# Optical Character Recognition on Japanese Horizontal

Source: [Optical Character Recognition on Japanese Horizontal](<https://www.sota2.com/research/sota/optical-character-recognition-on-japanese-horizontal>)

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

Data updated: 2026-02-26T05:39:06.346Z

Evaluation of Optical Character Recognition performance on the Japanese Horizontal dataset, measured by Character Error Rate and processing speed (Lines/second).

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 | Optical Character Recognition |
| Dataset (including any stated split) | Japanese Horizontal |
| Metric | Character Error Rate |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 12 of 12 |
| 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

- [Character Error Rate](<https://www.sota2.com/research/sota/optical-character-recognition-on-japanese-horizontal.md?metric=Character%20Error%20Rate>): Lower is better; unit: PERCENT.

- [Lines/second](<https://www.sota2.com/research/sota/optical-character-recognition-on-japanese-horizontal.md?metric=Lines%2Fsecond>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Character Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| EffOCR-C (Base) | 0.6 | Not recorded | 68fa74401e209131cea60891 |
| EffOCR-T (Base) | 0.9 | Not recorded | 68fa74401e209131cea60891 |
| EffOCR-C (Small) | 1 | Not recorded | 68fa74401e209131cea60891 |
| PaddleOCR SVTR | 3.2 | Not recorded | 68fa74401e209131cea60891 |
| Baidu OCR | 6 | Not recorded | 68fa74401e209131cea60891 |
| EasyOCR CRNN | 8.2 | Not recorded | 68fa74401e209131cea60891 |
| PaddleOCR SVTR | 8.5 | Not recorded | 68fa74401e209131cea60891 |
| PaddleOCR SVTR | 9.7 | Not recorded | 68fa74401e209131cea60891 |
| EasyOCR CRNN | 13.2 | Not recorded | 68fa74401e209131cea60891 |
| Google Cloud Vision OCR | 17.3 | Not recorded | 68fa74401e209131cea60891 |
| EasyOCR CRNN | 19.1 | Not recorded | 68fa74401e209131cea60891 |
| Tesseract OCR (Best) | 102.1 | Not recorded | 68fa74401e209131cea60891 |

### EffOCR-C (Base)

Character Error Rate: 0.6. Result ID: 699337683a6c314849147c29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Seq2Seq?":"X","Transformer?":"X","Pretraining":"from scratch","Parameters":"112.5 M"}. This record does not assert independent reproduction.

### EffOCR-T (Base)

Character Error Rate: 0.9. Result ID: 699337683a6c314849147c2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Seq2Seq?":"X","Transformer?":"✓","Pretraining":"from scratch","Parameters":"101.8 M"}. This record does not assert independent reproduction.

### EffOCR-C (Small)

Character Error Rate: 1. Result ID: 699337683a6c314849147c2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Seq2Seq?":"X","Transformer?":"X","Pretraining":"from scratch","Parameters":"9.3 M"}. This record does not assert independent reproduction.

### PaddleOCR SVTR

Character Error Rate: 3.2. Result ID: 699337683a6c314849147c33.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

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

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

Recorded evaluation configuration: {"Seq2Seq?":"X","Transformer?":"X","Pretraining":"fine-tuned","Parameters":"11 M"}. This record does not assert independent reproduction.

### Baidu OCR

Character Error Rate: 6. Result ID: 699337683a6c314849147c2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Seq2Seq?":"?","Transformer?":"?","Pretraining":"off-the-shelf","Parameters":"?"}. This record does not assert independent reproduction.

### EasyOCR CRNN

Character Error Rate: 8.2. Result ID: 699337683a6c314849147c30.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62011e209131ce9f725d.md>)

Recorded evaluation configuration: {"Pretraining":"fine-tuned","Parameters":"3.8 M"}. This record does not assert independent reproduction.

### PaddleOCR SVTR

Character Error Rate: 8.5. Result ID: 699337683a6c314849147c32.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

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

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

Recorded evaluation configuration: {"Seq2Seq?":"X","Transformer?":"X","Pretraining":"off-the-shelf","Parameters":"11 M"}. This record does not assert independent reproduction.

### PaddleOCR SVTR

Character Error Rate: 9.7. Result ID: 699337683a6c314849147c34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

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

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

Recorded evaluation configuration: {"Seq2Seq?":"X","Transformer?":"X","Pretraining":"from scratch","Parameters":"11 M"}. This record does not assert independent reproduction.

### EasyOCR CRNN

Character Error Rate: 13.2. Result ID: 699337683a6c314849147c31.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62011e209131ce9f725d.md>)

Recorded evaluation configuration: {"Pretraining":"from scratch","Parameters":"3.8 M"}. This record does not assert independent reproduction.

### Google Cloud Vision OCR

Character Error Rate: 17.3. Result ID: 699337683a6c314849147c2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Seq2Seq?":"?","Transformer?":"?","Pretraining":"off-the-shelf","Parameters":"?"}. This record does not assert independent reproduction.

### EasyOCR CRNN

Character Error Rate: 19.1. Result ID: 699337683a6c314849147c2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62011e209131ce9f725d.md>)

Recorded evaluation configuration: {"Pretraining":"off-the-shelf","Parameters":"3.8 M"}. This record does not assert independent reproduction.

### Tesseract OCR (Best)

Character Error Rate: 102.1. Result ID: 699337683a6c314849147c2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74401e209131cea60891.md>)

Recorded evaluation configuration: {"Seq2Seq?":"X","Pretraining":"off-the-shelf","Parameters":"1.4 M"}. This record does not assert independent reproduction.

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