# Scene Text Recognition on MPSC

Source: [Scene Text Recognition on MPSC](<https://www.sota2.com/research/sota/scene-text-recognition-on-mpsc>)

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

Data updated: 2026-02-26T06:09:00.010Z

Evaluation of Scene Text Recognition performance on the MPSC dataset, measured by Word Accuracy.

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 | Scene Text Recognition |
| Dataset (including any stated split) | MPSC |
| Metric | Word Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Word Accuracy](<https://www.sota2.com/research/sota/scene-text-recognition-on-mpsc.md?metric=Word%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Word Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| E2STR-ICL | 83.64 | Not recorded | 68fa72ac1e209131cea57c23 |
| MAERec | 81.81 | Not recorded | 68fa72ac1e209131cea57c23 |
| E2STR-base | 81.26 | Not recorded | 68fa72ac1e209131cea57c23 |
| SATRN | 76.1 | Not recorded | 68fa72ac1e209131cea57c23 |
| ABINet | 75.35 | Not recorded | 68fa72ac1e209131cea57c23 |
| SAR | 73.85 | Not recorded | 68fa72ac1e209131cea57c23 |
| NRTR | 73.24 | Not recorded | 68fa72ac1e209131cea57c23 |
| ASTER | 63.48 | Not recorded | 68fa72ac1e209131cea57c23 |

### E2STR-ICL

Word Accuracy: 83.64. Result ID: 699268613a6c3148490ebf81.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Implementation](<https://github.com/bytedance/E2STR>)

Recorded evaluation configuration: {"Training-free evaluation":"true","In-Context Learning":"true"}. This record does not assert independent reproduction.

### MAERec

Word Accuracy: 81.81. Result ID: 699268613a6c3148490ebf7f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa701f1e209131cea492fa.md>)

Recorded evaluation configuration: {"Training-free evaluation":"true"}. This record does not assert independent reproduction.

### E2STR-base

Word Accuracy: 81.26. Result ID: 699268613a6c3148490ebf80.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Implementation](<https://github.com/bytedance/E2STR>)

Recorded evaluation configuration: {"Training-free evaluation":"true","In-Context Learning":"false"}. This record does not assert independent reproduction.

### SATRN

Word Accuracy: 76.1. Result ID: 699268613a6c3148490ebf7e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa667f1e209131cea10ac8.md>)

Recorded evaluation configuration: {"Training-free evaluation":"true"}. This record does not assert independent reproduction.

### ABINet

Word Accuracy: 75.35. Result ID: 699268613a6c3148490ebf7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697f1e209131cea227bf.md>)

[Implementation](<https://github.com/FangShancheng/ABINet>)

Recorded evaluation configuration: {"Training-free evaluation":"true"}. This record does not assert independent reproduction.

### SAR

Word Accuracy: 73.85. Result ID: 699268613a6c3148490ebf7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65861e209131cea0ad98.md>)

[Implementation](<https://tinyurl.com/ShowAttendRead>)

Recorded evaluation configuration: {"Training-free evaluation":"true"}. This record does not assert independent reproduction.

### NRTR

Word Accuracy: 73.24. Result ID: 699268613a6c3148490ebf7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa667f1e209131cea10a7c.md>)

Recorded evaluation configuration: {"Training-free evaluation":"true"}. This record does not assert independent reproduction.

### ASTER

Word Accuracy: 63.48. Result ID: 699268613a6c3148490ebf7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c23.md>)

Recorded evaluation configuration: {"Training-free evaluation":"true"}. This record does not assert independent reproduction.

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