Scene Text Recognition on Union14M Benchmark
93.03Curve AccuracyWATERec
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| WATERecType=AR2026.06 | 93.03 | 94.89 | 80.56 | 85.62 | 89.39 | 88.35 | 85.16 | 88.14 | |
| SVTRv2-ARType=AR2026.06 | 91.59 | 95.25 | 80.33 | 86.01 | 87.49 | 87.14 | 85.58 | 87.63 | |
| ViSuDatasets=RL+RU, P(M)=24.42024.11 | 90.7 | 96.1 | 79.4 | 85.4 | 87.1 | 86.3 | 83.1 | 86.9 | |
| MAERecType=AR2026.06 | 90.6 | 93.64 | 78 | 84.34 | 86.86 | 86.53 | 85.65 | 86.52 | |
| SVTRv2Type=CTC2026.06 | 90.48 | 89.26 | 79.78 | 86.14 | 85.66 | 86.29 | 85.37 | 86.14 | |
| MAERec-BDatasets=RL+RU, P(M)=135.52024.11 | 88.8 | 83.9 | 80 | 85.5 | 84.9 | 87.5 | 85.8 | 85.2 | |
| BaselineDatasets=RL, P(M)=24.42024.11 | 88.8 | 95.8 | 78.1 | 83.4 | 86.3 | 83.6 | 82.7 | 85.5 | |
| LPVDatasets=RL, P(M)=35.12024.11 | 85.2 | 75.9 | 74.8 | 80.5 | 83.3 | 82.2 | 82.8 | 80.7 | |
| CPPDType=PD2026.06 | 85.2 | 84.3 | 72 | 77.92 | 79.66 | 75.12 | 80.99 | 79.31 | |
| PARSeqType=AR2026.06 | 84.71 | 92.26 | 74.67 | 80.23 | 80.35 | 79.61 | 84.02 | 82.26 | |
| CLIP-OCRDatasets=RL, P(M)=31.12024.11 | 84.6 | 83.1 | 76.3 | 80 | 81.3 | 81.8 | 83.9 | 81.6 | |
| ParSeqDatasets=RL, P(M)=23.82024.11 | 84.3 | 86 | 76.2 | 80.7 | 82.5 | 82.5 | 84.1 | 82.3 | |
| ABINetType=PD2026.06 | 83.76 | 90.14 | 72 | 77.54 | 80.29 | 78.64 | 81.71 | 80.58 | |
| TRBA-crDatasets=RL+RU, P(M)=49.92024.11 | 83.4 | 81.7 | 74.8 | 78.9 | 83.6 | 79.1 | 81.9 | 80.5 | |
| MAERec-SDatasets=RL+RU, P(M)=34.02024.11 | 81.4 | 71.4 | 72 | 82 | 78.5 | 82.4 | 82.5 | 78.6 | |
| OTEType=AR2026.06 | 81.16 | 88.09 | 72.78 | 73.81 | 76.69 | 62.5 | 81.38 | 76.63 | |
| MATRNDatasets=RL, P(M)=44.22024.11 | 80.5 | 64.7 | 71.1 | 74.8 | 79.4 | 67.6 | 77.9 | 74.6 | |
| BUSNetType=PD2026.06 | 79.97 | 87.14 | 66.22 | 74.2 | 76.18 | 68.81 | 81.28 | 76.26 | |
| MGPDatasets=RL, P(M)=141.12024.11 | 78.8 | 74.3 | 67.7 | 68.7 | 75.7 | 60 | 80.1 | 72.2 | |
| TRBA-cr* [54]Datasets=SL+RU2, P(M)=49.92024.11 | 77.5 | 30.4 | 66 | 59.8 | 76.3 | 39.6 | 64.6 | 59.2 | |
| LPVType=PD2026.06 | 76.17 | 84.59 | 64.44 | 73.94 | 74.42 | 72.69 | 79.37 | 75.09 | |
| ABINetDatasets=RL, P(M)=36.72024.11 | 75 | 61.5 | 65.3 | 71.1 | 72.9 | 59.1 | 79.4 | 69.2 | |
| SVTRDatasets=RL, P(M)=24.62024.11 | 72.4 | 68.2 | 54.1 | 68 | 71.4 | 67.7 | 77 | 68.4 | |
| TRBA-ViSuDatasets=SL+RU, P(M)=49.92024.11 | 71.8 | 83.9 | 63.4 | 52.3 | 73.2 | 57.5 | 64.4 | 66.6 | |
| ViSuDatasets=SL+RU, P(M)=24.42024.11 | 71.6 | 85.8 | 66.8 | 57.6 | 80.3 | 62.6 | 71.2 | 70.9 | |
| LISTERDatasets=RL, P(M)=49.92024.11 | 70.9 | 51.1 | 65.4 | 73.3 | 66.9 | 77.6 | 77.9 | 69 | |
| VisionLANDatasets=RL, P(M)=32.82024.11 | 70.7 | 57.2 | 56.7 | 63.8 | 67.6 | 47.3 | 74.2 | 62.5 | |
| TRBA-cr† [54]Datasets=SL+RU, P(M)=49.92024.11 | 70.5 | 23.1 | 62.7 | 54.6 | 71.8 | 36.6 | 63.8 | 54.7 | |
| SVTRType=CTC2026.06 | 68.38 | 75.46 | 62.67 | 71.5 | 66.2 | 71.6 | 77 | 70.4 | |
| LPV* [52]Datasets=SL, P(M)=35.12024.11 | 68.3 | 21 | 59.6 | 65.1 | 76.2 | 63.6 | 62 | 59.4 | |
| RobustScannerDatasets=RL2024.11 | 66.2 | 54.2 | 61.4 | 72.7 | 60.1 | 74.2 | 75.7 | 66.4 | |
| TRBA†Datasets=SL, P(M)=49.92024.11 | 63.8 | 82.1 | 49.1 | 47.4 | 70.2 | 51.8 | 54.8 | 59.9 | |
| SRN [49]Datasets=SL, P(M)=54.72024.11 | 63.4 | 25.3 | 34.1 | 28.7 | 56.5 | 26.7 | 46.3 | 39.6 | |
| MATRN [25]Datasets=SL, P(M)=44.22024.11 | 63.1 | 13.4 | 43.8 | 41.9 | 66.4 | 53.2 | 57 | 48.4 | |
| SVTR [9]Datasets=SL, P(M)=24.62024.11 | 63 | 32.1 | 37.9 | 44.2 | 67.5 | 49.1 | 52.8 | 49.5 | |
| TRBA-pr* [1]Datasets=RL+RU1, P(M)=49.92024.11 | 62.9 | 12.5 | 64.7 | 74.2 | 51.2 | 68.1 | 62 | 56.5 | |
| TRBA-prDatasets=RL1+RU1, P(M)=49.92024.11 | 62.9 | 12.5 | 64.7 | 74.2 | 51.2 | 68.1 | 62 | 56.5 | |
| ABINet* [10]Datasets=SL+Wiki+Uber, P(M)=36.72024.11 | 60.9 | 14.2 | 47.9 | 46.6 | 65.6 | 49 | 57.6 | 48.8 | |
| BaselineDatasets=SL, P(M)=24.42024.11 | 60.5 | 82.7 | 53.6 | 54 | 70.6 | 54.5 | 62 | 62.6 | |
| ABINet [10]Datasets=SL+Wiki, P(M)=36.72024.11 | 59.5 | 12.7 | 43.3 | 38.3 | 62 | 50.8 | 55.6 | 46 | |
| CLIP-OCR* [43]Datasets=SL, P(M)=31.12024.11 | 59.4 | 15.9 | 57.6 | 59.2 | 69.2 | 62.6 | 62.3 | 55.2 | |
| ParSeq† [2]Datasets=SL, P(M)=23.82024.11 | 58.2 | 17.2 | 54.2 | 59.4 | 67.7 | 55.8 | 61.1 | 53.4 | |
| VisionLAN [42]Datasets=SL, P(M)=32.82024.11 | 57.7 | 14.2 | 47.8 | 48 | 64 | 47.9 | 52.1 | 47.4 | |
| MGP* [41]Datasets=SL, P(M)=141.12024.11 | 55.2 | 14 | 52.8 | 48.4 | 65.1 | 48.1 | 59 | 48.9 | |
| LISTER* [5]Datasets=SL, P(M)=49.92024.11 | 54.8 | 17.2 | 51.3 | 61.5 | 62.6 | 61.3 | 62.9 | 53.1 | |
| SRNDatasets=RL, P(M)=54.72024.11 | 49.7 | 20 | 50.7 | 61 | 43.9 | 51.5 | 62.7 | 48.5 | |
| RobustScanner [50]Datasets=SL2024.11 | 43.6 | 7.9 | 41.2 | 42.6 | 44.9 | 46.9 | 39.5 | 38.1 | |
| CRNN-pr* [1]Datasets=RL+RU1, P(M)=8.52024.11 | 32.3 | 2.9 | 40.4 | 52.6 | 21.3 | 38.8 | 49.8 | 34 | |
| CRNN-prDatasets=RL1+RU1, P(M)=8.52024.11 | 32.3 | 2.9 | 40.4 | 52.6 | 21.3 | 38.8 | 49.8 | 34 | |
| CRNNType=CTC2026.06 | 27.21 | 35.65 | 39 | 53.15 | 23.69 | 48.18 | 64.53 | 41.63 | |
| CRNN-ViSuDatasets=SL+RU, P(M)=8.62024.11 | 23.9 | 66.8 | 30.3 | 27.5 | 24 | 27.6 | 43.3 | 34.8 | |
| CRNN†Datasets=SL, P(M)=8.62024.11 | 21.1 | 63 | 26.3 | 25 | 20.1 | 25 | 38.6 | 31.3 | |
| CRNNDatasets=RL, P(M)=8.32024.11 | 19.4 | 4.5 | 34.2 | 44 | 16.7 | 35.7 | 60.4 | 30.7 | |
| CRNN [33]Datasets=SL, P(M)=8.32024.11 | 7.5 | 0.9 | 20.7 | 25.6 | 13.9 | 25.6 | 32 | 18 |