Handwritten Mathematical Expression Recognition on CROHME 2014
36.4Error RateWYGIWYS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| WYGIWYSData Augmentation=false2022.03 | 36.4 | — | — | — | |
| UPVAug=No2024.07 | 37.22 | 0.4422 | 0.4726 | — | |
| PALAug=No2024.07 | 39.66 | 0.568 | 0.6511 | — | |
| PALData Augmentation=false2022.03 | 39.7 | 56.8 | 65.1 | — | |
| WAPData Augmentation=false2022.03 | 40.4 | 56.1 | 59.9 | — | |
| WAPAug=No2024.07 | 46.55 | 0.6116 | 0.6521 | — | |
| TAPAug=No, Extra information=true2024.07 | 48.47 | 0.6328 | 0.6734 | — | |
| TAPData Augmentation=false2022.03 | 48.5 | 63.3 | 67.3 | — | |
| PGSData Augmentation=false2022.03 | 48.8 | 66.1 | 73.9 | — | |
| PAL-V2Aug=No2024.07 | 48.88 | 0.645 | 0.6978 | — | |
| PAL-v2Data Augmentation=false2022.03 | 48.9 | 64.5 | 69.8 | — | |
| DWAP-TDData Augmentation=false2022.03 | 49.1 | 64.2 | 67.8 | — | |
| TreeDecoderAug=No2024.07 | 49.1 | 0.642 | 0.678 | — | |
| DLAAug=No2024.07 | 49.85 | — | — | — | |
| DLAData Augmentation=false2022.03 | 49.9 | — | — | — | |
| DWAPData Augmentation=false2022.03 | 50.1 | — | — | — | |
| DWAPAug=No2024.07 | 50.1 | — | — | — | |
| DWAP + CTCData Augmentation=false2022.03 | 51 | — | — | — | |
| DWAP-MSAData Augmentation=false2022.03 | 52.8 | 68.1 | 72 | — | |
| DWAP-MSAAug=No2024.07 | 52.8 | 0.681 | 0.72 | — | |
| SSDAug=No2024.07 | 53.1 | 0.66 | 0.713 | — | |
| RBRData Augmentation=false2022.03 | 53.4 | 65.2 | 70.3 | — | |
| TD-V2Aug=No2024.07 | 53.62 | — | — | — | |
| WS-WAPAug=No2024.07 | 53.65 | — | — | — | |
| WS-WAPData Augmentation=false2022.03 | 53.7 | — | — | — | |
| BTTRAug=No2024.07 | 53.96 | 0.6602 | 0.7028 | — | |
| BTTRData Augmentation=false2022.03 | 54 | 66 | 70.3 | — | |
| MANData Augmentation=false2022.03 | 54.1 | 68.8 | 72.2 | — | |
| TSDNetAug=No2024.07 | 54.7 | 0.6885 | 0.7448 | — | |
| BTTRAug=Yes, Reproduced=true2024.07 | 55.17 | 0.6785 | 0.7211 | — | |
| SANData Augmentation=false2022.03 | 56.2 | 72.6 | 79.2 | — | |
| SANAug=No2024.07 | 56.2 | 0.726 | 0.792 | — | |
| Li et al.Data Augmentation=true2022.03 | 56.6 | 69.1 | 75.3 | — | |
| ABMAug=No2024.07 | 56.85 | 0.7373 | 0.8124 | — | |
| CAN-ABMAug=No2024.07 | 57.26 | 0.7452 | 0.8203 | — | |
| SAM-CANAug=No2024.07 | 58.01 | — | — | — | |
| COMERAug=No, Reproduced=true2024.07 | 58.57 | — | — | — | |
| Ding et al.Data Augmentation=true2022.03 | 58.7 | — | — | — | |
| Ding et al.Aug=Yes2024.07 | 58.72 | — | — | — | |
| COMERAug=Yes2024.07 | 59.33 | 0.717 | 0.7566 | — | |
| GCNAug=No, Extra information=true2024.07 | 60 | — | — | — | |
| NAMERAug=No2024.07 | 60.51 | 0.7503 | 0.8225 | — | |
| CAN-ABMAug=Yes, Reproduced=true2024.07 | 62.47 | — | — | — | |
| SANData Augmentation=true2022.03 | 63.1 | 75.8 | 82 | — | |
| COMERAug=Yes, Reproduced=true2024.07 | 63.35 | — | — | — | |
| GCNAug=Yes, Extra information=true2024.07 | 64.47 | — | — | — | |
| NAMERAug=Yes2024.07 | 64.77 | 0.7838 | 0.8508 | — | |
| BTTRResolution=Variable, Training=CROHME2026.02 | — | 0.6602 | 0.7028 | 53.96 | |
| BTTR†Resolution=224×224, Training=MathWriting2026.02 | — | 0.6775 | 0.715 | 57.71 | |
| CAN-ABMResolution=Variable, Training=CROHME2026.02 | — | 0.7452 | 0.8203 | 57.26 | |
| CAN-DWAPResolution=Variable, Training=CROHME2026.02 | — | 0.7421 | 0.8061 | 57 | |
| CoMERResolution=Variable, Training=CROHME2026.02 | — | 0.717 | 0.7566 | 59.33 | |
| CoMER†Resolution=224×224, Training=MathWriting2026.02 | — | 0.6907 | 0.7241 | 60.24 | |
| DWAP-TDResolution=Variable, Training=CROHME2026.02 | — | 0.642 | 0.678 | 49.1 | |
| ICALResolution=Variable, Training=CROHME2026.02 | — | 0.7599 | 0.828 | 60.63 | |
| ICAL†Resolution=224×224, Training=MathWriting2026.02 | — | 0.712 | 0.7454 | 62.37 | |
| ProposalResolution=224×224, Training=MathWriting2026.02 | — | 0.7331 | 0.7862 | 63.23 | |
| SANResolution=Variable, Training=CROHME2026.02 | — | 0.726 | 0.792 | 56.2 | |
| TAMERResolution=Variable, Training=CROHME2026.02 | — | 0.7677 | 0.8325 | 61.23 | |
| WAPResolution=Variable, Training=CROHME2026.02 | — | 0.6116 | 0.6521 | 46.55 |