End-to-End Text Spotting on ICDAR 2015
90.1Strong ScoreUNITS Shared - Box
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UNITS Shared - BoxModel Type=Unified (Shared), Output format=Box, Evaluation protocol=point-based metric [30]2023.04 | 90.1 | 84.5 | 79.3 | — | — | |
| UNITS Shared - PointModel Type=Unified (Shared), Output format=Point, Evaluation protocol=point-based metric [30]2023.04 | 89.9 | 84.1 | 79.3 | — | — | |
| UNITS Shared - QuadModel Type=Unified (Shared), Output format=Quad, Evaluation protocol=point-based metric [30]2023.04 | 89.9 | 84.5 | 79.5 | — | — | |
| OmniParser V2FPS=8.22025.02 | 89.9 | 84.5 | 80.6 | — | — | |
| OmniParser V2 SPTpre-training=SPT, FPS=8.22025.02 | 89.7 | 84.2 | 80.4 | — | — | |
| OmniParserFPS=2.62025.02 | 89.6 | 84.5 | 79.9 | — | — | |
| UNITS Shared - PolygonModel Type=Unified (Shared), Output format=Polygon, Evaluation protocol=point-based metric [30]2023.04 | 89.4 | 84 | 79 | — | — | |
| OmniParser V2 PTpre-training=PT, FPS=8.22025.02 | 89.4 | 84.1 | 80.4 | — | — | |
| BridgeSpotterFPS=6.72025.02 | 89.1 | 84.2 | 80.4 | — | — | |
| UNITSModel=Fine-tuned2023.04 | 89 | 84.1 | 80.3 | — | 78.7 | |
| UNITSFPS=3.12025.02 | 89 | 84.1 | 80.3 | — | — | |
| DeepSolocode_source=open-source, FPS=17.02025.02 | 88.9 | 84.4 | 79.5 | — | — | |
| UNITS SharedModel=Unified2023.04 | 88.4 | 83.9 | 79.7 | — | 78.5 | |
| DeepSoloBackbone=ViTAEv2-S, External Data=Synth150K+MLT17+IC13+Total-Text+TextOCR2023.05 | 88.1 | 83.9 | 79.5 | — | — | |
| DeepSoloBackbone=Res-50, External Data=Synth150K+MLT17+IC13+Total-Text+TextOCR2023.05 | 88 | 83.5 | 79.1 | — | — | |
| DeepSoloFPS=17.02025.02 | 88 | 83.5 | 79.1 | — | — | |
| Feng et al.FPS=7.22021.05 | 87.3 | 83.1 | 69.5 | — | — | |
| Feng et al.Year=2021, Character-level annotations=false, Multi-scale=false2022.11 | 87.3 | 83.1 | 69.5 | 7.2 | — | |
| DeepSoloBackbone=Res-50, External Data=Synth150K+MLT17+IC13+Total-Text2023.05 | 86.8 | 81.9 | 76.9 | — | — | |
| ABINet++Character-level annotations=false, Multi-scale=true2022.11 | 86.1 | 81.9 | 77.8 | — | — | |
| MANGOYear=2021, Character-level annotations=false, Multi-scale=false2022.11 | 85.4 | 80.1 | 73.9 | 4.3 | — | |
| MANGO2023.04 | 85.4 | 80.1 | 73.9 | — | — | |
| ABCNet v2External Data=Synth150K+MLT172023.05 | 85.4 | 80.1 | 73.9 | — | — | |
| MANGOFPS=8.42025.02 | 85.4 | 80.1 | 73.9 | — | — | |
| TESTR2023.04 | 85.2 | 79.4 | 73.6 | — | 65.3 | |
| TTS2023.04 | 85.2 | 81.7 | 77.4 | — | — | |
| TESTRExternal Data=Synth150K+MLT17+Total-Text2023.05 | 85.2 | 79.4 | 73.6 | — | — | |
| TTSExternal Data=Synth800K+COCO-Text+IC13+Total-Text+SCUT2023.05 | 85.2 | 81.7 | 77.4 | — | — | |
| TESTRFPS=5.32025.02 | 85.2 | 79.4 | 73.6 | — | — | |
| TTS2025.02 | 85.2 | 81.7 | 77.4 | — | — | |
| GLASS2023.04 | 84.7 | 80.1 | 76.3 | — | — | |
| GLASSExternal Data=Synth800K2023.05 | 84.7 | 80.1 | 76.3 | — | — | |
| GLASSFPS=2.72025.02 | 84.7 | 80.1 | 76.3 | — | — | |
| ABINet++Character-level annotations=false, Multi-scale=false2022.11 | 84.1 | 80.4 | 75.4 | 10.6 | — | |
| PGNetExternal Data=Synth800K+Total-Text2023.05 | 84.1 | 79.4 | 67.9 | — | — | |
| ABINet++FPS=10.62025.02 | 84.1 | 80.4 | 75.4 | — | — | |
| SwinTextSpotter2023.04 | 83.9 | 77.3 | 70.5 | — | — | |
| SwinTSBackbone=Swin-T, External Data=Synth150K+MLT17+IC13+Total-Text2023.05 | 83.9 | 77.3 | 70.5 | — | — | |
| SwinTextSpotterFPS=2.92025.02 | 83.9 | 77.3 | 70.5 | — | — | |
| FOTS2021.05 | 83.6 | 79.1 | 65.3 | — | — | |
| FOTSYear=2018, Character-level annotations=false, Multi-scale=false2022.11 | 83.6 | 79.1 | 65.3 | — | — | |
| FOTS MSmulti-scale=true2018.01 | 83.55 | 79.11 | 65.33 | — | — | |
| Mask TextSpotter v3FPS=2.52021.05 | 83.3 | 78.1 | 74.2 | — | — | |
| Mask TextSpotter v3Year=2020, Character-level annotations=false, Multi-scale=false2022.11 | 83.3 | 78.1 | 74.2 | 2.5 | — | |
| PGNetYear=2021, Character-level annotations=false, Multi-scale=false2022.11 | 83.3 | 78.3 | 63.5 | 35.5 | — | |
| MaskTextSpotter v32023.04 | 83.3 | 78.1 | 74.2 | — | — | |
| TextDragonExternal Data=Synth800K2023.05 | 83.3 | 78.3 | 63.5 | — | — | |
| PAN++External Data=Synth800K+COCO-Text+MLT17+Total-Text2023.05 | 83.3 | 78.1 | 74.2 | — | — | |
| Mask TextSpotter v3FPS=3.02025.02 | 83.3 | 78.1 | 74.2 | — | — | |
| PGNetFPS=38.22025.02 | 83.3 | 78.3 | 63.5 | — | — | |
| CraftFPS=5.42021.05 | 83.1 | 82.1 | 74.9 | — | — | |
| CraftYear=2020, Character-level annotations=true, Multi-scale=false2022.11 | 83.1 | 82.1 | 74.9 | 5.4 | — | |
| CRAFTS2023.04 | 83.1 | 82.1 | 74.9 | — | — | |
| Mask TS v3External Data=Synth800K+IC13+Total-Text+SCUT2023.05 | 83.1 | 82.1 | 74.9 | — | — | |
| CRAFTSFPS=8.82025.02 | 83.1 | 82.1 | 74.9 | — | — | |
| Mask TextSpotter’19FPS=22021.05 | 83 | 77.7 | 73.5 | — | — | |
| ABCNet v2Multi-scale=true2021.05 | 83 | 80.7 | 75 | — | — | |
| Mask TextSpotter'19Year=2019, Character-level annotations=false, Multi-scale=false2022.11 | 83 | 77.7 | 73.5 | 2 | — | |
| ABCNet v2FPS=102021.05 | 82.7 | 78.5 | 73 | — | — | |
| PAN++Year=2021, Character-level annotations=false, Multi-scale=false2022.11 | 82.7 | 78.2 | 69.2 | 21.1 | — | |
| ABCNet v2Year=2021, Character-level annotations=false, Multi-scale=false2022.11 | 82.7 | 78.5 | 73 | 10 | — | |
| ABCNet v22023.04 | 82.7 | 78.5 | 73 | — | — | |
| DEER2023.04 | 82.7 | 79.1 | 75.6 | — | 71.7 | |
| ABINet++External Data=Synth150K+MLT172023.05 | 82.7 | 78.2 | 69.2 | — | — | |
| PAN++FPS=36.02025.02 | 82.7 | 78.2 | 69.2 | — | — | |
| ABCNet v2FPS=10.02025.02 | 82.7 | 78.5 | 73 | — | — | |
| RoIRotateMulti-scale=true2021.05 | 82.5 | 79.2 | 65.4 | — | — | |
| TextDragonFPS=2.62021.05 | 82.5 | 78.3 | 65.2 | — | — | |
| TextDragonYear=2019, Character-level annotations=false, Multi-scale=false2022.11 | 82.5 | 78.3 | 65.2 | 2.6 | — | |
| CharNetExternal Data=Synth800K2023.05 | 82.5 | 78.3 | 65.2 | — | — | |
| TextDragonFPS=2.62025.02 | 82.5 | 78.3 | 65.2 | — | — | |
| He et al.Irregular text support=false2020.02 | 82 | 77 | 63 | — | — | |
| FOTSIrregular text support=false2020.02 | 81.1 | 75.9 | 60.8 | — | — | |
| FOTS2018.01 | 81.09 | 75.9 | 60.8 | — | — | |
| Text PerceptronMode=End-to-end, Irregular text support=false2020.02 | 80.5 | 76.6 | 65.1 | — | — | |
| TextPerceptron2025.02 | 80.5 | 76.6 | 65.1 | — | — | |
| CharNetFPS=1.22021.05 | 80.1 | 74.5 | 62.2 | — | — | |
| CharNetYear=2019, Character-level annotations=true, Multi-scale=false2022.11 | 80.1 | 74.5 | 62.2 | 1.2 | — | |
| CRAFTSExternal Data=Synth800K+IC132023.05 | 80.1 | 74.5 | 62.2 | — | — | |
| CharNetFPS=5.42025.02 | 80.1 | 74.5 | 62.2 | — | — | |
| Boundary TextSpotter2021.05 | 79.7 | 75.2 | 64.1 | — | — | |
| BoundaryYear=2020, Character-level annotations=false, Multi-scale=false2022.11 | 79.7 | 75.2 | 64.1 | — | — | |
| MANGOExternal Data=Synth800K+Synth150K+COCO-Text+MLT19+IC13+Total-Text2023.05 | 79.7 | 75.2 | 64.1 | — | — | |
| Boundary2025.02 | 79.7 | 75.2 | 64.1 | — | — | |
| Mask TextSpotter’18FPS=2.62021.05 | 79.3 | 73 | 62.4 | — | — | |
| Mask TextSpotterIrregular text support=true2020.02 | 79.3 | 73 | 62.4 | — | — | |
| TextNetIrregular text support=true2020.02 | 78.7 | 74.9 | 60.5 | — | — | |
| Text PerceptronMode=2-stage, Irregular text support=false2020.02 | 78.2 | 74.5 | 63 | — | — | |
| SPTSEvaluation protocol=point-based metric [30]2023.04 | 77.5 | 70.2 | 65.8 | — | — | |
| SPTSExternal Data=Synth150K+MLT17+IC13+Total-Text2023.05 | 77.5 | 70.2 | 65.8 | — | — | |
| SPTSFPS=0.62025.02 | 77.5 | 70.2 | 65.8 | — | — | |
| Our Two-Stagearchitecture=Two-Stage2018.01 | 77.11 | 74.54 | 58.36 | — | — | |
| FOTS RTreal-time=true2018.01 | 73.45 | 66.31 | 51.4 | — | — | |
| TextBoxes++FPS=1.42021.05 | 73.3 | 65.9 | 51.9 | — | — | |
| HUST_MCLAB2018.01 | 67.86 | — | — | — | — | |
| Deep Text Spotter2021.05 | 54 | 51 | 47 | — | — | |
| TextSpotterIrregular text support=false2020.02 | 54 | 51 | 47 | — | — | |
| TextProposals+DictNet2018.01 | 53.3 | 49.61 | 47.18 | — | — | |
| Stradvision-22018.01 | 43.7 | — | — | — | — | |
| StradVision_v12018.01 | 33.21 | — | — | — | — |