# Scene Text Recognition on IC15 Cleaned (test)

Source: [Scene Text Recognition on IC15 Cleaned (test)](<https://www.sota2.com/research/sota/scene-text-recognition-on-ic15-cleaned-test>)

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

Data updated: 2026-02-26T06:09:00.093Z

Evaluation of Scene Text Recognition performance on the test split of the IC15 Cleaned 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) | IC15 Cleaned (test) |
| Metric | Word 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

- [Word Accuracy](<https://www.sota2.com/research/sota/scene-text-recognition-on-ic15-cleaned-test.md?metric=Word%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Word Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| CLIP4STR-B | 94.1 | Not recorded | 68fa765f1e209131cea6cb50 |
| CLIP4STR-L | 94 | Not recorded | 68fa765f1e209131cea6cb50 |
| MPSTR | 93.9 | Not recorded | 68fa765f1e209131cea6cb50 |
| PARSeq | 93.8 | Not recorded | 68fa765f1e209131cea6cb50 |
| CLIP4STR-L | 93.5 | Not recorded | 68fa765f1e209131cea6cb50 |
| CLIP4STR-B | 93.3 | Not recorded | 68fa765f1e209131cea6cb50 |
| ABINet | 93.2 | Not recorded | 68fa765f1e209131cea6cb50 |
| MPSTR | 92.7 | Not recorded | 68fa765f1e209131cea6cb50 |
| PARSeq | 92.6 | Not recorded | 68fa765f1e209131cea6cb50 |
| ABINet | 91.4 | Not recorded | 68fa765f1e209131cea6cb50 |

### CLIP4STR-B

Word Accuracy: 94.1. Result ID: 69941c703a6c3148491b2225.

[Reporting paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Implementation](<https://github.com/VamosC/CLIP4STR>)

Recorded evaluation configuration: {"Training Data":"3.3M real samples","Backbone":"ViT-B"}. This record does not assert independent reproduction.

### CLIP4STR-L

Word Accuracy: 94. Result ID: 69941c703a6c3148491b2226.

[Reporting paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Implementation](<https://github.com/VamosC/CLIP4STR>)

Recorded evaluation configuration: {"Training Data":"3.3M real samples","Backbone":"ViT-L"}. This record does not assert independent reproduction.

### MPSTR

Word Accuracy: 93.9. Result ID: 69941c703a6c3148491b2224.

[Reporting paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b61e209131cea74eba.md>)

Recorded evaluation configuration: {"Training Data":"3.3M real samples"}. This record does not assert independent reproduction.

### PARSeq

Word Accuracy: 93.8. Result ID: 69941c703a6c3148491b2223.

[Reporting paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d031e209131cea37551.md>)

[Implementation](<https://github.com/baudm/parseq>)

Recorded evaluation configuration: {"Training Data":"3.3M real samples"}. This record does not assert independent reproduction.

### CLIP4STR-L

Word Accuracy: 93.5. Result ID: 69941c703a6c3148491b222b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Implementation](<https://github.com/VamosC/CLIP4STR>)

Recorded evaluation configuration: {"Training Data":"3.3M real samples","Backbone":"ViT-L"}. This record does not assert independent reproduction.

### CLIP4STR-B

Word Accuracy: 93.3. Result ID: 69941c703a6c3148491b222a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Implementation](<https://github.com/VamosC/CLIP4STR>)

Recorded evaluation configuration: {"Training Data":"3.3M real samples","Backbone":"ViT-B"}. This record does not assert independent reproduction.

### ABINet

Word Accuracy: 93.2. Result ID: 69941c703a6c3148491b2222.

[Reporting paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

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

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

Recorded evaluation configuration: {"Training Data":"3.3M real samples"}. This record does not assert independent reproduction.

### MPSTR

Word Accuracy: 92.7. Result ID: 69941c703a6c3148491b2229.

[Reporting paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77b61e209131cea74eba.md>)

Recorded evaluation configuration: {"Training Data":"3.3M real samples"}. This record does not assert independent reproduction.

### PARSeq

Word Accuracy: 92.6. Result ID: 69941c703a6c3148491b2228.

[Reporting paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d031e209131cea37551.md>)

[Implementation](<https://github.com/baudm/parseq>)

Recorded evaluation configuration: {"Training Data":"3.3M real samples"}. This record does not assert independent reproduction.

### ABINet

Word Accuracy: 91.4. Result ID: 69941c703a6c3148491b2227.

[Reporting paper](<https://www.sota2.com/research/paper/68fa765f1e209131cea6cb50.md>)

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

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

Recorded evaluation configuration: {"Training Data":"3.3M real samples"}. This record does not assert independent reproduction.

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