# Handwriting Recognition on IAM Single Line (test)

Source: [Handwriting Recognition on IAM Single Line (test)](<https://www.sota2.com/research/sota/handwriting-recognition-on-iam-single-line-test>)

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

Data updated: 2026-02-26T05:52:25.366Z

Evaluation of Handwriting Recognition performance on the test split of the IAM Single Line dataset, measured by Character Error Rate (CER) with and without Language Model constraints.

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 | Handwriting Recognition |
| Dataset (including any stated split) | IAM Single Line (test) |
| Metric | Mean Test CER (w/o LM) |
| Unit | PERCENT |
| Direction | Lower 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

- [Mean Test CER (w/o LM)](<https://www.sota2.com/research/sota/handwriting-recognition-on-iam-single-line-test.md?metric=Mean%20Test%20CER%20(w%2Fo%20LM)>): Lower is better; unit: PERCENT.

- [Corpus CER (w/o LM)](<https://www.sota2.com/research/sota/handwriting-recognition-on-iam-single-line-test.md?metric=Corpus%20CER%20(w%2Fo%20LM)>): Lower is better; unit: PERCENT.

- [Mean Test CER (w/ LM)](<https://www.sota2.com/research/sota/handwriting-recognition-on-iam-single-line-test.md?metric=Mean%20Test%20CER%20(w%2F%20LM)>): Lower is better; unit: PERCENT.

- [Corpus CER (w/ LM)](<https://www.sota2.com/research/sota/handwriting-recognition-on-iam-single-line-test.md?metric=Corpus%20CER%20(w%2F%20LM)>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Mean Test CER (w/o LM) | Result date | Report paper |
| --- | --- | --- | --- |
| Kang et al. | 4.7 | Not recorded | 68fa6cd71e209131cea36299 |
| Puigcerver | 5.8 | Not recorded | 68fa6cd71e209131cea36299 |
| Wigington et al. | 6.4 | Not recorded | 68fa6cd71e209131cea36299 |
| Wang et al. | 6.4 | Not recorded | 68fa6cd71e209131cea36299 |
| FPHR+Aug | 6.5 | Not recorded | 68fa6cd71e209131cea36299 |

### Kang et al.

Mean Test CER (w/o LM): 4.7. Result ID: 698f42783a6c314849f78507.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea36299.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67941e209131cea17299.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Puigcerver

Mean Test CER (w/o LM): 5.8. Result ID: 698f42783a6c314849f78504.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea36299.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Wigington et al.

Mean Test CER (w/o LM): 6.4. Result ID: 698f42783a6c314849f78505.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea36299.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Wang et al.

Mean Test CER (w/o LM): 6.4. Result ID: 698f42783a6c314849f78506.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea36299.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### FPHR+Aug

Mean Test CER (w/o LM): 6.5. Result ID: 698f42783a6c314849f78508.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea36299.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cd71e209131cea36299.md>)

Recorded evaluation configuration: {"Resolution":"~145 dpi","Data Augmentation":true,"Training":"single lines only"}. This record does not assert independent reproduction.

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