# Scene Text Recognition on MPSC 15003 (test)

Source: [Scene Text Recognition on MPSC 15003 (test)](<https://www.sota2.com/research/sota/scene-text-recognition-on-mpsc-15003-test>)

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

Data updated: 2026-02-26T05:28:53.220Z

Evaluation of Scene Text Recognition performance on the test split of the MPSC 15003 dataset, measured by 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 15003 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/scene-text-recognition-on-mpsc-15003-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SIGAs | 72.7 | Not recorded | 68fa6f531e209131cea450cf |
| SIGAT | 72 | Not recorded | 68fa6f531e209131cea450cf |
| SVTR | 71.4 | Not recorded | 68fa6f531e209131cea450cf |
| SIGAR | 65.6 | Not recorded | 68fa6f531e209131cea450cf |
| MGP-STR | 65 | Not recorded | 68fa6f531e209131cea450cf |
| ABINet | 64.4 | Not recorded | 68fa6f531e209131cea450cf |
| PIMNet | 60.8 | Not recorded | 68fa6f531e209131cea450cf |
| SAR | 59.7 | Not recorded | 68fa6f531e209131cea450cf |
| DAN | 57.7 | Not recorded | 68fa6f531e209131cea450cf |
| GA-SPIN | 51.7 | Not recorded | 68fa6f531e209131cea450cf |

### SIGAs

Accuracy: 72.7. Result ID: 6990b8053a6c31484902b684.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

[Implementation](<https://github.com/TongkunGuan/SIGA>)

Recorded evaluation configuration: {"Backbone Type":"SVTR-based","Training Data":"MJ and ST"}. This record does not assert independent reproduction.

### SIGAT

Accuracy: 72. Result ID: 6990b8053a6c31484902b687.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

[Implementation](<https://github.com/TongkunGuan/SIGA>)

Recorded evaluation configuration: {"Backbone Type":"Transformer-based","Training Data":"MJ and ST"}. This record does not assert independent reproduction.

### SVTR

Accuracy: 71.4. Result ID: 6990b8053a6c31484902b683.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c971e209131cea34b1a.md>)

[Implementation](<https://github.com/PaddlePaddle/PaddleOCR>)

Recorded evaluation configuration: {"Venue":"IJCAI2022","Backbone Type":"SVTR-based","Training Data":"MJ and ST"}. This record does not assert independent reproduction.

### SIGAR

Accuracy: 65.6. Result ID: 6990b8053a6c31484902b682.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

[Implementation](<https://github.com/TongkunGuan/SIGA>)

Recorded evaluation configuration: {"Backbone Type":"CNN-based","Training Data":"MJ and ST"}. This record does not assert independent reproduction.

### MGP-STR

Accuracy: 65. Result ID: 6990b8053a6c31484902b686.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dac1e209131cea3b5f6.md>)

[Implementation](<https://github.com/AlibabaResearch/AdvancedLiterateMachinery/tree/main/OCR/MGP-STR>)

Recorded evaluation configuration: {"Venue":"ECCV2022","Backbone Type":"Transformer-based","Training Data":"MJ and ST"}. This record does not assert independent reproduction.

### ABINet

Accuracy: 64.4. Result ID: 6990b8053a6c31484902b685.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

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

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

Recorded evaluation configuration: {"Venue":"CVPR2021","Backbone Type":"Transformer-based","Training Data":"MJ and ST"}. This record does not assert independent reproduction.

### PIMNet

Accuracy: 60.8. Result ID: 6990b8053a6c31484902b681.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ab91e209131cea2a10c.md>)

Recorded evaluation configuration: {"Venue":"ACM MM2021","Backbone Type":"CNN-based","Training Data":"MJ and ST"}. This record does not assert independent reproduction.

### SAR

Accuracy: 59.7. Result ID: 6990b8053a6c31484902b67e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

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

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

Recorded evaluation configuration: {"Venue":"AAAI2019","Backbone Type":"CNN-based","Training Data":"MJ and ST"}. This record does not assert independent reproduction.

### DAN

Accuracy: 57.7. Result ID: 6990b8053a6c31484902b67f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66d51e209131cea12c4c.md>)

[Implementation](<https://github.com/Wang-Tianwei/Decoupled-attention-network>)

Recorded evaluation configuration: {"Venue":"AAAI2020","Backbone Type":"CNN-based","Training Data":"MJ and ST"}. This record does not assert independent reproduction.

### GA-SPIN

Accuracy: 51.7. Result ID: 6990b8053a6c31484902b680.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f531e209131cea450cf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b171e209131cea2c155.md>)

Recorded evaluation configuration: {"Venue":"AAAI2021","Backbone Type":"CNN-based","Training Data":"MJ and ST"}. This record does not assert independent reproduction.

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