# End-to-end Recognition on TextOCR

Source: [End-to-end Recognition on TextOCR](<https://www.sota2.com/research/sota/end-to-end-recognition-on-textocr>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:42:41.884Z

Evaluation of End-to-end Recognition performance on the TextOCR dataset, typically measured using F-measure.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | End-to-end Recognition |
| Dataset (including any stated split) | TextOCR |
| Metric | F-measure |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [F-measure](<https://www.sota2.com/research/sota/end-to-end-recognition-on-textocr.md?metric=F-measure>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F-measure | Result date | Report paper |
| --- | --- | --- | --- |
| Mask TextSpotter v3 | 50.8 | Not recorded | 68fa69f01e209131cea2516f |
| Mask TextSpotter v3 | 45.8 | Not recorded | 68fa69f01e209131cea2516f |
| Mask TextSpotter v3 | 34.9 | Not recorded | 68fa69f01e209131cea2516f |
| Mask TextSpotter v3 | 32.5 | Not recorded | 68fa69f01e209131cea2516f |
| ABCNet | 30.5 | Not recorded | 68fa69f01e209131cea2516f |

### Mask TextSpotter v3

F-measure: 50.8. Result ID: 698df800ffc3901de099d2c3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69f01e209131cea2516f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f21e209131cea194c5.md>)

[Implementation](<https://github.com/MhLiao/MaskTextSpotterV3>)

Recorded evaluation configuration: {"Official":true,"Train Dataset":"SynthText + Public + TextOCR","Note":"ours"}. This record does not assert independent reproduction.

### Mask TextSpotter v3

F-measure: 45.8. Result ID: 698df800ffc3901de099d2c0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69f01e209131cea2516f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f21e209131cea194c5.md>)

[Implementation](<https://github.com/MhLiao/MaskTextSpotterV3>)

Recorded evaluation configuration: {"Official":false,"Train Dataset":"TextOCR"}. This record does not assert independent reproduction.

### Mask TextSpotter v3

F-measure: 34.9. Result ID: 698df800ffc3901de099d2c2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69f01e209131cea2516f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f21e209131cea194c5.md>)

[Implementation](<https://github.com/MhLiao/MaskTextSpotterV3>)

Recorded evaluation configuration: {"Official":true,"Train Dataset":"SynthText + Public"}. This record does not assert independent reproduction.

### Mask TextSpotter v3

F-measure: 32.5. Result ID: 698df800ffc3901de099d2bf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69f01e209131cea2516f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67f21e209131cea194c5.md>)

[Implementation](<https://github.com/MhLiao/MaskTextSpotterV3>)

Recorded evaluation configuration: {"Official":false,"Train Dataset":"COCOText"}. This record does not assert independent reproduction.

### ABCNet

F-measure: 30.5. Result ID: 698df800ffc3901de099d2c1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69f01e209131cea2516f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67181e209131cea1420f.md>)

[Implementation](<https://www.sota2.com/AdelaiDet>)

Recorded evaluation configuration: {"Official":true,"Train Dataset":"SynthText + Public"}. This record does not assert independent reproduction.

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