# Scene Text Detection on MSRA-TD500

Source: [Scene Text Detection on MSRA-TD500](<https://www.sota2.com/research/sota/scene-text-detection-on-msra-td500>)

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

Data updated: 2026-02-26T05:58:24.525Z

Evaluation of Scene Text Detection performance on the MSRA-TD500 dataset, measured using Precision, Recall, and F-measure.

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 Detection |
| Dataset (including any stated split) | MSRA-TD500 |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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

- [Precision](<https://www.sota2.com/research/sota/scene-text-detection-on-msra-td500.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/scene-text-detection-on-msra-td500.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F-measure](<https://www.sota2.com/research/sota/scene-text-detection-on-msra-td500.md?metric=F-measure>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| MixNet | 92.3 | Not recorded | 68fa70781e209131cea4b4aa |
| FAST-B-736 | 92.1 | Not recorded | 68fa6e571e209131cea3f272 |
| FAST | 92.1 | Not recorded | 68fa70781e209131cea4b4aa |
| FAST-S-736 | 91.6 | Not recorded | 68fa6e571e209131cea3f272 |
| DB | 91.5 | Not recorded | 68fa6e571e209131cea3f272 |
| DB++ | 91.5 | Not recorded | 68fa6e571e209131cea3f272 |
| DB | 91.5 | Not recorded | 68fa70781e209131cea4b4aa |
| DB++ | 91.5 | Not recorded | 68fa70781e209131cea4b4aa |
| FAST-T-512 | 91.1 | Not recorded | 68fa6e571e209131cea3f272 |
| MixNet | 90.7 | Not recorded | 68fa70781e209131cea4b4aa |
| ReLaText | 90.5 | Not recorded | 68fa6e571e209131cea3f272 |
| DB | 90.4 | Not recorded | 68fa6e571e209131cea3f272 |
| SBD | 89.6 | Not recorded | 68fa6e571e209131cea3f272 |
| CRAFT | 88.2 | Not recorded | 68fa6e571e209131cea3f272 |
| CRAFT | 88.2 | Not recorded | 68fa70781e209131cea4b4aa |
| FAST-T-736 | 88.1 | Not recorded | 68fa6e571e209131cea3f272 |
| DRRG | 88 | Not recorded | 68fa6e571e209131cea3f272 |
| DB++ | 87.9 | Not recorded | 68fa6e571e209131cea3f272 |
| Corner | 87.6 | Not recorded | 68fa6e571e209131cea3f272 |
| TextField | 87.4 | Not recorded | 68fa6e571e209131cea3f272 |
| EAST | 87.3 | Not recorded | 68fa6e571e209131cea3f272 |
| ABPNet | 86.6 | Not recorded | 68fa6e571e209131cea3f272 |
| PAN++ | 85.3 | Not recorded | 68fa6e571e209131cea3f272 |
| PAN | 84.4 | Not recorded | 68fa6e571e209131cea3f272 |
| PAN | 84.4 | Not recorded | 68fa70781e209131cea4b4aa |
| SAE | 84.2 | Not recorded | 68fa6e571e209131cea3f272 |
| TextSnake | 83.2 | Not recorded | 68fa6e571e209131cea3f272 |
| PixelLink | 83 | Not recorded | 68fa6e571e209131cea3f272 |

### MixNet

Precision: 92.3. Result ID: 699143493a6c31484906e20b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70781e209131cea4b4aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70781e209131cea4b4aa.md>)

Recorded evaluation configuration: {"Backbone":"FSNet\_S"}. This record does not assert independent reproduction.

### FAST-B-736

Precision: 92.1. Result ID: 69900dc43a6c314849fdc83e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Implementation](<https://github.com/czczup/FAST>)

Recorded evaluation configuration: {"Backbone":"TextNet-B","External Data":true,"Shorter Side":"736","FPS":"56.8"}. This record does not assert independent reproduction.

### FAST

Precision: 92.1. Result ID: 699143493a6c31484906e20a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70781e209131cea4b4aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Implementation](<https://github.com/czczup/FAST>)

Recorded evaluation configuration: {"Backbone":"NAS-based"}. This record does not assert independent reproduction.

### FAST-S-736

Precision: 91.6. Result ID: 69900dc43a6c314849fdc83d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Implementation](<https://github.com/czczup/FAST>)

Recorded evaluation configuration: {"Backbone":"TextNet-S","External Data":true,"Shorter Side":"736","FPS":"72.0"}. This record does not assert independent reproduction.

### DB

Precision: 91.5. Result ID: 69900dc43a6c314849fdc838.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea125a2.md>)

[Implementation](<https://github.com/MhLiao/DB>)

Recorded evaluation configuration: {"Backbone":"ResNet50","External Data":true,"FPS":"32.0"}. This record does not assert independent reproduction.

### DB++

Precision: 91.5. Result ID: 69900dc43a6c314849fdc83a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd51e209131cea30716.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","External Data":true,"FPS":"29.0"}. This record does not assert independent reproduction.

### DB

Precision: 91.5. Result ID: 699143493a6c31484906e208.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70781e209131cea4b4aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea125a2.md>)

[Implementation](<https://github.com/MhLiao/DB>)

Recorded evaluation configuration: {"Backbone":"ResNet50-DCN"}. This record does not assert independent reproduction.

### DB++

Precision: 91.5. Result ID: 699143493a6c31484906e209.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70781e209131cea4b4aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd51e209131cea30716.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50-DCN"}. This record does not assert independent reproduction.

### FAST-T-512

Precision: 91.1. Result ID: 69900dc43a6c314849fdc83b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Implementation](<https://github.com/czczup/FAST>)

Recorded evaluation configuration: {"Backbone":"TextNet-T","External Data":true,"Shorter Side":"512","FPS":"137.2"}. This record does not assert independent reproduction.

### MixNet

Precision: 90.7. Result ID: 699143493a6c31484906e20c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70781e209131cea4b4aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70781e209131cea4b4aa.md>)

Recorded evaluation configuration: {"Backbone":"FSNet\_M"}. This record does not assert independent reproduction.

### ReLaText

Precision: 90.5. Result ID: 69900dc43a6c314849fdc833.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67341e209131cea14b8b.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","External Data":false,"FPS":"8.3"}. This record does not assert independent reproduction.

### DB

Precision: 90.4. Result ID: 69900dc43a6c314849fdc837.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cb1e209131cea125a2.md>)

[Implementation](<https://github.com/MhLiao/DB>)

Recorded evaluation configuration: {"Backbone":"ResNet18","External Data":true,"FPS":"62.0"}. This record does not assert independent reproduction.

### SBD

Precision: 89.6. Result ID: 69900dc43a6c314849fdc830.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa661f1e209131cea0e7b6.md>)

[Implementation](<https://github.com/Yuliang-Liu/Box_Discretization_Network>)

Recorded evaluation configuration: {"Backbone":"ResNet50","External Data":false,"FPS":"3.2"}. This record does not assert independent reproduction.

### CRAFT

Precision: 88.2. Result ID: 69900dc43a6c314849fdc82e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65891e209131cea0ae91.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","External Data":true,"FPS":"8.6"}. This record does not assert independent reproduction.

### CRAFT

Precision: 88.2. Result ID: 699143493a6c31484906e206.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70781e209131cea4b4aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65891e209131cea0ae91.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction.

### FAST-T-736

Precision: 88.1. Result ID: 69900dc43a6c314849fdc83c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Implementation](<https://github.com/czczup/FAST>)

Recorded evaluation configuration: {"Backbone":"TextNet-T","External Data":true,"Shorter Side":"736","FPS":"79.6"}. This record does not assert independent reproduction.

### DRRG

Precision: 88. Result ID: 69900dc43a6c314849fdc831.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68451e209131cea1aee2.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","External Data":false}. This record does not assert independent reproduction.

### DB++

Precision: 87.9. Result ID: 69900dc43a6c314849fdc839.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd51e209131cea30716.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18","External Data":false,"FPS":"55.0"}. This record does not assert independent reproduction.

### Corner

Precision: 87.6. Result ID: 69900dc43a6c314849fdc82d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64151e209131cea02a9f.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","External Data":true,"FPS":"5.7"}. This record does not assert independent reproduction.

### TextField

Precision: 87.4. Result ID: 69900dc43a6c314849fdc82c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa667b1e209131cea1082b.md>)

[Implementation](<https://github.com/YukangWang/TextField>)

Recorded evaluation configuration: {"Backbone":"VGG16","External Data":false,"FPS":"5.2"}. This record does not assert independent reproduction.

### EAST

Precision: 87.3. Result ID: 69900dc43a6c314849fdc834.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63831e209131ce9ff175.md>)

Recorded evaluation configuration: {"Backbone":"PVANet","External Data":false,"FPS":"13.2"}. This record does not assert independent reproduction.

### ABPNet

Precision: 86.6. Result ID: 69900dc43a6c314849fdc832.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28f87.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","External Data":true,"FPS":"12.3"}. This record does not assert independent reproduction.

### PAN++

Precision: 85.3. Result ID: 69900dc43a6c314849fdc836.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a721e209131cea282cb.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18","External Data":true,"FPS":"32.5"}. This record does not assert independent reproduction.

### PAN

Precision: 84.4. Result ID: 69900dc43a6c314849fdc835.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68181e209131cea1a2e7.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18","External Data":true,"FPS":"30.2"}. This record does not assert independent reproduction.

### PAN

Precision: 84.4. Result ID: 699143493a6c31484906e207.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70781e209131cea4b4aa.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68181e209131cea1a2e7.md>)

Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction.

### SAE

Precision: 84.2. Result ID: 69900dc43a6c314849fdc82f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

Recorded evaluation configuration: {"Backbone":"ResNet50","External Data":true,"FPS":"3.0"}. This record does not assert independent reproduction.

### TextSnake

Precision: 83.2. Result ID: 69900dc43a6c314849fdc82b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68281e209131cea1a5bc.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","External Data":true,"FPS":"1.1"}. This record does not assert independent reproduction.

### PixelLink

Precision: 83. Result ID: 69900dc43a6c314849fdc82a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e571e209131cea3f272.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63ea1e209131cea01708.md>)

Recorded evaluation configuration: {"Backbone":"VGG16","External Data":true,"FPS":"3.0"}. This record does not assert independent reproduction.

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