# Scene Text Detection on COCO-Text ICDAR2017 Robust Reading Challenge V1.4 (test)

Source: [Scene Text Detection on COCO-Text ICDAR2017 Robust Reading Challenge V1.4 (test)](<https://www.sota2.com/research/sota/scene-text-detection-on-coco-text-icdar2017-robust-reading-challenge-v1-4-test>)

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

Data updated: 2026-02-26T05:58:13.244Z

Evaluation of Scene Text Detection performance on the test split of the COCO-Text ICDAR2017 Robust Reading Challenge V1.4 dataset, measured by 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) | COCO-Text ICDAR2017 Robust Reading Challenge V1.4 (test) |
| Metric | Precision |
| 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

- [Precision](<https://www.sota2.com/research/sota/scene-text-detection-on-coco-text-icdar2017-robust-reading-challenge-v1-4-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/scene-text-detection-on-coco-text-icdar2017-robust-reading-challenge-v1-4-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F-measure](<https://www.sota2.com/research/sota/scene-text-detection-on-coco-text-icdar2017-robust-reading-challenge-v1-4-test.md?metric=F-measure>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| ours | 72.5 | Not recorded | 68fa64151e209131cea02a9f |
| ours | 62.9 | Not recorded | 68fa64151e209131cea02a9f |
| TDN\_SJTU\_v2 | 62.4 | Not recorded | 68fa64151e209131cea02a9f |
| Text\_Detection\_DL | 60.1 | Not recorded | 68fa64151e209131cea02a9f |
| UM | 47.6 | Not recorded | 68fa64151e209131cea02a9f |
| ours | 40 | Not recorded | 68fa64151e209131cea02a9f |
| ours | 35.1 | Not recorded | 68fa64151e209131cea02a9f |
| TDN\_SJTU\_v2 | 31.8 | Not recorded | 68fa64151e209131cea02a9f |
| Text\_Detection\_DL | 25.2 | Not recorded | 68fa64151e209131cea02a9f |
| UM | 22.7 | Not recorded | 68fa64151e209131cea02a9f |

### ours

Precision: 72.5. Result ID: 698c0c09f729bc7f68e7fd92.

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

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

Recorded evaluation configuration: {"IoU Threshold":0.5,"multi-scale":false,"Test image size":"768x768"}. This record does not assert independent reproduction.

### ours

Precision: 62.9. Result ID: 698c0c09f729bc7f68e7fd93.

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

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

Recorded evaluation configuration: {"IoU Threshold":0.5,"multi-scale":true,"Test image size":"768x768"}. This record does not assert independent reproduction.

### TDN\_SJTU\_v2

Precision: 62.4. Result ID: 698c0c09f729bc7f68e7fd90.

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

Recorded evaluation configuration: {"IoU Threshold":0.5,"Test image size":"768x768"}. This record does not assert independent reproduction.

### Text\_Detection\_DL

Precision: 60.1. Result ID: 698c0c09f729bc7f68e7fd91.

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

Recorded evaluation configuration: {"IoU Threshold":0.5,"Test image size":"768x768"}. This record does not assert independent reproduction.

### UM

Precision: 47.6. Result ID: 698c0c09f729bc7f68e7fd8f.

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

Recorded evaluation configuration: {"IoU Threshold":0.5,"Test image size":"768x768"}. This record does not assert independent reproduction.

### ours

Precision: 40. Result ID: 698c0c09f729bc7f68e7fd97.

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

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

Recorded evaluation configuration: {"IoU Threshold":0.75,"multi-scale":false,"Test image size":"768x768"}. This record does not assert independent reproduction.

### ours

Precision: 35.1. Result ID: 698c0c09f729bc7f68e7fd98.

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

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

Recorded evaluation configuration: {"IoU Threshold":0.75,"multi-scale":true,"Test image size":"768x768"}. This record does not assert independent reproduction.

### TDN\_SJTU\_v2

Precision: 31.8. Result ID: 698c0c09f729bc7f68e7fd96.

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

Recorded evaluation configuration: {"IoU Threshold":0.75,"Test image size":"768x768"}. This record does not assert independent reproduction.

### Text\_Detection\_DL

Precision: 25.2. Result ID: 698c0c09f729bc7f68e7fd94.

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

Recorded evaluation configuration: {"IoU Threshold":0.75,"Test image size":"768x768"}. This record does not assert independent reproduction.

### UM

Precision: 22.7. Result ID: 698c0c09f729bc7f68e7fd95.

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

Recorded evaluation configuration: {"IoU Threshold":0.75,"Test image size":"768x768"}. This record does not assert independent reproduction.

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