# QR code scanning on 100 generated aesthetic QR codes 5 (test)

Source: [QR code scanning on 100 generated aesthetic QR codes 5 (test)](<https://www.sota2.com/research/sota/qr-code-scanning-on-100-generated-aesthetic-qr-codes-5-test>)

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

Data updated: 2026-02-26T05:29:29.772Z

Evaluation of models performing QR code scanning on the '100 generated aesthetic QR codes 5' test set, measured by 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 | QR code scanning |
| Dataset (including any stated split) | 100 generated aesthetic QR codes 5 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 36 of 36 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/qr-code-scanning-on-100-generated-aesthetic-qr-codes-5-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 100 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 96 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 96 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 96 | Not recorded | 68fa72821e209131cea56e4b |
| SELR | 96 | Not recorded | 68fa72821e209131cea56e4b |

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d991d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"Scanner","QR code size":"(3cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d991e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"Scanner","QR code size":"(3cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d991f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"Scanner","QR code size":"(5cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9920.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"Scanner","QR code size":"(5cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9921.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"Scanner","QR code size":"(7cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9922.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"Scanner","QR code size":"(7cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9923.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"TikTok","QR code size":"(3cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9924.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"TikTok","QR code size":"(3cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9925.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"TikTok","QR code size":"(5cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9926.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"TikTok","QR code size":"(5cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9927.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"TikTok","QR code size":"(7cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9928.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"TikTok","QR code size":"(7cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9929.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"WeChat","QR code size":"(3cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d992a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"WeChat","QR code size":"(3cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d992b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"WeChat","QR code size":"(5cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d992c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"WeChat","QR code size":"(5cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d992f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"Scanner","QR code size":"(3cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9930.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"Scanner","QR code size":"(3cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9931.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"Scanner","QR code size":"(5cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9932.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"Scanner","QR code size":"(5cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9933.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"Scanner","QR code size":"(7cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9934.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"Scanner","QR code size":"(7cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9935.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"TikTok","QR code size":"(3cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9936.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"TikTok","QR code size":"(3cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9937.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"TikTok","QR code size":"(5cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9938.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"TikTok","QR code size":"(5cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9939.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"TikTok","QR code size":"(7cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d993a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"TikTok","QR code size":"(7cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d993b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"WeChat","QR code size":"(3cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d993c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"WeChat","QR code size":"(3cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d993e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"WeChat","QR code size":"(5cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 100. Result ID: 69923f0d3a6c3148490d9940.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"WeChat","QR code size":"(7cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 96. Result ID: 69923f0d3a6c3148490d992d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"WeChat","QR code size":"(7cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 96. Result ID: 69923f0d3a6c3148490d992e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"iPhone 14Pro","APPS":"WeChat","QR code size":"(7cm)^2","Angle":"90°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 96. Result ID: 69923f0d3a6c3148490d993d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"WeChat","QR code size":"(5cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

### SELR

Accuracy: 96. Result ID: 69923f0d3a6c3148490d993f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72821e209131cea56e4b.md>)

[Implementation](<https://github.com/mulns/Text2QR>)

Recorded evaluation configuration: {"Mobile Phone":"Huawei P40","APPS":"WeChat","QR code size":"(7cm)^2","Angle":"45°"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.