Text Recognition on Chinese Text Recognition Benchmark
87.4Scene AccDTrOCR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DTrOCRParameters (M)=105, FPS=97.92023.08 | 87.4 | 89.7 | 99.9 | 81.4 | — | |
| OFA-OCRModel Scale=Large2022.12 | 83.7 | 82.6 | 99.2 | 67.7 | 86.3 | |
| OFA-OCRModel Scale=Base2022.12 | 82.9 | 81.7 | 99.1 | 69 | 86 | |
| SVTR-B-CPPD-STNParameters (x10^6)=31.2, FPS=1692023.07 | 78.4 | 79.3 | 98.9 | 57.6 | 78.55 | |
| MaskOCRBackbone Architecture=ViT-L2022.12 | 76.2 | 76.8 | 99.4 | 67.9 | 82.6 | |
| MaskOCR_LARGEParameters (M)=3182023.08 | 76.2 | 76.8 | 99.4 | 67.9 | — | |
| SVTR-B-CPPDParameters (x10^6)=29.4, FPS=1882023.07 | 74.4 | 76.1 | 98.6 | 55.3 | 76.1 | |
| MaskOCRBackbone Architecture=ViT-B2022.12 | 73.9 | 74.8 | 99.3 | 63.7 | 80.8 | |
| MaskOCR_BASEParameters (M)=1002023.08 | 73.9 | 74.8 | 99.3 | 63.7 | — | |
| SVTR-LParameters (x10^6)=43.4, FPS=1462023.07 | 72.2 | 74.1 | 98.1 | 53.6 | 74.5 | |
| SVTR-BParameters (x10^6)=26.3, FPS=1752023.07 | 71.7 | 73.8 | 98.2 | 52.2 | 73.98 | |
| TransOCRParameters (x10^6)=83.92023.07 | 71.3 | 64.8 | 97.1 | 53 | 71.55 | |
| CCR-CLIPParameters (x10^6)=62.02023.07 | 71.3 | 69.2 | 98.3 | 60.3 | 74.78 | |
| TrOCRParameters (M)=83.9, FPS=164.62023.08 | 67.8 | 62.7 | 97.9 | 51.7 | — | |
| ABINetParameters (x10^6)=53.12023.07 | 66.6 | 63.2 | 98.2 | 53.1 | 70.28 | |
| TransOCR2022.12 | 63.3 | 62.3 | 96.9 | 53.4 | 72.8 | |
| MASTERParameters (x10^6)=62.82023.07 | 62.8 | 52.1 | 84.4 | 26.9 | 56.55 | |
| SAR2022.12 | 62.5 | 54.3 | 93.8 | 31.4 | 67.3 | |
| MASTERParameters (M)=62.8, FPS=16.32023.08 | 62.1 | 53.4 | 82.7 | 18.5 | — | |
| ASTERParameters (x10^6)=27.22023.07 | 61.3 | 51.7 | 96.2 | 37 | 61.55 | |
| ABINetParameters (M)=53.1, FPS=92.12023.08 | 60.9 | 51.1 | 91.7 | 13.8 | — | |
| SARParameters (x10^6)=27.82023.07 | 59.7 | 58 | 95.7 | 36.5 | 62.48 | |
| ASTERParameters (M)=27.2, FPS=107.32023.08 | 59.4 | 57.8 | 97.6 | 45.9 | — | |
| CRNNParameters (M)=12.4, FPS=751.02023.08 | 54.9 | 56.2 | 97.4 | 48 | — | |
| MORANParameters (M)=28.5, FPS=301.52023.08 | 54.7 | 49.6 | 91.7 | 30.2 | — | |
| MORANParameters (x10^6)=28.52023.07 | 54.6 | 31.5 | 86.1 | 16.2 | 47.1 | |
| ASTER2022.12 | 54.5 | 52.3 | 93.1 | 38.9 | 64.7 | |
| SARParameters (M)=27.8, FPS=93.12023.08 | 53.8 | 50.5 | 96.2 | 31 | — | |
| CRNN2022.12 | 53.4 | 54.5 | 97.5 | 46.4 | 67 | |
| CRNNParameters (x10^6)=12.42023.07 | 53.4 | 57 | 96.6 | 50.8 | 64.45 | |
| MORAN2022.12 | 51.8 | 49.9 | 95.8 | 39.7 | 64.3 | |
| SEEDParameters (M)=36.1, FPS=106.62023.08 | 45.4 | 31.4 | 96.1 | 21.1 | — | |
| SEEDParameters (x10^6)=36.12023.07 | 44.7 | 28.1 | 91.4 | 21 | 46.3 |