Text Detection on ICDAR 2015
94.1PrecisionCorner
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Corner2019.11 | 94.1 | 70.7 | 80.7 | — | 3.6 | |
| UNITSModel=Fine-tuned2023.04 | 94 | 91 | 92.5 | — | — | |
| BridgeSpotterFPS=6.72025.02 | 93.8 | 87.5 | 90.5 | — | — | |
| DEER2023.04 | 93.7 | 86.2 | 89.8 | — | — | |
| UNITS SharedModel=Unified2023.04 | 93.6 | 90.5 | 92 | — | — | |
| DeepSoloBackbone=Res-50, External Data=Synth150K+MLT17+IC13+Total-Text2023.05 | 92.8 | 87.4 | — | 90 | — | |
| Feng et al.2019.12 | 92.5 | 83.8 | — | 87.9 | — | |
| CRAFTSExternal Data=Synth800K+IC132023.05 | 92.5 | 83.8 | — | 87.9 | — | |
| DeepSoloBackbone=Res-50, External Data=Synth150K+MLT17+IC13+Total-Text+TextOCR2023.05 | 92.5 | 87.2 | — | 89.8 | — | |
| TextDragonFPS=2.62025.02 | 92.5 | 83.8 | 87.9 | — | — | |
| DeepSoloFPS=17.02025.02 | 92.5 | 87.2 | 89.8 | — | — | |
| DeepSoloBackbone=ViTAEv2-S, External Data=Synth150K+MLT17+IC13+Total-Text+TextOCR2023.05 | 92.4 | 87.9 | — | 90.1 | — | |
| DeepSolocode_source=open-source, FPS=17.02025.02 | 92.4 | 88.8 | 90.6 | — | — | |
| Text PerceptronMode=End-to-end, FPS=8.8, Irregular text support=false2020.02 | 92.3 | 82.5 | 87.1 | — | — | |
| TextPerceptronExternal Data=Synth800K2023.05 | 92.3 | 82.5 | — | 87.1 | — | |
| TextPerceptron2025.02 | 92.3 | 82.5 | 87.1 | — | — | |
| Orderless Box Discretization (OBD)Backbone=ResNext-1522019.12 | 92.1 | 88.2 | — | 90.1 | — | |
| He et al. [68]2019.12 | 92 | 79.7 | — | 85.4 | — | |
| Liu et al. [16]2019.12 | 91.9 | 87.9 | — | 89.8 | — | |
| FOTS MSmulti-scale=true2018.01 | 91.85 | 87.92 | 89.84 | — | — | |
| DBBackbone=ResNet-50, Input height=11522019.11 | 91.8 | 83.2 | 87.3 | — | 12 | |
| DBextra training data=true2021.04 | 91.8 | 83.2 | 87.3 | — | — | |
| TextDragonExternal Data=Synth800K2023.05 | 91.8 | 84.8 | — | 88.2 | — | |
| PGNetFPS=38.22025.02 | 91.8 | 84.8 | 88.2 | — | — | |
| Qin et al.2019.12 | 91.7 | 88 | — | 89.8 | — | |
| OmniParser V2FPS=8.22025.02 | 91.7 | 92.9 | 92.3 | — | — | |
| Lyu et al. [69]2019.12 | 91.6 | 81 | — | 86 | — | |
| Mask TextSpotterFPS=4.8, Irregular text support=true2020.02 | 91.6 | 81 | 86 | — | — | |
| Text PerceptronMode=2-stage, FPS=8.8, Irregular text support=false2020.02 | 91.6 | 81.8 | 86.4 | — | — | |
| EAST + VLPT-STDPre-training=Ours (VLPT-STD)2022.04 | 91.5 | 85.4 | 88.3 | — | — | |
| OmniParser V2 PTpre-training=PT, FPS=8.22025.02 | 91.5 | 92.5 | 92 | — | — | |
| OmniParser V2 SPTpre-training=SPT, FPS=8.22025.02 | 91.5 | 92.9 | 92.2 | — | — | |
| LOMO2019.11 | 91.3 | 83.5 | 87.2 | — | — | |
| Zhang et al.2019.12 | 91.3 | 83.5 | — | 87.2 | — | |
| LOMOextra training data=true2021.04 | 91.3 | 83.5 | 87.2 | — | — | |
| LOMO2021.05 | 91.3 | 83.5 | — | 87.2 | — | |
| Mask TS v3External Data=Synth800K+IC13+Total-Text+SCUT2023.05 | 91.2 | 88.3 | — | 89.7 | — | |
| CharNetFPS=5.42025.02 | 91.2 | 88.3 | 89.7 | — | — | |
| FOTS2018.01 | 91 | 85.17 | 87.99 | — | — | |
| FOTSFPS=7.8, Irregular text support=false2020.02 | 91 | 85.2 | 88 | — | — | |
| UNITSFPS=3.12025.02 | 91 | 94 | 92.5 | — | — | |
| Huang et al.2019.12 | 90.8 | 81.5 | — | 85.9 | — | |
| ATTR2021.05 | 90.4 | 83.3 | — | 86.8 | — | |
| ABCNet v22021.05 | 90.4 | 86 | — | 88.1 | — | |
| GNNets2022.04 | 90.4 | 86.7 | 88.5 | — | — | |
| ABCNet v22023.04 | 90.4 | 86 | 88.1 | — | — | |
| GLASSExternal Data=Synth800K2023.05 | 90.4 | 86 | — | 88.1 | — | |
| ABCNet v2FPS=10.02025.02 | 90.4 | 86 | 88.1 | — | — | |
| TESTR2023.04 | 90.3 | 89.7 | 90 | — | — | |
| TESTRExternal Data=Synth150K+MLT17+Total-Text2023.05 | 90.3 | 89.7 | — | 90 | — | |
| TESTRFPS=5.32025.02 | 90.3 | 89.7 | 90 | — | — | |
| OmniParserFPS=2.62025.02 | 90.3 | 91 | 90.7 | — | — | |
| EAST + STKMPre-training=STKM2022.04 | 90.2 | 84.6 | 87.3 | — | — | |
| FCENetbackbone=ResNet50, DCN=true, extra training data=false2021.04 | 90.1 | 82.6 | 86.2 | — | — | |
| CRAFT2019.11 | 89.8 | 84.3 | 86.9 | — | — | |
| Baek et al.2019.12 | 89.8 | 84.3 | — | 86.9 | — | |
| CRAFTextra training data=true2021.04 | 89.8 | 84.3 | 86.9 | — | — | |
| CRAFT2021.05 | 89.8 | 84.3 | — | 86.9 | — | |
| CRAFT2022.04 | 89.8 | 84.3 | 86.9 | — | — | |
| PAN++External Data=Synth800K+COCO-Text+MLT17+Total-Text2023.05 | 89.8 | 87.5 | — | 88.6 | — | |
| Boundary2025.02 | 89.8 | 87.5 | 88.6 | — | — | |
| EAST + STPre-training=SynthText2022.04 | 89.6 | 81.5 | 85.3 | — | — | |
| Lyu et al. [35]2019.12 | 89.5 | 79.7 | — | 84.3 | — | |
| Liu et al. [12]2019.12 | 89.4 | 83.8 | — | 86.5 | — | |
| TextNetIrregular text support=true2020.02 | 89.4 | 85.4 | 87.4 | — | — | |
| Wang et al. [73]2019.12 | 89.2 | 86 | — | 87.6 | — | |
| CRAFTS2023.04 | 89 | 85.3 | 87.1 | — | — | |
| MANGOExternal Data=Synth800K+Synth150K+COCO-Text+MLT19+IC13+Total-Text2023.05 | 89 | 85.3 | — | 87.1 | — | |
| CRAFTSFPS=8.82025.02 | 89 | 85.3 | 87.1 | — | — | |
| Our Detectionmode=detection branch only2018.01 | 88.84 | 82.04 | 85.31 | — | — | |
| SPCNet2019.11 | 88.7 | 85.8 | 87.2 | — | — | |
| SPCNetexternal_data=true2019.08 | 88.7 | 85.8 | 87.2 | — | — | |
| Xie et al.2019.12 | 88.7 | 85.8 | — | 87.2 | — | |
| PSENet-1s2021.05 | 88.7 | 85.5 | — | 87.1 | — | |
| SPCNetIrregular text support=true2020.02 | 88.7 | 85.8 | 87.2 | — | — | |
| CCFLAB_FTSN2018.01 | 88.65 | 80.07 | 84.14 | — | — | |
| DRRGextra training data=true2021.04 | 88.5 | 84.7 | 86.6 | — | — | |
| DRRN2021.05 | 88.5 | 84.7 | — | 86.6 | — | |
| SAEInput height=9902019.11 | 88.3 | 85 | 86.6 | — | — | |
| SAEmbedextra training data=true2021.04 | 88.3 | 85 | 86.6 | — | — | |
| DBBackbone=ResNet-50, Input height=7362019.11 | 88.2 | 82.7 | 85.4 | — | 26 | |
| DB2021.05 | 88.2 | 82.7 | — | 85.4 | — | |
| RRD+MSMulti-scale=true2018.03 | 88 | 80 | 83.8 | — | — | |
| Baseline+MSMulti-scale=true2018.03 | 87.8 | 78.5 | 82.8 | — | — | |
| Zhong et al.2019.12 | 87.8 | 80.1 | — | 83.8 | — | |
| Liao et al. [14]2019.12 | 87.8 | 78.5 | — | 82.9 | — | |
| Textboxes++2021.05 | 87.8 | 78.5 | — | 82.9 | — | |
| ContourNetextra training data=false2021.04 | 87.6 | 86.1 | 86.9 | — | — | |
| CounterNet2021.05 | 87.6 | 86.1 | — | 86.9 | — | |
| TextBoxes++2019.11 | 87.2 | 76.7 | 81.7 | — | 11.6 | |
| BaselineFPS=8.52018.03 | 87.1 | 76.2 | 81.3 | — | — | |
| He et al. [65]2019.12 | 87 | 86 | — | 87 | — | |
| He et al.Irregular text support=false2020.02 | 87 | 86 | 87 | — | — | |
| PSENet-1s2019.11 | 86.9 | 84.5 | 85.7 | — | 1.6 | |
| Wang et al. [37]2019.12 | 86.9 | 84.5 | — | 85.7 | — | |
| PSENetextra training data=true2021.04 | 86.9 | 84.5 | 85.7 | — | — | |
| PSENet-1sFPS=1.6, Irregular text support=true2020.02 | 86.9 | 84.5 | 85.7 | — | — | |
| GLASSFPS=2.72025.02 | 86.9 | 84.5 | 85.7 | — | — | |
| DBBackbone=ResNet-18, Input height=7362019.11 | 86.8 | 78.4 | 82.3 | — | 48 | |
| Liu et al. [66]2019.12 | 86.6 | 87.6 | — | 87.1 | — |