Text Detection on CTW1500
90.6F-measureTextDS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TextDSSynthText pre-training=false, Trainable parameters (Param. (M))=4.9, FPS=44.12026.06 | 90.6 | 91.6 | 89.6 | — | |
| ESTextSpotter2026.03 | 90 | 91.5 | 88.6 | — | |
| TextMambaArchitecture Category=Mamba-based2025.12 | 89.7 | 91 | 88.5 | — | |
| SRFormer2026.03 | 89.6 | 89.4 | 89.8 | — | |
| BridgeSpotterFPS=6.72025.02 | 89 | 92.1 | 86.2 | — | |
| DeepSolo2026.03 | 88.9 | 93.2 | 85 | — | |
| DPTextArchitecture Category=Transformer-based2025.12 | 88.8 | 91.7 | 86.2 | — | |
| DPText-DETR2026.03 | 88.8 | 91.7 | 86.2 | — | |
| UNITS2023.04 | 88.6 | — | — | — | |
| UNITSFPS=3.12025.02 | 88.6 | — | — | — | |
| SRSTS v22022.07 | 88.45 | 90.53 | 86.46 | — | |
| OmniParser V2FPS=8.22025.02 | 88.4 | 89.7 | 87.1 | — | |
| SwinTextSpotter2023.04 | 88 | — | — | — | |
| SwinTextSpotterFPS=2.92025.02 | 88 | — | — | — | |
| DeepSolocode_source=open-source, FPS=17.02025.02 | 88 | 91.5 | 84.8 | — | |
| OmniParser V2 SPTpre-training=SPT, FPS=8.22025.02 | 88 | 89.2 | 86.8 | — | |
| ET-SAMEvaluation protocol=Fine-tuning2026.03 | 87.9 | 87.3 | 88.4 | — | |
| OmniParser V2 PTpre-training=PT, FPS=8.22025.02 | 87.9 | 89 | 86.8 | — | |
| OmniParserFPS=2.62025.02 | 87.8 | 87.9 | 87.6 | — | |
| LRANetSynthText pre-training=true, Trainable parameters (Param. (M))=34.3, FPS=38.12026.06 | 87.4 | 89.4 | 85.5 | — | |
| TESTR-Polygonannotation=Polygon2022.04 | 87.1 | 92 | 82.6 | — | |
| TESTR2022.07 | 87.1 | 92 | 82.6 | — | |
| TESTR2023.04 | 87.1 | — | — | — | |
| TESTR2026.03 | 87.1 | 92 | 82.6 | — | |
| ET-SAMEvaluation protocol=Joint training2026.03 | 87.1 | 88.1 | 86.2 | — | |
| TESTRFPS=5.32025.02 | 87.1 | 92 | 82.6 | — | |
| ERRNetSynthText pre-training=true2026.06 | 86.7 | 88.1 | 85.3 | — | |
| I3CLBackbone=Res502021.08 | 86.5 | — | — | 7.6 | |
| TESTR-Bezierannotation=Bezier2022.04 | 86.3 | 89.7 | 83.1 | — | |
| TESTRArchitecture Category=Transformer-based2025.12 | 86.3 | 89.7 | 83.1 | — | |
| SRSTS2022.07 | 86.02 | 88.92 | 83.3 | — | |
| DBNet++Architecture Category=CNN-based2025.12 | 86 | 88.9 | 83.2 | — | |
| UD2026.03 | 86 | 84.6 | 87.4 | — | |
| CB-NetSynthText pre-training=true, Trainable parameters (Param. (M))=12.3, FPS=32.92026.06 | 86 | 89.3 | 82.9 | — | |
| S3INetSynthText pre-training=true, Trainable parameters (Param. (M))=38.0, FPS=37.32026.06 | 86 | 89.2 | 83 | — | |
| I3CLArchitecture Category=Transformer-based2025.12 | 85.9 | 87.4 | 84.5 | — | |
| EK-NetArchitecture Category=CNN-based2025.12 | 85.8 | 87.9 | 83.7 | — | |
| TextPMsSynthText pre-training=true, Trainable parameters (Param. (M))=36.4, FPS=16.82026.06 | 85.7 | 87.8 | 83.8 | — | |
| ODMArchitecture Category=CNN-based2025.12 | 85.6 | 85.9 | 85.4 | — | |
| FCENetbackbone=ResNet50, DCN=true, extra training data=false2021.04 | 85.5 | 87.6 | 83.4 | — | |
| TextBPN++Architecture Category=Transformer-based2025.12 | 85.5 | 87.3 | 83.8 | — | |
| FCENet2026.03 | 85.5 | 87.6 | 83.4 | — | |
| TextBPN++2026.03 | 85.5 | 87.3 | 83.8 | — | |
| DBNet++2026.03 | 85.3 | 87.9 | 82.8 | — | |
| CT-NetSynthText pre-training=true2026.06 | 85.2 | 87.9 | 82.7 | — | |
| TCM-DBArchitecture Category=CNN-based2025.12 | 85.1 | — | — | — | |
| TextDCTSynthText pre-training=true2026.06 | 85.1 | 85 | 85.3 | — | |
| TextBPNSynthText pre-training=true, Trainable parameters (Param. (M))=38.7, FPS=22.62026.06 | 85 | 86.5 | 83.6 | — | |
| LR-DiffTextArchitecture Category=CNN-based2025.12 | 84.8 | 88.5 | 81.4 | — | |
| DTTRArchitecture Category=Transformer-based2025.12 | 84.8 | 85.5 | 84.1 | — | |
| ABCNet v22022.04 | 84.7 | 85.6 | 83.8 | — | |
| ABCNet v22022.07 | 84.7 | 85.6 | 83.8 | — | |
| ABCNet v22023.04 | 84.7 | — | — | — | |
| ABCNetV2Architecture Category=CNN-based2025.12 | 84.7 | 85.6 | 83.8 | — | |
| PCR2026.03 | 84.7 | 87.2 | 82.3 | — | |
| ABCNet v22026.03 | 84.7 | 85.6 | 83.8 | — | |
| ABCNet v2FPS=10.02025.02 | 84.7 | 83.8 | 85.6 | — | |
| Text Perceptron2022.04 | 84.6 | 87.5 | 81.9 | — | |
| TextPerceptron2022.07 | 84.6 | 87.5 | 81.9 | — | |
| DRRGextra training data=true2021.04 | 84.5 | 85.9 | 83 | — | |
| DocSAM2026.03 | 84.2 | 80.5 | 88.1 | — | |
| PAN++FPS=36.02025.02 | 84 | 87.1 | 81 | — | |
| ContourNetextra training data=false2021.04 | 83.9 | 83.7 | 84.1 | — | |
| ContourNetBackbone=Res502021.08 | 83.9 | — | — | 4.5 | |
| PANexternal_data=true, input_scale_short_side=640, backbone=ResNet-18, pre_training=SynthText2019.08 | 83.7 | 86.4 | 81.2 | 39.8 | |
| PANextra training data=true2021.04 | 83.7 | 86.4 | 81.2 | — | |
| PAN++Architecture Category=CNN-based2025.12 | 83.7 | 86.4 | 81.2 | — | |
| PANet2026.03 | 83.7 | 86.4 | 81.2 | — | |
| Text Dragon2022.04 | 83.6 | 84.5 | 82.8 | — | |
| TextDragon2022.07 | 83.6 | 84.5 | 82.8 | — | |
| TextDragonFPS=2.62025.02 | 83.6 | 82.8 | 84.5 | — | |
| PANexternal_data=true, input_scale_short_side=512, backbone=ResNet-18, pre_training=SynthText2019.08 | 83.5 | 85.5 | 81.5 | 58.1 | |
| CRAFTextra training data=true2021.04 | 83.5 | 86 | 81.1 | — | |
| DBBackbone=Res502021.08 | 83.5 | — | — | 22 | |
| CRAFTArchitecture Category=CNN-based2025.12 | 83.5 | 86 | 81.1 | — | |
| DBextra training data=true2021.04 | 83.4 | 86.9 | 80.2 | — | |
| DB-NetSynthText pre-training=true, Trainable parameters (Param. (M))=28.0, FPS=35.02026.06 | 83.4 | 86.9 | 80.2 | — | |
| PSENet (VLPT-STD)Pre-training=VLPT-STD2022.04 | 83.3 | 86.3 | 80.7 | — | |
| FCENet†backbone=ResNet50, DCN=false, extra training data=false2021.04 | 83.1 | 85.7 | 80.7 | — | |
| PSENetPre-training=STKM2022.04 | 82.9 | 85.3 | 80.6 | — | |
| PSENet-1sexternal_data=true2019.08 | 82.2 | 84.8 | 79.7 | 3.9 | |
| PSENetextra training data=true2021.04 | 82.2 | 84.8 | 79.7 | — | |
| PSENetBackbone=Res502021.08 | 82.2 | — | — | 3.9 | |
| TextRayextra training data=false2021.04 | 81.6 | 82.8 | 80.4 | — | |
| PSENetPre-training=SynthText2022.04 | 81.6 | 83.6 | 79.7 | — | |
| ABCNetextra training data=true2021.04 | 81.4 | 84.4 | 78.5 | — | |
| SegLink++extra training data=true2021.04 | 81.3 | 82.8 | 79.8 | — | |
| PANexternal_data=false, input_scale_short_side=640, backbone=ResNet-182019.08 | 81 | 84.6 | 77.7 | 39.8 | |
| PANextra training data=false2021.04 | 81 | 84.6 | 77.7 | — | |
| LOMOextra training data=true2021.04 | 80.8 | 85.7 | 76.5 | — | |
| PANexternal_data=false, input_scale_short_side=512, backbone=ResNet-182019.08 | 80.3 | 83.8 | 77.1 | 58.1 | |
| SAEmbedextra training data=true2021.04 | 80.1 | 82.7 | 77.8 | — | |
| SAE2022.04 | 80.1 | 82.7 | 77.8 | — | |
| PANexternal_data=true, input_scale_short_side=320, backbone=ResNet-18, pre_training=SynthText2019.08 | 79.9 | 82.7 | 77.4 | 84.2 | |
| TextDragon2022.04 | 79 | 84.5 | 74.2 | — | |
| PSENet-1sexternal_data=false2019.08 | 78 | 80.6 | 75.6 | 3.9 | |
| PSENetextra training data=false2021.04 | 78 | 80.6 | 75.6 | — | |
| Hi-SAM-LEvaluation protocol=zero-shot2026.03 | 77.4 | 80.1 | 74.9 | — | |
| PANexternal_data=false, input_scale_short_side=320, backbone=ResNet-182019.08 | 77.1 | 82.2 | 72.6 | 84.2 | |
| TextSnakeexternal_data=true2019.08 | 75.6 | 67.9 | 85.3 | — |