# GUI Grounding on Screenspot Mobile

Source: [GUI Grounding on Screenspot Mobile](<https://www.sota2.com/research/sota/gui-grounding-on-screenspot-mobile>)

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

Data updated: 2026-05-19T09:00:01.476Z

Evaluation of GUI Grounding performance specifically on the mobile subset of the Screenspot dataset, reporting accuracy for text and icon elements.

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 | GUI Grounding |
| Dataset (including any stated split) | Screenspot Mobile |
| Metric | Text Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Text Accuracy](<https://www.sota2.com/research/sota/gui-grounding-on-screenspot-mobile.md?metric=Text%20Accuracy>): Higher is better; unit: PERCENT.

- [Icon Accuracy](<https://www.sota2.com/research/sota/gui-grounding-on-screenspot-mobile.md?metric=Icon%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Text Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SE-GA | 96.3 | Not recorded | 6a0beeb5dbc836b87d82c545 |
| Aguvis | 95.6 | Not recorded | 6a0beeb5dbc836b87d82c545 |
| Qwen2.5VL | 95 | Not recorded | 6a0beeb5dbc836b87d82c545 |
| UI-TARS | 94.9 | Not recorded | 6a0beeb5dbc836b87d82c545 |
| OmniParser | 93.9 | Not recorded | 68fa75e41e209131cea6a7f9 |
| OS-Atlas | 93 | Not recorded | 6a0beeb5dbc836b87d82c545 |
| ShowUI | 92.3 | Not recorded | 68fa75e41e209131cea6a7f9 |
| Aria-UI | 92.3 | Not recorded | 6a0beeb5dbc836b87d82c545 |
| ShowUI-G | 91.6 | Not recorded | 68fa75e41e209131cea6a7f9 |
| Qwen2.5VL | 84.6 | Not recorded | 6a0beeb5dbc836b87d82c545 |
| UGround | 82.8 | Not recorded | 68fa75e41e209131cea6a7f9 |
| UGround | 82.8 | Not recorded | 6a0beeb5dbc836b87d82c545 |
| SeeClick | 78 | Not recorded | 68fa75e41e209131cea6a7f9 |
| SeeClick | 78 | Not recorded | 6a0beeb5dbc836b87d82c545 |
| CogAgent | 67 | Not recorded | 68fa75e41e209131cea6a7f9 |
| Fuyu | 41 | Not recorded | 68fa75e41e209131cea6a7f9 |
| Qwen2-VL-2B | 24.2 | Not recorded | 68fa75e41e209131cea6a7f9 |
| GPT-4o | 20.2 | Not recorded | 6a0beeb5dbc836b87d82c545 |

### SE-GA

Text Accuracy: 96.3. Result ID: 6a0c2686fbc373592c025ffc.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeb5dbc836b87d82c545.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beeb5dbc836b87d82c545.md>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### Aguvis

Text Accuracy: 95.6. Result ID: 6a0c2686fbc373592c025ffb.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeb5dbc836b87d82c545.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78581e209131cea77d9c.md>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### Qwen2.5VL

Text Accuracy: 95. Result ID: 6a0c2686fbc373592c025ff5.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeb5dbc836b87d82c545.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Model Size":"72B"}. This record does not assert independent reproduction.

### UI-TARS

Text Accuracy: 94.9. Result ID: 6a0c2686fbc373592c025ff4.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeb5dbc836b87d82c545.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b1a1e209131cea86959.md>)

Recorded evaluation configuration: {"Model Size":"72B"}. This record does not assert independent reproduction.

### OmniParser

Text Accuracy: 93.9. Result ID: 6993eab33a6c3148491975b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e41e209131cea6a7f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa744e1e209131cea60edb.md>)

Recorded evaluation configuration: {"Backbone":"GPT-4V","Zero-shot":true}. This record does not assert independent reproduction.

### OS-Atlas

Text Accuracy: 93. Result ID: 6a0c2686fbc373592c025ffa.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeb5dbc836b87d82c545.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75791e209131cea68351.md>)

[Implementation](<https://osatlas.github.io/>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### ShowUI

Text Accuracy: 92.3. Result ID: 6993eab33a6c3148491975bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e41e209131cea6a7f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e41e209131cea6a7f9.md>)

[Implementation](<https://github.com/showlab/ShowUI>)

Recorded evaluation configuration: {"Size":"2B","#Train":"256K","Zero-shot":true}. This record does not assert independent reproduction.

### Aria-UI

Text Accuracy: 92.3. Result ID: 6a0c2686fbc373592c025ff6.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeb5dbc836b87d82c545.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ef1e209131cea80184.md>)

[Implementation](<https://ariaui.github.io/>)

Recorded evaluation configuration: {"Model Size":"23B"}. This record does not assert independent reproduction.

### ShowUI-G

Text Accuracy: 91.6. Result ID: 6993eab33a6c3148491975ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e41e209131cea6a7f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75e41e209131cea6a7f9.md>)

[Implementation](<https://github.com/showlab/ShowUI>)

Recorded evaluation configuration: {"Size":"2B","#Train":"119K","Zero-shot":true,"Training Mode":"Grounding data only"}. This record does not assert independent reproduction.

### Qwen2.5VL

Text Accuracy: 84.6. Result ID: 6a0c2686fbc373592c025ff8.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeb5dbc836b87d82c545.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa773a1e209131cea71d3c.md>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### UGround

Text Accuracy: 82.8. Result ID: 6993eab33a6c3148491975b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e41e209131cea6a7f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79851e209131cea7dfab.md>)

[Implementation](<https://osu-nlp-group.github.io/UGround/>)

Recorded evaluation configuration: {"Size":"7B","#Train":"1.3M","Zero-shot":true}. This record does not assert independent reproduction.

### UGround

Text Accuracy: 82.8. Result ID: 6a0c2686fbc373592c025ff9.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeb5dbc836b87d82c545.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bde1e209131cea8ae56.md>)

Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction.

### SeeClick

Text Accuracy: 78. Result ID: 6993eab33a6c3148491975b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e41e209131cea6a7f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72441e209131cea55627.md>)

[Implementation](<https://github.com/njucckevin/SeeClick>)

Recorded evaluation configuration: {"Size":"9.6B","#Train":"364K","Zero-shot":true}. This record does not assert independent reproduction.

### SeeClick

Text Accuracy: 78. Result ID: 6a0c2686fbc373592c025ff7.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeb5dbc836b87d82c545.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72441e209131cea55627.md>)

[Implementation](<https://github.com/njucckevin/SeeClick>)

Recorded evaluation configuration: {"Model Size":"9.6B"}. This record does not assert independent reproduction.

### CogAgent

Text Accuracy: 67. Result ID: 6993eab33a6c3148491975b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e41e209131cea6a7f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76711e209131cea6d06f.md>)

[Implementation](<https://github.com/THUDM/CogVLM>)

Recorded evaluation configuration: {"Size":"18B","#Train":"400K","Zero-shot":true}. This record does not assert independent reproduction.

### Fuyu

Text Accuracy: 41. Result ID: 6993eab33a6c3148491975b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e41e209131cea6a7f9.md>)

Recorded evaluation configuration: {"Size":"8B","Zero-shot":true}. This record does not assert independent reproduction.

### Qwen2-VL-2B

Text Accuracy: 24.2. Result ID: 6993eab33a6c3148491975b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75e41e209131cea6a7f9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea65976.md>)

[Implementation](<https://github.com/QwenLM/Qwen2-VL>)

Recorded evaluation configuration: {"Size":"2B","Zero-shot":true}. This record does not assert independent reproduction.

### GPT-4o

Text Accuracy: 20.2. Result ID: 6a0c2686fbc373592c025ff3.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeb5dbc836b87d82c545.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75681e209131cea67a98.md>)

Recorded evaluation configuration: {"Model Size":"-"}. This record does not assert independent reproduction.

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