| MSEPLL | 28.78/0.812 | 25.83/0.692 | 24.30/0.620 | 23.32/0.573 |
| WNNM | 28.80/0.808 | 25.83/0.698 | 24.39/0.626 | 23.39/0.585 |
| TNRD | 28.77/0.808 | 25.83/0.692 | 24.33/0.624 | 23.30/0.574 |
| TNRD | 28.93/0.816 | 25.96/0.702 | 24.45/0.632 | 23.47/0.586 |
| MSND | 28.92/0.815 | 26.01/0.704 | 24.54/0.638 | 23.58/0.593 |
| MSND | 28.98/0.820 | 26.06/0.709 | 24.58/0.642 | 23.62/0.598 | | 0 |
| σ=20 | σ=30 | σ=40 | σ=50 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| face | text | face | text | face | text | face | text | | | BM3D | 31.88 | 28.13 | 29.64 | 24.95 | 27.57 | 22.55 | 26.98 | 20.91 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| EPLL(generic) | 31.66 | 28.15 | 29.43 | 25.21 | 27.74 | 23.15 | 26.58 | 21.72 |
| ClassadaptedEPLL | 32.34 | 29.23 | 30.16 | 26.39 | 28.49 | 24.40 | 27.28 | 23.01 |
| ExternalNon-localmeans | 31.81 | 25.93 | 30.08 | 25.27 | 28.75 | 23.90 | 27.48 | 22.50 |
| Luoet.al. | 32.98 | 27.52 | 30.89 | 27.44 | 29.24 | 26.29 | 28.01 | 25.02 |
| Proposedmethod(Gaussian) | 32.63 | 30.12 | 30.79 | 27.81 | 29.11 | 26.41 | 27.75 | 25.22 |
| Proposedmethod(GG) | 33.09 | 30.93 | 30.99 | 28.20 | 29.48 | 26.75 | 28.08 | 25.79 | | 1 |
| σ=20 | σ=30 | σ=40 | σ=50 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| face | text | face | text | face | text | face | text | | | MSND | 28.92/0.815 | 26.01/0.704 | 24.54/0.638 | 23.58/0.593 |
| --- | --- | --- | --- | --- |
| MSND | 28.98/0.820 | 26.06/0.709 | 24.58/0.642 | 23.62/0.598 | | 0 |
| #L | T | S | #K | InputSize | OutputSize | #L | T | S | #K | InputSize |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | C | 1 | 64 | 256×256×1 | 256×256×64 | 10 | C | 1 | 512 | 16×16×512 | | | 2 | C | 2 | 128 | 256×256×64 | 128×128×128 | 11 | D | 2 | 512 | 16×16×512 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | C | 1 | 128 | 128×128×128 | 128×128×128 | 12 | C | 1 | 512 | 32×32×1024 |
| 4 | C | 2 | 256 | 128×128×128 | 64×64×256 | 13 | D | 2 | 256 | 32×32×512 |
| 5 | C | 1 | 256 | 64×64×256 | 64×64×256 | 14 | C | 1 | 256 | 64×64×512 |
| 6 | C | 2 | 512 | 64×64×256 | 32×32×512 | 15 | D | 2 | 128 | 64×64×256 |
| 7 | C | 1 | 512 | 32×32×512 | 32×32×512 | 16 | C | 1 | 128 | 128×128×256 |
| 8 | C | 2 | 512 | 32×32×512 | 16×16×512 | 17 | D | 2 | 64 | 128×128×128 |
| 9 | C | 1 | 512 | 16×16×512 | 16×16×512 | 18 | C | 1 | 4 | 256×256×128 | | 1 |
| #L | T | S | #K | InputSize | OutputSize | #L | T | S | #K | InputSize |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | C | 1 | 64 | 256×256×1 | 256×256×64 | 10 | C | 1 | 512 | 16×16×512 | | | L# | Type | K.Size | InputSize | OutputSize |
| --- | --- | --- | --- | --- |
| 1 | C,B,R | 64 | 256×256×4 | 128×128×64 |
| 2 | C,B,R | 128 | 128×128×64 | 64×64×128 |
| 3 | C,B,R | 256 | 64×64×128 | 32×32×256 |
| 4 | C,B,R | 512 | 32×32×256 | 16×16×512 |
| 5 | C,B,R | 512 | 16×16×512 | 8×8×512 |
| 6 | C,B,R | 512 | 8×8×512 | 4×4×512 |
| 7 | C | 512 | 4×4×512 | 2048×1 | | 0 |
| #L | T | S | #K | InputSize | OutputSize | #L | T | S | #K | InputSize |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | C | 1 | 64 | 256×256×1 | 256×256×64 | 10 | C | 1 | 512 | 16×16×512 |
| 2 | C | 2 | 128 | 256×256×64 | 128×128×128 | 11 | D | 2 | 512 | 16×16×512 | | | 3 | C | 1 | 128 | 128×128×128 | 128×128×128 | 12 | C | 1 | 512 | 32×32×1024 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 4 | C | 2 | 256 | 128×128×128 | 64×64×256 | 13 | D | 2 | 256 | 32×32×512 |
| 5 | C | 1 | 256 | 64×64×256 | 64×64×256 | 14 | C | 1 | 256 | 64×64×512 |
| 6 | C | 2 | 512 | 64×64×256 | 32×32×512 | 15 | D | 2 | 128 | 64×64×256 |
| 7 | C | 1 | 512 | 32×32×512 | 32×32×512 | 16 | C | 1 | 128 | 128×128×256 |
| 8 | C | 2 | 512 | 32×32×512 | 16×16×512 | 17 | D | 2 | 64 | 128×128×128 |
| 9 | C | 1 | 512 | 16×16×512 | 16×16×512 | 18 | C | 1 | 4 | 256×256×128 | | 1 |
| #L | T | S | #K | InputSize | OutputSize | #L | T | S | #K | InputSize |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | C | 1 | 64 | 256×256×1 | 256×256×64 | 10 | C | 1 | 512 | 16×16×512 |
| 2 | C | 2 | 128 | 256×256×64 | 128×128×128 | 11 | D | 2 | 512 | 16×16×512 | | | 4 | C,B,R | 512 | 32×32×256 | 16×16×512 |
| --- | --- | --- | --- | --- |
| 5 | C,B,R | 512 | 16×16×512 | 8×8×512 |
| 6 | C,B,R | 512 | 8×8×512 | 4×4×512 |
| 7 | C | 512 | 4×4×512 | 2048×1 | | 0 |
| Name | LossWeightDistribution |
| --- | --- |
| LW0 | (1,1,1,1,1,1,1,1) | | | LW1 | (1,1,1,0.9,0.8,0.8,0.9,1) |
| --- | --- |
| LW2 | (1,1,1,1.1,1.2,1.2,1.1,1) |
| LW3 | (1,1,1,1.3,1.5,1.5,1.3,1) | | 1 |
| Name | LossWeightDistribution |
| --- | --- |
| LW0 | (1,1,1,1,1,1,1,1) | | | Item | NormalizedDecayedWeight |
| --- | --- |
| 2 | 198.08 |
| 3 | 96.16 |
| 5 | 72.15 |
| 6 | 37.04 | | 0 |
| Name | LossWeightDistribution |
| --- | --- |
| LW0 | (1,1,1,1,1,1,1,1) |
| LW1 | (1,1,1,0.9,0.8,0.8,0.9,1) | | | LW2 | (1,1,1,1.1,1.2,1.2,1.1,1) |
| --- | --- |
| LW3 | (1,1,1,1.3,1.5,1.5,1.3,1) | | 1 |
| Name | LossWeightDistribution |
| --- | --- |
| LW0 | (1,1,1,1,1,1,1,1) |
| LW1 | (1,1,1,0.9,0.8,0.8,0.9,1) | | | 5 | 72.15 |
| --- | --- |
| 6 | 37.04 | | 0 |
| Method | DR | FPR | MDR |
| --- | --- | --- | --- |
| Waveletbased | 85.3 | 10.4 | 4.2 |
| Laplacianbased | 84.9 | 26.8 | 16.3 | | | Proposed | 78.34 | 30.8 | 23.4 |
| --- | --- | --- | --- |
| Edgebased | 58.2 | 32.4 | 22.1 |
| Gradient | 65.6 | 16.8 | 3.0 |
| Sobel-colorbased | 58.1 | 61.3 | 12.3 |
| Uniformtextcolor | 54.5 | 54.9 | 35.4 | | 1 |
| Method | DR | FPR | MDR |
| --- | --- | --- | --- |
| Waveletbased | 85.3 | 10.4 | 4.2 |
| Laplacianbased | 84.9 | 26.8 | 16.3 | | | method/distr. | D1 | D2 | D3 | D4 | D5 |
| --- | --- | --- | --- | --- | --- |
| ES | 0.76 | 1.78 | 4.83 | 3.63 | 59.74 |
| ES4LT | 0.28 | 0.84 | 6.40 | 1.40 | 31.12 |
| MD | 5.79 | 16.04 | 6.65 | 13.56 | 33.51 |
| MD4LT | 0.80 | 1.60 | 2.32 | 2.36 | 4.87 |
| VO | 1.68 | 5.96 | 6.16 | 7.25 | 18.10 |
| VO4LT | 0.32 | 1.41 | 4.85 | 1.53 | 3.12 | | 0 |
| Method | DR | FPR | MDR |
| --- | --- | --- | --- |
| Waveletbased | 85.3 | 10.4 | 4.2 | | | Laplacianbased | 84.9 | 26.8 | 16.3 |
| --- | --- | --- | --- |
| Proposed | 78.34 | 30.8 | 23.4 |
| Edgebased | 58.2 | 32.4 | 22.1 |
| Gradient | 65.6 | 16.8 | 3.0 |
| Sobel-colorbased | 58.1 | 61.3 | 12.3 |
| Uniformtextcolor | 54.5 | 54.9 | 35.4 | | 1 |
| Method | DR | FPR | MDR |
| --- | --- | --- | --- |
| Waveletbased | 85.3 | 10.4 | 4.2 | | | MD4LT | 0.80 | 1.60 | 2.32 | 2.36 | 4.87 |
| --- | --- | --- | --- | --- | --- |
| VO | 1.68 | 5.96 | 6.16 | 7.25 | 18.10 |
| VO4LT | 0.32 | 1.41 | 4.85 | 1.53 | 3.12 | | 0 |
| | | | K=6,conesize=nolimit | K=6,conesize=300 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| circuit | #inputs | #nodes | #cuts<br>afterpruning | pruning<br>time(s) | enum.<br>time(s) | #cuts<br>afterpruning | pruning<br>time(s) | enum.<br>time(s) |
| c432 | 36 | 356 | 4317 | 0.93 | 0.02 | 4253 | 0.98 | 0.02 | | | c1355 | 41 | 1133 | 228,950 | 49.04 | 3.22 | 129,994 | 15 | 2.5 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c1908 | 33 | 1793 | 9,519,182 | 48.12 | 9.43 | 2,099,375 | 18.49 | 5.02 |
| c6288 | 32 | 4864 | 1,494,636 | 6085.06 | 190.86 | 737,587 | 480.83 | 63.96 |
| c7552 | 207 | 7233 | 5,949,016 | 182.96 | 17.43 | 2,521,039 | 55.48 | 10.75 | | 1 |
| | | | K=6,conesize=nolimit | K=6,conesize=300 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| circuit | #inputs | #nodes | #cuts<br>afterpruning | pruning<br>time(s) | enum.<br>time(s) | #cuts<br>afterpruning | pruning<br>time(s) | enum.<br>time(s) |
| c432 | 36 | 356 | 4317 | 0.93 | 0.02 | 4253 | 0.98 | 0.02 | | | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| k | l | \|e\| | \|e\|T | H(1) | H(2) | =(2) | Time(1) | Time(2) |
| 5 | 5 | 50 | 9.98 | 7.35 | 0.53 | 0.42 | 0.0097 | 0.00087 |
| 5 | 5 | 100 | 19.71 | 15.74 | 0.76 | 0.48 | 0.0875 | 0.00223 |
| 10 | 10 | 50 | 11.12 | 8.30 | 0.50 | 0.07 | 0.5050 | 0.30963 |
| 10 | 10 | 100 | 21.93 | 16.78 | 0.67 | 0.18 | 20.45 | 1.31263 |
| 15 | 15 | 50 | 11.57 | 8.47 | 0.47 | 0.10 | 6.4578 | 55.22 | | 0 |
| | | | K=6,conesize=nolimit | K=6,conesize=300 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| circuit | #inputs | #nodes | #cuts<br>afterpruning | pruning<br>time(s) | enum.<br>time(s) | #cuts<br>afterpruning | pruning<br>time(s) | enum.<br>time(s) | | | c432 | 36 | 356 | 4317 | 0.93 | 0.02 | 4253 | 0.98 | 0.02 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| c1355 | 41 | 1133 | 228,950 | 49.04 | 3.22 | 129,994 | 15 | 2.5 |
| c1908 | 33 | 1793 | 9,519,182 | 48.12 | 9.43 | 2,099,375 | 18.49 | 5.02 |
| c6288 | 32 | 4864 | 1,494,636 | 6085.06 | 190.86 | 737,587 | 480.83 | 63.96 |
| c7552 | 207 | 7233 | 5,949,016 | 182.96 | 17.43 | 2,521,039 | 55.48 | 10.75 | | 1 |
| | | | K=6,conesize=nolimit | K=6,conesize=300 | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| circuit | #inputs | #nodes | #cuts<br>afterpruning | pruning<br>time(s) | enum.<br>time(s) | #cuts<br>afterpruning | pruning<br>time(s) | enum.<br>time(s) | | | 10 | 10 | 50 | 11.12 | 8.30 | 0.50 | 0.07 | 0.5050 | 0.30963 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 10 | 10 | 100 | 21.93 | 16.78 | 0.67 | 0.18 | 20.45 | 1.31263 |
| 15 | 15 | 50 | 11.57 | 8.47 | 0.47 | 0.10 | 6.4578 | 55.22 | | 0 |
| Globalcomplexity;paintingFig.4,colour:green | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Wavelet | haar | db2 | sym3 | coif1 | bior1.3 | rbior1.3 | dmey |
| Original | 0.4515 | 0.4284 | 0.4368 | 0.4240 | 0.4438 | 0.4339 | 0.3875 |
| Copy | 0.4177 | 0.4453 | 0.3936 | 0.4027 | 0.4244 | 0.3954 | 0.3890 |
| Diagonalcomplexity | | | | | | | |
| Original | 0.5123 | 0.4601 | 0.4594 | 0.4445 | 0.5151 | 0.4306 | 0.4314 |
| Copy | 0.4753 | 0.46163 | 0.41101 | 0.4073 | 0.4868 | 0.4091 | 0.4242 |
| Horizontalcomplexity | | | | | | | |
| Original | 0.4179 | 0.3945 | 0.3988 | 0.3921 | 0.3976 | 0.4147 | 0.3368 | | | Copy | 0.3759 | 0.4171 | 0.3175 | 0.3554 | 0.3400 | 0.3342 | 0.3279 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Verticalcomplexity | | | | | | | |
| Original | 0.4242 | 0.4303 | 0.4523 | 0.4355 | 0.4168 | 0.4566 | 0.3942 |
| Copy | 0.4019 | 0.4551 | 0.4521 | 0.4452 | 0.4464 | 0.4428 | 0.4148 | | 1 |
| Globalcomplexity;paintingFig.4,colour:green | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Wavelet | haar | db2 | sym3 | coif1 | bior1.3 | rbior1.3 | dmey |
| Original | 0.4515 | 0.4284 | 0.4368 | 0.4240 | 0.4438 | 0.4339 | 0.3875 |
| Copy | 0.4177 | 0.4453 | 0.3936 | 0.4027 | 0.4244 | 0.3954 | 0.3890 |
| Diagonalcomplexity | | | | | | | |
| Original | 0.5123 | 0.4601 | 0.4594 | 0.4445 | 0.5151 | 0.4306 | 0.4314 |
| Copy | 0.4753 | 0.46163 | 0.41101 | 0.4073 | 0.4868 | 0.4091 | 0.4242 |
| Horizontalcomplexity | | | | | | | |
| Original | 0.4179 | 0.3945 | 0.3988 | 0.3921 | 0.3976 | 0.4147 | 0.3368 | | | Globalcomplexity;”TheFlavourofTears1and2”;colour:blue | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Wavelet | haar | db2 | sym3 | coif1 | bior1.3 | rbior1.3 | dmey |
| 1 | 0.1845 | 0.2804 | 0.3186 | 0.2612 | 0.1950 | 0.2225 | 0.2780 |
| 2 | 0.1795 | 0.2427 | 0.2905 | 0.2807 | 0.1918 | 0.1979 | 0.2711 |
| Diagonalcomplexity | | | | | | | |
| 1 | 0.1849 | 0.4275 | 0.5211 | 0.3706 | 0.1824 | 0.2241 | 0.3917 |
| 2 | 0.1668 | 0.3201 | 0.3707 | 0.2778 | 0.1682 | 0.1581 | 0.3448 |
| Horizontalcomplexity | | | | | | | |
| 1 | 0.2010 | 0.2048 | 0.2088 | 0.2066 | 0.2018 | 0.2293 | 0.2087 |
| 2 | 0.2138 | 0.2247 | 0.2179 | 0.2250 | 0.2123 | 0.2113 | 0.2016 |
| Verticalcomplexity | | | | | | | |
| 1 | 0.1677 | 0.2088 | 0.2298 | 0.2063 | 0.1708 | 0.2141 | 0.2335 |
| 2 | 0.1578 | 0.1831 | 0.1878 | 0.1760 | 0.1596 | 0.1755 | 0.1688 | | 0 |
| Globalcomplexity;paintingFig.4,colour:green | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Wavelet | haar | db2 | sym3 | coif1 | bior1.3 | rbior1.3 | dmey |
| Original | 0.4515 | 0.4284 | 0.4368 | 0.4240 | 0.4438 | 0.4339 | 0.3875 | | | Copy | 0.4177 | 0.4453 | 0.3936 | 0.4027 | 0.4244 | 0.3954 | 0.3890 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Diagonalcomplexity | | | | | | | |
| Original | 0.5123 | 0.4601 | 0.4594 | 0.4445 | 0.5151 | 0.4306 | 0.4314 |
| Copy | 0.4753 | 0.46163 | 0.41101 | 0.4073 | 0.4868 | 0.4091 | 0.4242 |
| Horizontalcomplexity | | | | | | | |
| Original | 0.4179 | 0.3945 | 0.3988 | 0.3921 | 0.3976 | 0.4147 | 0.3368 |
| Copy | 0.3759 | 0.4171 | 0.3175 | 0.3554 | 0.3400 | 0.3342 | 0.3279 |
| Verticalcomplexity | | | | | | | |
| Original | 0.4242 | 0.4303 | 0.4523 | 0.4355 | 0.4168 | 0.4566 | 0.3942 |
| Copy | 0.4019 | 0.4551 | 0.4521 | 0.4452 | 0.4464 | 0.4428 | 0.4148 | | 1 |
| Globalcomplexity;paintingFig.4,colour:green | | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- |
| Wavelet | haar | db2 | sym3 | coif1 | bior1.3 | rbior1.3 | dmey |
| Original | 0.4515 | 0.4284 | 0.4368 | 0.4240 | 0.4438 | 0.4339 | 0.3875 | | | 1 | 0.1677 | 0.2088 | 0.2298 | 0.2063 | 0.1708 | 0.2141 | 0.2335 |
| --- | --- | --- | --- | --- | --- | --- | --- |
| 2 | 0.1578 | 0.1831 | 0.1878 | 0.1760 | 0.1596 | 0.1755 | 0.1688 | | 0 |
| ‘Barbara’<br>SSIMRMSE | ‘Boats’<br>SSIMRMSE |
| --- | --- |
| 0.7716.48<br>0.7814.37<br>0.8014.14<br>0.8112.95<br>0.908.94 | 0.7613.62<br>0.7910.26<br>0.7911.70<br>0.838.30<br>0.878.94 |
| 0.8710.11<br>0.8710.11 | 0.8410.16<br>0.8510.36 |
| ‘Barbara’<br>SSIMRMSE | ‘Boats’<br>SSIMRMSE | | | 0.6724.52<br>0.6919.04<br>0.7020.40<br>0.7316.52<br>0.8611.02 | 0.6820.15<br>0.7116.16<br>0.7019.17<br>0.7710.26<br>0.8017.40 |
| --- | --- |
| 0.8313.13<br>0.8313.13 | 0.8110.73<br>0.8110.73 | | 1 |
| ‘Barbara’<br>SSIMRMSE | ‘Boats’<br>SSIMRMSE |
| --- | --- |
| 0.7716.48<br>0.7814.37<br>0.8014.14<br>0.8112.95<br>0.908.94 | 0.7613.62<br>0.7910.26<br>0.7911.70<br>0.838.30<br>0.878.94 |
| 0.8710.11<br>0.8710.11 | 0.8410.16<br>0.8510.36 |
| ‘Barbara’<br>SSIMRMSE | ‘Boats’<br>SSIMRMSE | | | H1 | H2open | SNE | SAD | SMD | SDV | SCC | SPL | SAPD | SED | SCL |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 199 | 125302 | 1049866 | 6.62 | 343 | 100.15 | 0.306 | 2.245 | 7.69 | 9 | 7.46 |
| 72.9<br>41.1<br>19.7 | 40712.1<br>24618.2<br>7771.4 | 1048153<br>1035994<br>991498 | 6.61<br>6.53<br>6.25 | 316.0<br>186.0<br>164.9 | 97.46<br>86.47<br>64.20 | 0.303<br>0.294<br>0.284 | 2.244<br>2.248<br>2.265 | 7.74<br>7.82<br>8.08 | 9.4<br>9.5<br>10.0 | 7.50<br>7.59<br>7.85 |
| 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 |
| 55.7<br>34.5<br>19.2 | 55655.9<br>39689.8<br>16375.4 | 924321<br>915711<br>892140 | 5.52<br>5.47<br>5.33 | 479.1<br>299.7<br>253.9 | 31.73<br>27.18<br>21.87 | 0.206<br>0.220<br>0.232 | 2.340<br>2.348<br>2.374 | 12.14<br>12.40<br>12.52 | 15.2<br>15.6<br>15.5 | 11.65<br>11.91<br>12.06 |
| 978 | 321724 | 2987624 | 5.27 | 28754 | 2576.0 | 0.0062 | 2.429 | 6.07 | 8 | 6.79 |
| 157.2<br>80.0<br>23.4 | 36744.6<br>22361.7<br>5806.9 | 2982974<br>2940310<br>2624066 | 5.26<br>5.18<br>4.62 | 28438<br>26900<br>16353 | 2522.6<br>2282.6<br>970.8 | 0.0062<br>0.0061<br>0.0070 | 2.416<br>2.419<br>2.438 | 6.24<br>6.27<br>6.59 | 8.0<br>8.0<br>8.1 | 6.01<br>6.04<br>6.36 | | 0 |
| ‘Barbara’<br>SSIMRMSE | ‘Boats’<br>SSIMRMSE |
| --- | --- |
| 0.7716.48<br>0.7814.37<br>0.8014.14<br>0.8112.95<br>0.908.94 | 0.7613.62<br>0.7910.26<br>0.7911.70<br>0.838.30<br>0.878.94 |
| 0.8710.11<br>0.8710.11 | 0.8410.16<br>0.8510.36 |
| ‘Barbara’<br>SSIMRMSE | ‘Boats’<br>SSIMRMSE | | | 0.6724.52<br>0.6919.04<br>0.7020.40<br>0.7316.52<br>0.8611.02 | 0.6820.15<br>0.7116.16<br>0.7019.17<br>0.7710.26<br>0.8017.40 |
| --- | --- |
| 0.8313.13<br>0.8313.13 | 0.8110.73<br>0.8110.73 | | 1 |
| ‘Barbara’<br>SSIMRMSE | ‘Boats’<br>SSIMRMSE |
| --- | --- |
| 0.7716.48<br>0.7814.37<br>0.8014.14<br>0.8112.95<br>0.908.94 | 0.7613.62<br>0.7910.26<br>0.7911.70<br>0.838.30<br>0.878.94 |
| 0.8710.11<br>0.8710.11 | 0.8410.16<br>0.8510.36 |
| ‘Barbara’<br>SSIMRMSE | ‘Boats’<br>SSIMRMSE | | | 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 55.7<br>34.5<br>19.2 | 55655.9<br>39689.8<br>16375.4 | 924321<br>915711<br>892140 | 5.52<br>5.47<br>5.33 | 479.1<br>299.7<br>253.9 | 31.73<br>27.18<br>21.87 | 0.206<br>0.220<br>0.232 | 2.340<br>2.348<br>2.374 | 12.14<br>12.40<br>12.52 | 15.2<br>15.6<br>15.5 | 11.65<br>11.91<br>12.06 |
| 978 | 321724 | 2987624 | 5.27 | 28754 | 2576.0 | 0.0062 | 2.429 | 6.07 | 8 | 6.79 |
| 157.2<br>80.0<br>23.4 | 36744.6<br>22361.7<br>5806.9 | 2982974<br>2940310<br>2624066 | 5.26<br>5.18<br>4.62 | 28438<br>26900<br>16353 | 2522.6<br>2282.6<br>970.8 | 0.0062<br>0.0061<br>0.0070 | 2.416<br>2.419<br>2.438 | 6.24<br>6.27<br>6.59 | 8.0<br>8.0<br>8.1 | 6.01<br>6.04<br>6.36 | | 0 |
| Layer | KernelSize | #Features | Stride | Non-linearity | Other |
| --- | --- | --- | --- | --- | --- |
| Conv-1 | 5x5 | 192 | 1 | ReLU | BN |
| MLPConv-1-1 | 1x1 | 160 | 1 | ReLU | BN |
| MLPConv-1-2 | 1x1 | 96 | 1 | ReLU | BN |
| MaxPool | 3x3 | 96 | 2 | Max | - |
| Conv-2 | 5x5 | 192 | 1 | ReLU | BN,Dropout(p=0.5) |
| MLPConv-2-1 | 1x1 | 192 | 1 | ReLU | BN |
| MLPConv-2-2 | 1x1 | 192 | 1 | ReLU | BN |
| AveragePool-1 | 3x3 | 192 | 2 | - | - |
| Conv-3 | 5x5 | 192 | 1 | ReLU | BN,Dropout(p=0.5) | | | MLPConv-3-1 | 1x1 | 192 | 1 | ReLU | BN |
| --- | --- | --- | --- | --- | --- |
| MLPConv-3-2 | 1x1 | 100 | 1 | ReLU | BN |
| AveragePool-2 | 8x8 | 100 | - | - | - | | 1 |
| Layer | KernelSize | #Features | Stride | Non-linearity | Other |
| --- | --- | --- | --- | --- | --- |
| Conv-1 | 5x5 | 192 | 1 | ReLU | BN |
| MLPConv-1-1 | 1x1 | 160 | 1 | ReLU | BN |
| MLPConv-1-2 | 1x1 | 96 | 1 | ReLU | BN |
| MaxPool | 3x3 | 96 | 2 | Max | - |
| Conv-2 | 5x5 | 192 | 1 | ReLU | BN,Dropout(p=0.5) |
| MLPConv-2-1 | 1x1 | 192 | 1 | ReLU | BN |
| MLPConv-2-2 | 1x1 | 192 | 1 | ReLU | BN |
| AveragePool-1 | 3x3 | 192 | 2 | - | - |
| Conv-3 | 5x5 | 192 | 1 | ReLU | BN,Dropout(p=0.5) | | | Layer | Filter/Stride | #Channel | #Filter |
| --- | --- | --- | --- |
| Conv11 | 3×3/1 | 1 | 32 |
| Conv12 | 3×3/1 | 32 | 64 |
| MaxPool | 2×2/2 | 64 | – |
| Conv21 | 3×3/1 | 64 | 64 |
| Conv22 | 3×3/1 | 64 | 128 |
| MaxPool | 2×2/2 | 128 | – |
| Conv31 | 3×3/1 | 128 | 96 |
| Conv32 | 3×3/1 | 96 | 192 |
| MaxPool | 2×2/2 | 192 | – |
| Conv41 | 3×3/1 | 192 | 128 |
| Conv42 | 3×3/1 | 128 | 256 |
| MaxPool | 2×2/2 | 256 | – |
| Conv51 | 3×3/1 | 256 | 160 |
| Conv52 | 3×3/1 | 160 | 320 |
| AvgPool | 6×6/1 | 320 | – |
| Dropout1-0.3 | – | – | – |
| FC | 1×320/1 | 320 | 100 | | 0 |
| Layer | KernelSize | #Features | Stride | Non-linearity | Other |
| --- | --- | --- | --- | --- | --- |
| Conv-1 | 5x5 | 192 | 1 | ReLU | BN |
| MLPConv-1-1 | 1x1 | 160 | 1 | ReLU | BN |
| MLPConv-1-2 | 1x1 | 96 | 1 | ReLU | BN |
| MaxPool | 3x3 | 96 | 2 | Max | - |
| Conv-2 | 5x5 | 192 | 1 | ReLU | BN,Dropout(p=0.5) |
| MLPConv-2-1 | 1x1 | 192 | 1 | ReLU | BN |
| MLPConv-2-2 | 1x1 | 192 | 1 | ReLU | BN | | | AveragePool-1 | 3x3 | 192 | 2 | - | - |
| --- | --- | --- | --- | --- | --- |
| Conv-3 | 5x5 | 192 | 1 | ReLU | BN,Dropout(p=0.5) |
| MLPConv-3-1 | 1x1 | 192 | 1 | ReLU | BN |
| MLPConv-3-2 | 1x1 | 100 | 1 | ReLU | BN |
| AveragePool-2 | 8x8 | 100 | - | - | - | | 1 |
| Layer | KernelSize | #Features | Stride | Non-linearity | Other |
| --- | --- | --- | --- | --- | --- |
| Conv-1 | 5x5 | 192 | 1 | ReLU | BN |
| MLPConv-1-1 | 1x1 | 160 | 1 | ReLU | BN |
| MLPConv-1-2 | 1x1 | 96 | 1 | ReLU | BN |
| MaxPool | 3x3 | 96 | 2 | Max | - |
| Conv-2 | 5x5 | 192 | 1 | ReLU | BN,Dropout(p=0.5) |
| MLPConv-2-1 | 1x1 | 192 | 1 | ReLU | BN |
| MLPConv-2-2 | 1x1 | 192 | 1 | ReLU | BN | | | Conv22 | 3×3/1 | 64 | 128 |
| --- | --- | --- | --- |
| MaxPool | 2×2/2 | 128 | – |
| Conv31 | 3×3/1 | 128 | 96 |
| Conv32 | 3×3/1 | 96 | 192 |
| MaxPool | 2×2/2 | 192 | – |
| Conv41 | 3×3/1 | 192 | 128 |
| Conv42 | 3×3/1 | 128 | 256 |
| MaxPool | 2×2/2 | 256 | – |
| Conv51 | 3×3/1 | 256 | 160 |
| Conv52 | 3×3/1 | 160 | 320 |
| AvgPool | 6×6/1 | 320 | – |
| Dropout1-0.3 | – | – | – |
| FC | 1×320/1 | 320 | 100 | | 0 |
| PD-Flow | SR-Flow | Layered-Flow |
| --- | --- | --- |
| 9.07<br>34.1<br>147.08<br>53.22 | 2.76<br>4.59<br>26.83<br>5.20 | 1.01<br>2.73<br>11.67<br>- |
| PD-Flow | SR-Flow | Layered-Flow |
| 1.53<br>1.43<br>1.60<br>0.99 | 0.98<br>1.19<br>1.44<br>0.75 | 2.10<br>1.11<br>1.57<br>- | | | PD-Flow | SR-Flow | Layered-Flow |
| --- | --- | --- |
| 10.56<br>71.65<br>235.49<br>73.03 | 4.03<br>5.98<br>29.81<br>9.36 | 3.39<br>5.21<br>14.86<br>- | | 1 |
| PD-Flow | SR-Flow | Layered-Flow |
| --- | --- | --- |
| 9.07<br>34.1<br>147.08<br>53.22 | 2.76<br>4.59<br>26.83<br>5.20 | 1.01<br>2.73<br>11.67<br>- |
| PD-Flow | SR-Flow | Layered-Flow |
| 1.53<br>1.43<br>1.60<br>0.99 | 0.98<br>1.19<br>1.44<br>0.75 | 2.10<br>1.11<br>1.57<br>- | | | Errorrate | Layer | #decodable | ITU-Rmark |
| --- | --- | --- | --- |
| 3 | 0<br>1<br>2<br>4<br>5 | 27<br>62<br>26<br>135<br>293 | 1.31<br>6.25<br>1.89<br>6.81<br>6.25 |
| 5 | 0<br>1<br>2<br>4<br>5 | 2<br>13<br>35<br>114<br>152 | 0.22<br>0.40<br>0.48<br>0.76<br>0.76 |
| 10 | 0<br>1<br>2<br>4<br>5 | —<br>—<br>—<br>75<br>117 | —<br>—<br>—<br>2.85<br>2.87 |
| 20 | 0<br>1<br>2<br>4<br>5 | —<br>—<br>—<br>123<br>48 | —<br>—<br>—<br>0.85<br>0.61 | | 0 |
| PD-Flow | SR-Flow | Layered-Flow |
| --- | --- | --- |
| 9.07<br>34.1<br>147.08<br>53.22 | 2.76<br>4.59<br>26.83<br>5.20 | 1.01<br>2.73<br>11.67<br>- |
| PD-Flow | SR-Flow | Layered-Flow |
| 1.53<br>1.43<br>1.60<br>0.99 | 0.98<br>1.19<br>1.44<br>0.75 | 2.10<br>1.11<br>1.57<br>- | | | PD-Flow | SR-Flow | Layered-Flow |
| --- | --- | --- |
| 10.56<br>71.65<br>235.49<br>73.03 | 4.03<br>5.98<br>29.81<br>9.36 | 3.39<br>5.21<br>14.86<br>- | | 1 |
| PD-Flow | SR-Flow | Layered-Flow |
| --- | --- | --- |
| 9.07<br>34.1<br>147.08<br>53.22 | 2.76<br>4.59<br>26.83<br>5.20 | 1.01<br>2.73<br>11.67<br>- |
| PD-Flow | SR-Flow | Layered-Flow |
| 1.53<br>1.43<br>1.60<br>0.99 | 0.98<br>1.19<br>1.44<br>0.75 | 2.10<br>1.11<br>1.57<br>- | | | 10 | 0<br>1<br>2<br>4<br>5 | —<br>—<br>—<br>75<br>117 | —<br>—<br>—<br>2.85<br>2.87 |
| --- | --- | --- | --- |
| 20 | 0<br>1<br>2<br>4<br>5 | —<br>—<br>—<br>123<br>48 | —<br>—<br>—<br>0.85<br>0.61 | | 0 |
| OutliersReported | CorrectlyReported | OutliersMissed | ExecutionTime(s) |
| --- | --- | --- | --- |
| 7216 | 340 | 1168 | 1.26s | | | 4476 | 519 | 989 | 72.31s |
| --- | --- | --- | --- |
| 5428 | 447 | 1061 | 63.27s |
| 5558 | 329 | 1508 | 89.96s |
| 5121 | 253 | 1179 | 59.97s |
| 7501 | 470 | 1038 | 60.39s |
| 10110 | 162 | 1346 | 72.69s |
| 9515 | 404 | 1104 | 55.89s |
| 8746 | 284 | 1224 | 81.74s |
| 9133 | 301 | 1207 | 60.51s |
| 10328 | 420 | 1088 | 72.13s |
| 8931 | 319 | 1189 | 291.10s | | 1 |
| OutliersReported | CorrectlyReported | OutliersMissed | ExecutionTime(s) |
| --- | --- | --- | --- |
| 7216 | 340 | 1168 | 1.26s | | | OutliersReported | CorrectlyReported | OutliersMissed | ExecutionTime(s) |
| --- | --- | --- | --- |
| 22160 | 406 | 649 | 23.33s |
| 13260 | 523 | 532 | 1813.63s |
| 15432 | 365 | 690 | 1483.54s |
| 14328 | 460 | 595 | 2125.43s |
| 16578 | 396 | 659 | 1594.54s |
| 16579 | 496 | 559 | 1674.43s |
| 18054 | 365 | 690 | 1918.34s |
| 21095 | 469 | 586 | 1428.32s |
| 20658 | 584 | 471 | 2043.43s |
| 19574 | 368 | 687 | 1485.85s |
| 25704 | 565 | 490 | 1684.47s |
| 29316 | 354 | 701 | 3510.26s | | 0 |
| OutliersReported | CorrectlyReported | OutliersMissed | ExecutionTime(s) |
| --- | --- | --- | --- |
| 7216 | 340 | 1168 | 1.26s |
| 4476 | 519 | 989 | 72.31s |
| 5428 | 447 | 1061 | 63.27s |
| 5558 | 329 | 1508 | 89.96s |
| 5121 | 253 | 1179 | 59.97s |
| 7501 | 470 | 1038 | 60.39s |
| 10110 | 162 | 1346 | 72.69s | | | 9515 | 404 | 1104 | 55.89s |
| --- | --- | --- | --- |
| 8746 | 284 | 1224 | 81.74s |
| 9133 | 301 | 1207 | 60.51s |
| 10328 | 420 | 1088 | 72.13s |
| 8931 | 319 | 1189 | 291.10s | | 1 |
| OutliersReported | CorrectlyReported | OutliersMissed | ExecutionTime(s) |
| --- | --- | --- | --- |
| 7216 | 340 | 1168 | 1.26s |
| 4476 | 519 | 989 | 72.31s |
| 5428 | 447 | 1061 | 63.27s |
| 5558 | 329 | 1508 | 89.96s |
| 5121 | 253 | 1179 | 59.97s |
| 7501 | 470 | 1038 | 60.39s |
| 10110 | 162 | 1346 | 72.69s | | | 21095 | 469 | 586 | 1428.32s |
| --- | --- | --- | --- |
| 20658 | 584 | 471 | 2043.43s |
| 19574 | 368 | 687 | 1485.85s |
| 25704 | 565 | 490 | 1684.47s |
| 29316 | 354 | 701 | 3510.26s | | 0 |
| Model | NDCG@1 | NDCG@3 | MAP@1 | MAP@3 |
| --- | --- | --- | --- | --- |
| Fuzzy | 0.535 | 0.576 | 0.087 | 0.144 |
| E-RNN | 0.617 | 0.636 | 0.094 | 0.159 |
| EC-RNN | 0.642 | 0.682 | 0.102 | 0.162 |
| CNN-RNN | 0.615 | 0.658 | 0.090 | 0.151 |
| A-RNN | 0.630 | 0.679 | 0.109 | 0.155 |
| AC-RNN | 0.635 | 0.667 | 0.116 | 0.160 |
| NB | 0.619 | 0.611 | 0.092 | 0.151 | | | SVM | 0.620 | 0.646 | 0.096 | 0.156 |
| --- | --- | --- | --- | --- |
| LSA | 0.639 | 0.651 | 0.096 | 0.153 |
| LexRank | 0.607 | 0.644 | 0.095 | 0.153 |
| TextRank | 0.629 | 0.645 | 0.095 | 0.153 | | 1 |
| Model | NDCG@1 | NDCG@3 | MAP@1 | MAP@3 |
| --- | --- | --- | --- | --- |
| Fuzzy | 0.535 | 0.576 | 0.087 | 0.144 |
| E-RNN | 0.617 | 0.636 | 0.094 | 0.159 |
| EC-RNN | 0.642 | 0.682 | 0.102 | 0.162 |
| CNN-RNN | 0.615 | 0.658 | 0.090 | 0.151 |
| A-RNN | 0.630 | 0.679 | 0.109 | 0.155 |
| AC-RNN | 0.635 | 0.667 | 0.116 | 0.160 |
| NB | 0.619 | 0.611 | 0.092 | 0.151 | | | Model | Token<br>Sim. | Rouge1 | Rouge2 | Rouge<br>-LCS | BLEU | Topic<br>Sim. |
| --- | --- | --- | --- | --- | --- | --- |
| Targetsnippetlength=5sentence | | | | | | |
| Fuzzy | 0.28 | 0.37 | 0.28 | 0.21 | 0.30 | 0.03 |
| V-RNN | 0.33 | 0.41 | 0.61 | 0.28 | 0.29 | 0.03 |
| C-RNN | 0.40 | 0.52 | 0.40 | 0.31 | 0.41 | 0.04 |
| CNN-RNN | 0.32 | 0.43 | 0.29 | 0.26 | 0.36 | 0.04 |
| A-RNN | 0.31 | 0.36 | 0.29 | 0.33 | 0.37 | 0.03 |
| AC-RNN | 0.36 | 0.45 | 0.31 | 0.28 | 0.37 | 0.04 |
| NB | 0.31 | 0.40 | 0.42 | 0.28 | 0.18 | 0.03 |
| SVM | 0.32 | 0.40 | 0.38 | 0.29 | 0.25 | 0.03 |
| LSA | 0.30 | 0.41 | 0.40 | 0.28 | 0.21 | 0.03 |
| LexRank | 0.30 | 0.40 | 0.30 | 0.28 | 0.28 | 0.03 |
| TextRank | 0.31 | 0.43 | 0.39 | 0.27 | 0.31 | 0.03 | | 0 |
| Model | NDCG@1 | NDCG@3 | MAP@1 | MAP@3 |
| --- | --- | --- | --- | --- |
| Fuzzy | 0.535 | 0.576 | 0.087 | 0.144 |
| E-RNN | 0.617 | 0.636 | 0.094 | 0.159 |
| EC-RNN | 0.642 | 0.682 | 0.102 | 0.162 |
| CNN-RNN | 0.615 | 0.658 | 0.090 | 0.151 |
| A-RNN | 0.630 | 0.679 | 0.109 | 0.155 |
| AC-RNN | 0.635 | 0.667 | 0.116 | 0.160 | | | NB | 0.619 | 0.611 | 0.092 | 0.151 |
| --- | --- | --- | --- | --- |
| SVM | 0.620 | 0.646 | 0.096 | 0.156 |
| LSA | 0.639 | 0.651 | 0.096 | 0.153 |
| LexRank | 0.607 | 0.644 | 0.095 | 0.153 |
| TextRank | 0.629 | 0.645 | 0.095 | 0.153 | | 1 |
| Model | NDCG@1 | NDCG@3 | MAP@1 | MAP@3 |
| --- | --- | --- | --- | --- |
| Fuzzy | 0.535 | 0.576 | 0.087 | 0.144 |
| E-RNN | 0.617 | 0.636 | 0.094 | 0.159 |
| EC-RNN | 0.642 | 0.682 | 0.102 | 0.162 |
| CNN-RNN | 0.615 | 0.658 | 0.090 | 0.151 |
| A-RNN | 0.630 | 0.679 | 0.109 | 0.155 |
| AC-RNN | 0.635 | 0.667 | 0.116 | 0.160 | | | LSA | 0.30 | 0.41 | 0.40 | 0.28 | 0.21 | 0.03 |
| --- | --- | --- | --- | --- | --- | --- |
| LexRank | 0.30 | 0.40 | 0.30 | 0.28 | 0.28 | 0.03 |
| TextRank | 0.31 | 0.43 | 0.39 | 0.27 | 0.31 | 0.03 | | 0 |
| Iterationstep | Accuracy | Cross-viewintra-classdistance |
| --- | --- | --- |
| Initialbaseline | 52.4 | 5<br>1.27×10 | | | 1stiterCV-EC | 66.56 | 3.74×10 |
| --- | --- | --- |
| 1stiterCV-CL | 68.12 | 2.82×10 |
| 2nditerCV-EC | 69.33 | 1.96×10 |
| 2nditerCV-CL | 69.94 | 1.93×10 | | 1 |
| Iterationstep | Accuracy | Cross-viewintra-classdistance |
| --- | --- | --- |
| Initialbaseline | 52.4 | 5<br>1.27×10 | | | Comparedmethods | Accuracy | Cross-viewintra-classdistance |
| --- | --- | --- |
| Alexnet | 52.4 | 5<br>1.27×10 |
| Alexnet+CV-EC | 66.56 | 3.74×10 |
| Alexnet+CV-CL | 64.72 | 4.81×10 |
| Alexnet+Triplet | 60.8 | - |
| Alexnet+ICV-ECCL | 69.94 | 1.93×10 | | 0 |
| Iterationstep | Accuracy | Cross-viewintra-classdistance |
| --- | --- | --- |
| Initialbaseline | 52.4 | 5<br>1.27×10 | | | 1stiterCV-EC | 66.56 | 3.74×10 |
| --- | --- | --- |
| 1stiterCV-CL | 68.12 | 2.82×10 |
| 2nditerCV-EC | 69.33 | 1.96×10 |
| 2nditerCV-CL | 69.94 | 1.93×10 | | 1 |
| Iterationstep | Accuracy | Cross-viewintra-classdistance |
| --- | --- | --- |
| Initialbaseline | 52.4 | 5<br>1.27×10 | | | Alexnet+Triplet | 60.8 | - |
| --- | --- | --- |
| Alexnet+ICV-ECCL | 69.94 | 1.93×10 | | 0 |
| No.CorrectlyResolved | Greedy | FiniteState | DecisionList |
| --- | --- | --- | --- |
| SimpleInputswithone-onealighment | 116 | 115 | 88 |
| SimpleInputswithzero-onealighment | 8 | 0 | 12 | | | ComplexInputs | 24 | 13 | 0 |
| --- | --- | --- | --- |
| Total | 148 | 128 | 100 | | 1 |
| No.CorrectlyResolved | Greedy | FiniteState | DecisionList |
| --- | --- | --- | --- |
| SimpleInputswithone-onealighment | 116 | 115 | 88 |
| SimpleInputswithzero-onealighment | 8 | 0 | 12 | | | No.CorrectlyResolved | withCognitivePrinciples | withoutCognitivePrinciples |
| --- | --- | --- |
| SimpleOne-ZeroAlignment | 5 | 5 |
| SimpleOne-OneAlignment | 104 | 92 |
| Complex | 24 | 18 |
| Total | 133 | 115 | | 0 |
| No.CorrectlyResolved | Greedy | FiniteState | DecisionList |
| --- | --- | --- | --- |
| SimpleInputswithone-onealighment | 116 | 115 | 88 | | | SimpleInputswithzero-onealighment | 8 | 0 | 12 |
| --- | --- | --- | --- |
| ComplexInputs | 24 | 13 | 0 |
| Total | 148 | 128 | 100 | | 1 |
| No.CorrectlyResolved | Greedy | FiniteState | DecisionList |
| --- | --- | --- | --- |
| SimpleInputswithone-onealighment | 116 | 115 | 88 | | | Complex | 24 | 18 |
| --- | --- | --- |
| Total | 133 | 115 | | 0 |
| DomainVocabulary |
| --- |
| Voc(TROJRANSOM.SMAR,TSPYUSTEAL.USRJ) |
| SemanticCategory |
| |
| TYPECompany(Microsoft) | | | DirectRelation |
| --- |
| |
| |
| |
| |
| RAffect=(TROJRANSOM.SMAR,WindowsXP) |
| IndirectRelation |
| |
| |
| |
| | | 1 |
| DomainVocabulary |
| --- |
| Voc(TROJRANSOM.SMAR,TSPYUSTEAL.USRJ) |
| SemanticCategory |
| |
| TYPECompany(Microsoft) | | | Category | RelationAttribute |
| --- | --- |
| RO | hasactiveingredient |
| RO | hasingredient |
| RO | hasproductcomponent |
| RO | hastradename |
| RO | refersto |
| RQ | hasalias |
| RQ | replaces |
| SY | - |
| SY | expandedformof |
| SY | hasexpandedform |
| SY | hasmultilevelcategory |
| SY | hasprintname |
| SY | hassinglelevelcategory |
| SY | hastradename |
| SY | sameas | | 0 |
| DomainVocabulary |
| --- |
| Voc(TROJRANSOM.SMAR,TSPYUSTEAL.USRJ) |
| SemanticCategory |
| |
| TYPECompany(Microsoft) |
| DirectRelation |
| |
| |
| |
| |
| RAffect=(TROJRANSOM.SMAR,WindowsXP) |
| IndirectRelation | | | |
| --- |
| |
| |
| | | 1 |
| DomainVocabulary |
| --- |
| Voc(TROJRANSOM.SMAR,TSPYUSTEAL.USRJ) |
| SemanticCategory |
| |
| TYPECompany(Microsoft) |
| DirectRelation |
| |
| |
| |
| |
| RAffect=(TROJRANSOM.SMAR,WindowsXP) |
| IndirectRelation | | | SY | hassinglelevelcategory |
| --- | --- |
| SY | hastradename |
| SY | sameas | | 0 |
| Parameters | Value |
| --- | --- |
| Maximumsentencelength | 15words |
| OptimizationMethod | Adam |
| Learningrate | 0.01 | | | Batchsize | 256 |
| --- | --- |
| LSTMParameters | Uniformdistributionfrom[-0.1,0.1] | | 1 |
| Parameters | Value |
| --- | --- |
| Maximumsentencelength | 15words |
| OptimizationMethod | Adam |
| Learningrate | 0.01 | | | Parameters | Value |
| --- | --- |
| Inputdescriptionlength | 50words |
| Outputsummarylength | 15words |
| OptimizationMethod | StochasticGradientDescent<br>withmomentum |
| Learningrate | 0.1;reducedtohalfafter<br>everythirdepoch. |
| Batchsize | 128 |
| LSTMParameters | Uniformdistributionfrom[-0.1,0.1] | | 0 |
| Parameters | Value |
| --- | --- |
| Maximumsentencelength | 15words |
| OptimizationMethod | Adam |
| Learningrate | 0.01 | | | Batchsize | 256 |
| --- | --- |
| LSTMParameters | Uniformdistributionfrom[-0.1,0.1] | | 1 |
| Parameters | Value |
| --- | --- |
| Maximumsentencelength | 15words |
| OptimizationMethod | Adam |
| Learningrate | 0.01 | | | Learningrate | 0.1;reducedtohalfafter<br>everythirdepoch. |
| --- | --- |
| Batchsize | 128 |
| LSTMParameters | Uniformdistributionfrom[-0.1,0.1] | | 0 |
| Variable | Description |
| --- | --- |
| cHdfsReadCost<br>cHdfsWriteCost<br>cLocalIOCost<br>cNetworkCost | ThecostforreadingfromHDFS<br>ThecostforwritingtoHDFS<br>ThecostforperformingI/Ofromthelocaldisk<br>Thenetworktransferringcost | | | cMapCPUCost<br>cReduceCPUCost<br>cCombineCPUCost | TheCPUcostforexecutingthemapfunction<br>TheCPUcostforexecutingthereducefunction<br>TheCPUcostforexecutingthecombinefunction |
| --- | --- |
| cPartitionCPUCost<br>cSerdeCPUCost<br>cSortCPUCost<br>cMergeCPUCost | TheCPUcostforpartitioning<br>TheCPUcostforserialization<br>TheCPUcostforsortingonkeys<br>TheCPUcostformerging |
| cInUncomprCPUCost<br>cIntermUncomprCPUCost<br>cIntermComprCPUCost<br>cOutComprCPUCost | TheCPUcostforuncompressingtheinputdata<br>TheCPUcostforuncompressingtheintermediatedata<br>TheCPUcostforcompressingtheintermediatedata<br>TheCPUcostforcompressingtheoutputdata | | 1 |
| Variable | Description |
| --- | --- |
| cHdfsReadCost<br>cHdfsWriteCost<br>cLocalIOCost<br>cNetworkCost | ThecostforreadingfromHDFS<br>ThecostforwritingtoHDFS<br>ThecostforperformingI/Ofromthelocaldisk<br>Thenetworktransferringcost | | | Name | Description |
| --- | --- |
| αR | overheadareaperkBofregister-memorypervector-unit |
| αM | overheadareaperkBofshared-memoryperSM |
| αL1 | L1cacheoverheadareaperSM-pair |
| αL2 | L2cacheoverheadarea |
| αoh | commonoverheadarea(I/O,globalroutingetc)perSM |
| βR | areaperregister-file-bankperkBpervector-unit |
| βM | areapershared-memory-bankperkBperSM |
| βL1 | L1cacheareaperkBperSM-pair |
| βL2 | L2cacheareaperkB |
| βVU | core-logicareawithinavector-unit |
| nSM | totalnumberofSMontheGPUchip |
| nV | numberofvector-unitsperSM |
| RVU | kBofregisterfilespervector-unit |
| MSM | kBofsharedmemoryperSM |
| L1SMpair | kBofL1cacheperSM-pair |
| L2SM | kBofL2cache |
| Atot | totalGPUchipdiearea |
| ASM | totalshared-memorydiearea |
| Acache | totalcachediearea |
| Aoh | totalon-chipoverheaddiearea |
| ALSU | totalload-storeunitdiearea |
| ASFU | totalspecial-functionunitdiearea |
| AFDU | totalfetch-decodeunitdiearea |
| AIcache | totalinstruction-cachediearea |
| ALSUperSM | load-storeunitdieareaperSM |
| ALSUperV | load-storeunitdieareapervector-unit |
| AMperSM | memorydieareaperSM |
| ASFUperV | special-functionunitdieareapervector-unit | | 0 |
| Variable | Description |
| --- | --- |
| cHdfsReadCost<br>cHdfsWriteCost<br>cLocalIOCost<br>cNetworkCost | ThecostforreadingfromHDFS<br>ThecostforwritingtoHDFS<br>ThecostforperformingI/Ofromthelocaldisk<br>Thenetworktransferringcost | | | cMapCPUCost<br>cReduceCPUCost<br>cCombineCPUCost | TheCPUcostforexecutingthemapfunction<br>TheCPUcostforexecutingthereducefunction<br>TheCPUcostforexecutingthecombinefunction |
| --- | --- |
| cPartitionCPUCost<br>cSerdeCPUCost<br>cSortCPUCost<br>cMergeCPUCost | TheCPUcostforpartitioning<br>TheCPUcostforserialization<br>TheCPUcostforsortingonkeys<br>TheCPUcostformerging |
| cInUncomprCPUCost<br>cIntermUncomprCPUCost<br>cIntermComprCPUCost<br>cOutComprCPUCost | TheCPUcostforuncompressingtheinputdata<br>TheCPUcostforuncompressingtheintermediatedata<br>TheCPUcostforcompressingtheintermediatedata<br>TheCPUcostforcompressingtheoutputdata | | 1 |
| Variable | Description |
| --- | --- |
| cHdfsReadCost<br>cHdfsWriteCost<br>cLocalIOCost<br>cNetworkCost | ThecostforreadingfromHDFS<br>ThecostforwritingtoHDFS<br>ThecostforperformingI/Ofromthelocaldisk<br>Thenetworktransferringcost | | | nSM | totalnumberofSMontheGPUchip |
| --- | --- |
| nV | numberofvector-unitsperSM |
| RVU | kBofregisterfilespervector-unit |
| MSM | kBofsharedmemoryperSM |
| L1SMpair | kBofL1cacheperSM-pair |
| L2SM | kBofL2cache |
| Atot | totalGPUchipdiearea |
| ASM | totalshared-memorydiearea |
| Acache | totalcachediearea |
| Aoh | totalon-chipoverheaddiearea |
| ALSU | totalload-storeunitdiearea |
| ASFU | totalspecial-functionunitdiearea |
| AFDU | totalfetch-decodeunitdiearea |
| AIcache | totalinstruction-cachediearea |
| ALSUperSM | load-storeunitdieareaperSM |
| ALSUperV | load-storeunitdieareapervector-unit |
| AMperSM | memorydieareaperSM |
| ASFUperV | special-functionunitdieareapervector-unit | | 0 |
| TypeSize | Seq/STLSeqQS | ForkSURandfork | MMParSU |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Random8388607<br>33554431<br>134217727 | 1.3051.268<br>14.89014.575<br>1.1061.053<br>4.7514.653<br>20.94819.972 | 0.5812.21.254<br>3.7104.011.836<br>0.4572.41.116<br>1.2913.74.756<br>4.4664.718.034 | 0.7821.7<br>3.1644.7<br>0.5022.2<br>1.2523.8<br>4.4274.7 |
| 10000000<br>100000000<br>Gauss8388607<br>33554431<br>134217727 | 1.2831.260<br>14.35613.994<br>1.0561.058<br>4.7344.503<br>19.99719.244 | 0.5032.61.341<br>3.5404.112.216<br>0.4782.21.055<br>1.3423.54.381<br>5.1603.916.887 | 0.6472.0<br>2.9024.9<br>0.5172.0<br>1.7992.6<br>4.7184.2 | | | 10000000<br>100000000<br>Buckets8388607<br>33554431<br>134217727 | 1.2911.212<br>14.73414.035<br>1.0710.967<br>4.6704.515<br>20.66619.031 | 0.4882.61.272<br>3.4124.313.230<br>0.4032.71.114<br>1.2663.74.265<br>4.3514.715.014 | 0.8211.6<br>3.3554.4<br>0.5831.8<br>1.4973.1<br>4.0465.1 |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Staggered8388607<br>33554431<br>134217727 | 1.1871.306<br>13.89714.800<br>1.0641.058<br>4.5974.631<br>19.13319.660 | 0.6311.91.350<br>4.3413.211.857<br>0.4402.41.213<br>1.2163.84.775<br>4.8444.015.354 | 0.8281.4<br>3.5903.9<br>0.6711.6<br>1.6112.9<br>4.3994.3 | | 1 |
| TypeSize | Seq/STLSeqQS | ForkSURandfork | MMParSU |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Random8388607<br>33554431<br>134217727 | 1.3051.268<br>14.89014.575<br>1.1061.053<br>4.7514.653<br>20.94819.972 | 0.5812.21.254<br>3.7104.011.836<br>0.4572.41.116<br>1.2913.74.756<br>4.4664.718.034 | 0.7821.7<br>3.1644.7<br>0.5022.2<br>1.2523.8<br>4.4274.7 |
| 10000000<br>100000000<br>Gauss8388607<br>33554431<br>134217727 | 1.2831.260<br>14.35613.994<br>1.0561.058<br>4.7344.503<br>19.99719.244 | 0.5032.61.341<br>3.5404.112.216<br>0.4782.21.055<br>1.3423.54.381<br>5.1603.916.887 | 0.6472.0<br>2.9024.9<br>0.5172.0<br>1.7992.6<br>4.7184.2 | | | TypeSize | Seq/STLSeqQS | ForkSURandfork | MMParSU |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Random8388607<br>33554431<br>134217727 | 1.3051.267<br>14.88414.574<br>1.1061.052<br>4.7514.653<br>20.94719.971 | 0.5362.40.929<br>3.6144.17.481<br>0.4232.60.608<br>1.2333.94.254<br>4.3024.910.399 | 0.6761.9<br>2.8965.1<br>0.4362.5<br>1.0694.4<br>4.1195.1 |
| 10000000<br>100000000<br>Gauss8388607<br>33554431<br>134217727 | 1.2821.260<br>14.34913.993<br>1.0561.058<br>4.7334.503<br>19.98919.233 | 0.4662.81.092<br>3.4294.29.069<br>0.4072.60.621<br>1.2943.72.840<br>4.8624.19.264 | 0.5682.3<br>2.6995.3<br>0.4062.6<br>1.3683.5<br>4.2794.7 |
| 10000000<br>100000000<br>Buckets8388607<br>33554431<br>134217727 | 1.2901.211<br>14.73214.026<br>1.0710.967<br>4.6694.515<br>20.65519.030 | 0.3443.70.734<br>3.1534.78.399<br>0.3553.01.102<br>1.1384.12.498<br>3.9335.39.265 | 0.7341.8<br>3.0964.8<br>0.5312.0<br>1.2943.6<br>3.8355.4 |
| 10000000<br>100000000<br>Staggered8388607<br>33554431<br>134217727 | 1.1871.306<br>13.88914.793<br>1.0631.058<br>4.5964.631<br>19.12919.659 | 0.6092.00.762<br>3.8203.66.676<br>0.3992.71.182<br>1.1214.13.654<br>4.6134.110.233 | 0.7321.6<br>3.1174.5<br>0.5751.8<br>1.4053.3<br>3.9554.8 | | 0 |
| TypeSize | Seq/STLSeqQS | ForkSURandfork | MMParSU |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Random8388607<br>33554431<br>134217727 | 1.3051.268<br>14.89014.575<br>1.1061.053<br>4.7514.653<br>20.94819.972 | 0.5812.21.254<br>3.7104.011.836<br>0.4572.41.116<br>1.2913.74.756<br>4.4664.718.034 | 0.7821.7<br>3.1644.7<br>0.5022.2<br>1.2523.8<br>4.4274.7 | | | 10000000<br>100000000<br>Gauss8388607<br>33554431<br>134217727 | 1.2831.260<br>14.35613.994<br>1.0561.058<br>4.7344.503<br>19.99719.244 | 0.5032.61.341<br>3.5404.112.216<br>0.4782.21.055<br>1.3423.54.381<br>5.1603.916.887 | 0.6472.0<br>2.9024.9<br>0.5172.0<br>1.7992.6<br>4.7184.2 |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Buckets8388607<br>33554431<br>134217727 | 1.2911.212<br>14.73414.035<br>1.0710.967<br>4.6704.515<br>20.66619.031 | 0.4882.61.272<br>3.4124.313.230<br>0.4032.71.114<br>1.2663.74.265<br>4.3514.715.014 | 0.8211.6<br>3.3554.4<br>0.5831.8<br>1.4973.1<br>4.0465.1 |
| 10000000<br>100000000<br>Staggered8388607<br>33554431<br>134217727 | 1.1871.306<br>13.89714.800<br>1.0641.058<br>4.5974.631<br>19.13319.660 | 0.6311.91.350<br>4.3413.211.857<br>0.4402.41.213<br>1.2163.84.775<br>4.8444.015.354 | 0.8281.4<br>3.5903.9<br>0.6711.6<br>1.6112.9<br>4.3994.3 | | 1 |
| TypeSize | Seq/STLSeqQS | ForkSURandfork | MMParSU |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Random8388607<br>33554431<br>134217727 | 1.3051.268<br>14.89014.575<br>1.1061.053<br>4.7514.653<br>20.94819.972 | 0.5812.21.254<br>3.7104.011.836<br>0.4572.41.116<br>1.2913.74.756<br>4.4664.718.034 | 0.7821.7<br>3.1644.7<br>0.5022.2<br>1.2523.8<br>4.4274.7 | | | 10000000<br>100000000<br>Gauss8388607<br>33554431<br>134217727 | 1.2821.260<br>14.34913.993<br>1.0561.058<br>4.7334.503<br>19.98919.233 | 0.4662.81.092<br>3.4294.29.069<br>0.4072.60.621<br>1.2943.72.840<br>4.8624.19.264 | 0.5682.3<br>2.6995.3<br>0.4062.6<br>1.3683.5<br>4.2794.7 |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Buckets8388607<br>33554431<br>134217727 | 1.2901.211<br>14.73214.026<br>1.0710.967<br>4.6694.515<br>20.65519.030 | 0.3443.70.734<br>3.1534.78.399<br>0.3553.01.102<br>1.1384.12.498<br>3.9335.39.265 | 0.7341.8<br>3.0964.8<br>0.5312.0<br>1.2943.6<br>3.8355.4 |
| 10000000<br>100000000<br>Staggered8388607<br>33554431<br>134217727 | 1.1871.306<br>13.88914.793<br>1.0631.058<br>4.5964.631<br>19.12919.659 | 0.6092.00.762<br>3.8203.66.676<br>0.3992.71.182<br>1.1214.13.654<br>4.6134.110.233 | 0.7321.6<br>3.1174.5<br>0.5751.8<br>1.4053.3<br>3.9554.8 | | 0 |
| | P(a,a) | P(a,b) | P(a,c) | P(b,a) | P(b,b) | P(b,c) | P(c,a) | P(c,b) | P(x,x) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | | | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 |
| 4 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 |
| 5 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | | 1 |
| | P(a,a) | P(a,b) | P(a,c) | P(b,a) | P(b,b) | P(b,c) | P(c,a) | P(c,b) | P(x,x) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | | | | P(a,a,b) | P(a,b,a) | P(a,b,b) | P(a,b,c) | P(a,c,a) | P(a,c,b) | P(b,a,b) | P(b,b,a) | P(b,c,a) | P(b,c,b) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
| 2 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 |
| 3 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 |
| 4 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
| 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | | 0 |
| | P(a,a) | P(a,b) | P(a,c) | P(b,a) | P(b,b) | P(b,c) | P(c,a) | P(c,b) | P(x,x) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | | | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 3 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 |
| 4 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 |
| 5 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | | 1 |
| | P(a,a) | P(a,b) | P(a,c) | P(b,a) | P(b,b) | P(b,c) | P(c,a) | P(c,b) | P(x,x) |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | | | 4 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | | 0 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.71 | 0.43 | 0.54 |
| StradVision-2 | 0.77 | 0.37 | 0.50 |
| StradVision-1 | 0.53 | 0.46 | 0.50 |
| NJUText | 0.70 | 0.36 | 0.47 |
| AJOU | 0.47 | 0.47 | 0.47 | | | HUSTMCLAB | 0.44 | 0.38 | 0.41 |
| --- | --- | --- | --- |
| Deep2Text-MO | 0.50 | 0.32 | 0.39 |
| CNNProposal | 0.35 | 0.34 | 0.35 |
| TextCatcher-2 | 0.25 | 0.34 | 0.29 | | 1 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.71 | 0.43 | 0.54 |
| StradVision-2 | 0.77 | 0.37 | 0.50 |
| StradVision-1 | 0.53 | 0.46 | 0.50 |
| NJUText | 0.70 | 0.36 | 0.47 |
| AJOU | 0.47 | 0.47 | 0.47 | | | Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Megvii-Image++ | 0.724 | 0.5696 | 0.6376 |
| Stradvision-2 | 0.7746 | 0.3674 | 0.4984 |
| Stradvision-1 | 0.5339 | 0.4627 | 0.4957 |
| NJU | 0.7044 | 0.3625 | 0.4787 |
| AJOU | 0.4726 | 0.4694 | 0.471 |
| HUST-MCLAB | 0.44 | 0.3779 | 0.4066 |
| Deep2Text-MO | 0.4959 | 0.3211 | 0.3898 |
| CNNMSER | 0.3471 | 0.3442 | 0.3457 |
| TextCatcher-2 | 0.2491 | 0.3481 | 0.2904 | | 0 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.71 | 0.43 | 0.54 | | | StradVision-2 | 0.77 | 0.37 | 0.50 |
| --- | --- | --- | --- |
| StradVision-1 | 0.53 | 0.46 | 0.50 |
| NJUText | 0.70 | 0.36 | 0.47 |
| AJOU | 0.47 | 0.47 | 0.47 |
| HUSTMCLAB | 0.44 | 0.38 | 0.41 |
| Deep2Text-MO | 0.50 | 0.32 | 0.39 |
| CNNProposal | 0.35 | 0.34 | 0.35 |
| TextCatcher-2 | 0.25 | 0.34 | 0.29 | | 1 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.71 | 0.43 | 0.54 | | | AJOU | 0.4726 | 0.4694 | 0.471 |
| --- | --- | --- | --- |
| HUST-MCLAB | 0.44 | 0.3779 | 0.4066 |
| Deep2Text-MO | 0.4959 | 0.3211 | 0.3898 |
| CNNMSER | 0.3471 | 0.3442 | 0.3457 |
| TextCatcher-2 | 0.2491 | 0.3481 | 0.2904 | | 0 |
| nqubits | ngates | Total<br>Time(s) | Timeper<br>Gate(s) |
| --- | --- | --- | --- |
| 29 | 435 | 116.6 | 0.27 | | | 30 | 465 | 141.6 | 0.30 |
| --- | --- | --- | --- |
| 31 | 496 | 167.9 | 0.34 |
| 32 | 528 | 200.9 | 0.38 |
| 33 | 561 | 245.0 | 0.44 |
| 34 | 595 | 297.4 | 0.50 |
| 35 | 630 | 339.7 | 0.54 |
| 36 | 666 | 445.4 | 0.67 |
| 37 | 703 | 540.2 | 0.77 |
| 38 | 741 | 643.8 | 0.87 |
| 39 | 780 | 766.1 | 0.98 |
| 40 | 820 | 997.2 | 1.22 | | 1 |
| nqubits | ngates | Total<br>Time(s) | Timeper<br>Gate(s) |
| --- | --- | --- | --- |
| 29 | 435 | 116.6 | 0.27 | | | | N | PSNR(dB) | RelErr | Iter | Time(s) |
| --- | --- | --- | --- | --- | --- |
| Lena | 1 | 28.83 | 0.0827 | 16 | 0.5 |
| 5 | 29.40 | 0.0774 | 23 | 1.2 | |
| 20 | 29.45 | 0.0769 | 26 | 3.1 | |
| 200 | 29.45 | 0.0769 | 36 | 35.5 | |
| 1000 | 29.45 | 0.0769 | 36 | 199.1 | |
| Barbara | 1 | 27.49 | 0.0790 | 9 | 0.3 |
| 5 | 27.80 | 0.0762 | 19 | 1.0 | |
| 20 | 27.82 | 0.0761 | 20 | 2.5 | |
| 200 | 27.82 | 0.0761 | 20 | 20.4 | |
| 1000 | 27.82 | 0.0761 | 20 | 119.2 | | | 0 |
| nqubits | ngates | Total<br>Time(s) | Timeper<br>Gate(s) |
| --- | --- | --- | --- |
| 29 | 435 | 116.6 | 0.27 |
| 30 | 465 | 141.6 | 0.30 |
| 31 | 496 | 167.9 | 0.34 |
| 32 | 528 | 200.9 | 0.38 |
| 33 | 561 | 245.0 | 0.44 |
| 34 | 595 | 297.4 | 0.50 |
| 35 | 630 | 339.7 | 0.54 | | | 36 | 666 | 445.4 | 0.67 |
| --- | --- | --- | --- |
| 37 | 703 | 540.2 | 0.77 |
| 38 | 741 | 643.8 | 0.87 |
| 39 | 780 | 766.1 | 0.98 |
| 40 | 820 | 997.2 | 1.22 | | 1 |
| nqubits | ngates | Total<br>Time(s) | Timeper<br>Gate(s) |
| --- | --- | --- | --- |
| 29 | 435 | 116.6 | 0.27 |
| 30 | 465 | 141.6 | 0.30 |
| 31 | 496 | 167.9 | 0.34 |
| 32 | 528 | 200.9 | 0.38 |
| 33 | 561 | 245.0 | 0.44 |
| 34 | 595 | 297.4 | 0.50 |
| 35 | 630 | 339.7 | 0.54 | | | Barbara | 1 | 27.49 | 0.0790 | 9 | 0.3 |
| --- | --- | --- | --- | --- | --- |
| 5 | 27.80 | 0.0762 | 19 | 1.0 | |
| 20 | 27.82 | 0.0761 | 20 | 2.5 | |
| 200 | 27.82 | 0.0761 | 20 | 20.4 | |
| 1000 | 27.82 | 0.0761 | 20 | 119.2 | | | 0 |
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