Scene Text Detection on Total-Text
93.4PrecisionTESTR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TESTR2026.03 | 93.4 | 81.4 | — | 86.9 | |
| DeepSoloArchitecture Category=Transformer-based2025.12 | 93.2 | 84.6 | — | 88.7 | |
| MixNetBackbone=FSNet_M, FPS=15.22023.08 | 93 | 88.1 | — | 90.5 | |
| DeepSolo2026.03 | 92.9 | 87.4 | — | 90 | |
| TESTRBackbone=ResNet50, FPS=5.32023.08 | 92.8 | 83.7 | — | 88 | |
| TESTRArchitecture Category=Transformer-based2025.12 | 92.8 | 83.7 | — | 88 | |
| MixNetBackbone=FSNet_S, FPS=21.12023.08 | 92.4 | 86.1 | — | 89.2 | |
| ESTextSpotter2026.03 | 92 | 88.1 | — | 90 | |
| TextBPN++Backbone=ResNet50, FPS=13.12023.08 | 91.8 | 85.3 | — | 88.5 | |
| DPText-DETRBackbone=ResNet50, FPS=17.02023.08 | 91.8 | 86.4 | — | 89 | |
| TextBPN++Architecture Category=Transformer-based2025.12 | 91.8 | 85.3 | — | 88.5 | |
| TextBPN++2026.03 | 91.8 | 85.3 | — | 88.5 | |
| DPText-DETR2026.03 | 91.8 | 86.4 | — | 89 | |
| SRFormer2026.03 | 91.5 | 87.9 | — | 89.7 | |
| DPTextArchitecture Category=Transformer-based2025.12 | 91.3 | 86.3 | — | 88.7 | |
| S3INetSynthText pre-training=true, Trainable parameters (Param. (M))=38.0, FPS=37.32026.06 | 91.2 | 86.2 | — | 88.7 | |
| CT-NetSynthText pre-training=true2026.06 | 90.8 | 85 | — | 87.8 | |
| FSGBackbone=ResNet50, FPS=13.12023.08 | 90.7 | 85.7 | — | 88.1 | |
| TextBPNSynthText pre-training=true, Trainable parameters (Param. (M))=38.7, FPS=22.62026.06 | 90.7 | 85.2 | — | 87.9 | |
| TextPMsSynthText pre-training=true, Trainable parameters (Param. (M))=36.4, FPS=16.82026.06 | 90.6 | 86.5 | — | 88.5 | |
| ABCNetV2Architecture Category=CNN-based2025.12 | 90.2 | 84.1 | — | 87 | |
| ABCNet v22026.03 | 90.2 | 84.1 | — | 87 | |
| CB-NetSynthText pre-training=true, Trainable parameters (Param. (M))=12.3, FPS=32.92026.06 | 90.1 | 82.5 | — | 86.1 | |
| ERRNetSynthText pre-training=true2026.06 | 90.1 | 86.1 | — | 88.1 | |
| I3CL + SSLBackbone=Res502021.08 | 89.8 | 84.2 | 86.9 | — | |
| I3CLBackbone=ResNet50, FPS=7.62023.08 | 89.8 | 84.2 | — | 86.9 | |
| TextDSSynthText pre-training=false, Trainable parameters (Param. (M))=4.9, FPS=44.12026.06 | 89.7 | 88.4 | — | 89.1 | |
| TextMambaArchitecture Category=Mamba-based2025.12 | 89.5 | 88.8 | — | 89.2 | |
| PANVenue=ICCV'19, Backbone=Res182021.08 | 89.3 | 81 | 85 | — | |
| FCENetVenue=CVPR'21, Backbone=Res50-DCN2021.08 | 89.3 | 82.5 | 85.8 | — | |
| PANBackbone=ResNet18, FPS=39.62023.08 | 89.3 | 81 | — | 85 | |
| PAN++Architecture Category=CNN-based2025.12 | 89.3 | 81 | — | 85 | |
| PANet2026.03 | 89.3 | 81 | — | 85 | |
| FCENet2026.03 | 89.3 | 82.5 | — | 85.8 | |
| I3CLBackbone=Res502021.08 | 89.2 | 83.7 | 86.3 | — | |
| I3CLArchitecture Category=Transformer-based2025.12 | 89.2 | 83.7 | — | 86.3 | |
| TextFuseNetBackbone=ResNet101, FPS=3.72023.08 | 89 | 85.8 | — | 87.5 | |
| DBNet++2026.03 | 88.9 | 83.2 | — | 86 | |
| LRANetSynthText pre-training=true, Trainable parameters (Param. (M))=34.3, FPS=38.12026.06 | 88.9 | 86.6 | — | 87.7 | |
| TextPerceptionVenue=AAAI'20, Backbone=Res502021.08 | 88.8 | 81.8 | 85.2 | — | |
| ODMArchitecture Category=CNN-based2025.12 | 88.6 | 83.4 | — | 85.9 | |
| PCRVenue=CVPR 21, Backbone=DLA342021.08 | 88.5 | 82 | 85.2 | — | |
| PCR2026.03 | 88.5 | 82 | — | 85.2 | |
| TextCohesion2019.04 | 88.1 | 81.4 | 84.6 | — | |
| ABCNetVenue=CVPR 20, Backbone=Res502021.08 | 87.9 | 81.3 | 84.5 | — | |
| DBNet++Architecture Category=CNN-based2025.12 | 87.9 | 82.8 | — | 85.3 | |
| CRAFT2019.04 | 87.6 | 79.9 | 83.6 | — | |
| LOMOVenue=CVPR'19, Backbone=Res502021.08 | 87.6 | 79.3 | 83.3 | — | |
| CRAFTVenue=CVPR'19, Backbone=VGG162021.08 | 87.6 | 79.9 | 83.6 | — | |
| CRAFTBackbone=ResNet50, FPS=8.62023.08 | 87.6 | 79.9 | — | 83.6 | |
| CRAFTArchitecture Category=CNN-based2025.12 | 87.6 | 79.9 | — | 83.6 | |
| TextFuseNetVenue=IJCAI 20, Backbone=Res502021.08 | 87.5 | 83.2 | 85.3 | — | |
| TextDCTSynthText pre-training=true2026.06 | 87.2 | 82.7 | — | 84.9 | |
| DBVenue=AAAI'20, Backbone=Res50-DCN2021.08 | 87.1 | 82.5 | 84.7 | — | |
| DBBackbone=ResNet50-DCN, FPS=32.02023.08 | 87.1 | 82.5 | — | 84.7 | |
| DB-NetSynthText pre-training=true, Trainable parameters (Param. (M))=28.0, FPS=35.02026.06 | 87.1 | 82.5 | — | 84.7 | |
| ContourNetVenue=CVPR 20, Backbone=Res502021.08 | 86.9 | 83.9 | 85.4 | — | |
| DGGRVenue=CVPR 20, Backbone=VGG162021.08 | 86.5 | 84.9 | 85.7 | — | |
| DTTRArchitecture Category=Transformer-based2025.12 | 86.5 | 73.4 | — | 79.4 | |
| ET-SAMEvaluation protocol=Fine-tuning2026.03 | 86.4 | 87.5 | — | 87 | |
| ET-SAMEvaluation protocol=Joint training2026.03 | 86 | 86.7 | — | 86.4 | |
| CRNetVenue=MM'20, Backbone=Res502021.08 | 85.8 | 82.5 | 84.1 | — | |
| TextDragonVenue=ICCV'19, Backbone=VGG162021.08 | 85.6 | 75.7 | 80.3 | — | |
| BoundaryVenue=AAAI'20, Backbone=Res502021.08 | 85.2 | 83.5 | 84.3 | — | |
| UD2026.03 | 85 | 91.1 | — | 87.9 | |
| FTSN2017.09 | 84.7 | 78 | 81.3 | — | |
| MS-CAFAVenue=TMM'19, Backbone=Res502021.08 | 84.6 | 78.6 | 81.5 | — | |
| PSENet-1s2019.04 | 84.02 | 77.96 | 80.87 | — | |
| PSENetVenue=CVPR'19, Backbone=Res502021.08 | 84 | 78 | 80.9 | — | |
| MSRVenue=IJCAI'19, Backbone=Res502021.08 | 83.8 | 74.8 | 79 | — | |
| SASTVenue=MM'19, Backbone=Res502021.08 | 83.8 | 76.9 | 80.2 | — | |
| TextRayVenue=MM'20, Backbone=Res502021.08 | 83.5 | 77.9 | 80.6 | — | |
| SPCNetVenue=AAAI'19, Backbone=Res502021.08 | 83 | 82.8 | 82.9 | — | |
| SPCNET2019.04 | 82.8 | 83 | 82.9 | — | |
| TextSnake2019.04 | 82.7 | 74.5 | 78.4 | — | |
| TextSnakeVenue=ECCV'18, Backbone=VGG162021.08 | 82.7 | 74.5 | 78.4 | — | |
| TextSnakeArchitecture Category=CNN-based2025.12 | 82.7 | 74.5 | — | 78.4 | |
| SegLink++Venue=PR'19, Backbone=VGG162021.08 | 82.1 | 80.9 | 81.5 | — | |
| CSE2019.04 | 81.4 | 79.7 | 80.2 | — | |
| CSEVenue=CVPR'19, Backbone=Res342021.08 | 81.4 | 79.1 | 80.2 | — | |
| TextFieldVenue=TIP'19, Backbone=VGG162021.08 | 81.2 | 79.9 | 80.6 | — | |
| ATRRVenue=CVPR'19, Backbone=VGG162021.08 | 80.9 | 76.2 | 78.5 | — | |
| LR-DiffTextArchitecture Category=CNN-based2025.12 | 80.1 | 78.2 | — | 79.1 | |
| TextField2019.04 | 79.9 | 81.2 | 80.6 | — | |
| Mask-TTDVenue=TIP'19, Backbone=Res502021.08 | 79.1 | 74.5 | 76.7 | — | |
| DocSAM2026.03 | 72.1 | 82.6 | — | 77 | |
| Hi-SAM-LEvaluation protocol=zero-shot2026.03 | 65.5 | 75.6 | — | 70.2 | |
| EAST2019.04 | 50 | 36.2 | 42 | — | |
| DeconvNet2019.04 | 33 | 40 | 36 | — | |
| TCM-DBArchitecture Category=CNN-based2025.12 | — | — | — | 85.9 |