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End-to-End Text Spotting on ICDAR 2015 (test)

81.9Generic F-measureTICLS
56.52463.11269.776.288Apr 7, 2023Sep 26, 2023Mar 16, 2024Sep 4, 2024Feb 23, 2025Aug 14, 2025Feb 3, 2026

Evaluation results

MethodLinks
TICLSYear=20262026.0281.9————90.185.479.1
TextBlockV2Year=20252026.0280.5———————
UNITSshared_weights=false2023.0480.3————8984.178.7
UNITSshared_weights=true2023.0479.7————88.483.978.5
DeepSoloYear=20232026.0279.5————88.183.973.8
SwinTextSpotter v2Year=20252026.0279.4————89.684.1—
LMTextspotterYear=20242026.0278.4————87.583.4—
ESTextSpotterYear=20232026.0278.1————87.583—
TTS2023.0477.4————85.281.7—
FastTCMYear=20242026.0277.3————8782—
GLASSYear=20222026.0276.3————84.780.1—
DEER2023.0475.6————82.779.171.7
FastTextSpotterYear=20242026.0275.4————86.681.6—
ABCNet v2Year=20212026.0275————8380.7—
CRAFTS2023.0474.9————83.182.1—
MaskTextSpotter v32023.0474.2————83.378.1—
Mask TextSpotter v3Year=20202026.0274.2————83.378.1—
GLASS2023.0474————85.379.8—
MANGO2023.0473.9————85.480.1—
IATSYear=20242026.0273.8————84.48064.7
TESTR2023.0473.6————85.279.465.3
TESTRYear=20222026.0273.6————85.279.465.3
ABCNet v22023.0473————82.778.5—
ABCNetYear=20202026.0273————82.778.5—
SemiETSData Proportion=10%2025.0471.8————84.177.9—
STAC*Data Proportion=10%2025.0471.2————81.276.8—
SemiETSData Proportion=5%2025.0471.2————8477.4—
Semi-DETR*Data Proportion=10%2025.0471.1————83.277.1—
SwinTextSpotter2023.0470.5————83.977.3—
Mean-Teacher*Data Proportion=10%2025.0470.2————82.376—
SemiETSData Proportion=2%2025.0470————82.676.2—
STAC*Data Proportion=5%2025.0469.6————80.875.3—
Semi-DETR*Data Proportion=5%2025.0469.3————82.775.5—
SupervisedData Proportion=10%2025.0469.2————79.375—
SemiETSData Proportion=1%2025.0468.8————82.575.3—
Soft Teacher*Data Proportion=10%2025.0468.4————81.474.3—
SPTS v2Year=20232026.0268————81.274.3—
Mean-Teacher*Data Proportion=5%2025.0467.9————81.674—
SemiETSData Proportion=0.5%2025.0467.8————81.974.5—
Unbiased Teacher v2*Data Proportion=10%2025.0467.5————80.774—
Semi-DETR*Data Proportion=2%2025.0467.5————81.273.9—
SupervisedData Proportion=5%2025.0467.3————77.372.5—
MANGOYear=20212026.0267.3————81.878.9—
Soft Teacher*Data Proportion=5%2025.0467.1————81.473.5—
Semi-DETR*Data Proportion=1%2025.0466.2————8072.6—
Unbiased Teacher v2*Data Proportion=5%2025.0465.6————79.671.7—
Semi-DETR*Data Proportion=0.5%2025.0465.3————79.971.6—
STAC*Data Proportion=2%2025.0464.8————76.671.7—
STAC*Data Proportion=0.5%2025.0464.4————76.671.2—
Mean-Teacher*Data Proportion=2%2025.0463.8————78.670.5—
STAC*Data Proportion=1%2025.0463.7————7569.7—
Soft Teacher*Data Proportion=2%2025.0462.5————77.769.1—
Mean-Teacher*Data Proportion=1%2025.0461.9————76.868.5—
Soft Teacher*Data Proportion=1%2025.0461.8————76.268.2—
SupervisedData Proportion=2%2025.0461.6————7267.4—
Unbiased Teacher v2*Data Proportion=2%2025.0461.5————77.269.1—
Mean-Teacher*Data Proportion=0.5%2025.0460.6————77.767.9—
Soft Teacher*Data Proportion=0.5%2025.0460.4————76.567.2—
SupervisedData Proportion=0.5%2025.0459.9————71.266.1—
SupervisedData Proportion=1%2025.0459.8————69.965.6—
Unbiased Teacher v2*Data Proportion=1%2025.0459.2————75.466.3—
Unbiased Teacher v2*Data Proportion=0.5%2025.0457.5————74.964.7—
ABCNet v2Lexicon=Strong (S)2022.08—82.7——————
ABCNet v2Lexicon=Weak (W)2022.08—78.5——————
ABCNet v2Lexicon=Generic (G)2022.08—73——————
ABCNet v2Lexicon source=Specific lexicon [2], Character-level annotations=true2022.07——82.778.573———
ABCNet v2External Data=Synth150K+MLT172022.11——82.778.573———
BoundaryExternal Data=Synth800K+IC13+Total-Text2022.11——79.775.264.1———
CharNetLexicon source=Official, Character-level annotations=true2022.07——80.1474.4562.18———
CharNetExternal Data=Synth800K2022.11——80.174.562.2———
CRAFTSLexicon=Strong (S)2022.08—83.1——————
CRAFTSLexicon=Weak (W)2022.08—82.1——————
CRAFTSLexicon=Generic (G)2022.08—74.9——————
CRAFTSLexicon source=Official, Character-level annotations=true2022.07——83.182.174.9———
CRAFTSExternal Data=Synth800K+IC132022.11——83.182.174.9———
DeepSoloBackbone=ResNet-50, External Data=Synth150K+MLT17+IC13+Total-Text2022.11——86.881.976.9———
DeepSoloBackbone=ResNet-50, External Data=Synth150K+MLT17+IC13+Total-Text+TextOCR2022.11——8883.579.1———
DeepSoloBackbone=ViTAEv2-S, External Data=Synth150K+MLT17+IC13+Total-Text+TextOCR2022.11——88.183.979.5———
FOTSLexicon source=Official, Character-level annotations=false2022.07——81.0975.960.8———
GLASSLexicon=Strong (S), Lexicon Source=Specific from [20]2022.08—84.7——————
GLASSLexicon=Weak (W), Lexicon Source=Specific from [20]2022.08—80.1——————
GLASSLexicon=Generic (G), Lexicon Source=Specific from [20]2022.08—76.3——————
GLASSLexicon source=Specific lexicon [2], Character-level annotations=false2022.07——84.780.176.3———
GLASSExternal Data=Synth800K2022.11——84.780.176.3———
MANGOLexicon=Strong (S), IoU threshold=0.12022.08—85.4——————
MANGOLexicon=Weak (W), IoU threshold=0.12022.08—80.1——————
MANGOLexicon=Generic (G), IoU threshold=0.12022.08—73.9——————
MANGOLexicon source=Official, Character-level annotations=true2022.07——81.878.967.3———
MANGOLexicon source=Specific lexicon [2], Character-level annotations=true2022.07——85.480.173.9———
MANGOExternal Data=Synth800K+Synth150K+COCO-Text+MLT19+IC13+Total-Text2022.11——85.480.173.9———
Mask Textspotter v2Lexicon source=Specific lexicon [2], Character-level annotations=false2022.07——8377.773.5———
Mask Textspotter v3Lexicon source=Specific lexicon [2], Character-level annotations=false2022.07——83.378.174.2———
Mask TextSpotter v3External Data=Synth800K+IC13+Total-Text+SCUT2022.11——83.378.174.2———
MTSv3Lexicon=Strong (S), Lexicon Source=Specific from [20]2022.08—83.3——————
MTSv3Lexicon=Weak (W), Lexicon Source=Specific from [20]2022.08—78.1——————
MTSv3Lexicon=Generic (G), Lexicon Source=Specific from [20]2022.08—74.2——————
PAN++Lexicon source=Official, Character-level annotations=false2022.07——82.778.269.2———
PAN++External Data=Synth800K+COCO-Text+MLT17+Total-Text2022.11——82.778.269.2———
PGNetLexicon source=Official, Character-level annotations=false2022.07——83.378.363.5———
PGNetExternal Data=Synth800K+Total-Text2022.11——83.378.363.5———