# GUI Visual Grounding on ScreenSpot Standard Setting 1.0

Source: [GUI Visual Grounding on ScreenSpot Standard Setting 1.0](<https://www.sota2.com/research/sota/gui-visual-grounding-on-screenspot-standard-setting-1-0>)

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

Data updated: 2026-02-26T05:34:20.339Z

Evaluation of GUI Visual Grounding performance on the ScreenSpot Standard Setting 1.0 dataset, reporting platform-specific accuracy (Mobile, Desktop, Web) for text and icon/widget grounding.

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 Visual Grounding |
| Dataset (including any stated split) | ScreenSpot Standard Setting 1.0 |
| Metric | Accuracy (Mobile, Text) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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 (Mobile, Text)](<https://www.sota2.com/research/sota/gui-visual-grounding-on-screenspot-standard-setting-1-0.md?metric=Accuracy%20(Mobile%2C%20Text)>): Higher is better; unit: PERCENT.

- [Accuracy (Mobile, Icon/Widget)](<https://www.sota2.com/research/sota/gui-visual-grounding-on-screenspot-standard-setting-1-0.md?metric=Accuracy%20(Mobile%2C%20Icon%2FWidget)>): Higher is better; unit: PERCENT.

- [Accuracy (Desktop, Text)](<https://www.sota2.com/research/sota/gui-visual-grounding-on-screenspot-standard-setting-1-0.md?metric=Accuracy%20(Desktop%2C%20Text)>): Higher is better; unit: PERCENT.

- [Accuracy (Desktop, Icon/Widget)](<https://www.sota2.com/research/sota/gui-visual-grounding-on-screenspot-standard-setting-1-0.md?metric=Accuracy%20(Desktop%2C%20Icon%2FWidget)>): Higher is better; unit: PERCENT.

- [Accuracy (Web, Text)](<https://www.sota2.com/research/sota/gui-visual-grounding-on-screenspot-standard-setting-1-0.md?metric=Accuracy%20(Web%2C%20Text)>): Higher is better; unit: PERCENT.

- [Accuracy (Web, Icon/Widget)](<https://www.sota2.com/research/sota/gui-visual-grounding-on-screenspot-standard-setting-1-0.md?metric=Accuracy%20(Web%2C%20Icon%2FWidget)>): Higher is better; unit: PERCENT.

- [Average Accuracy](<https://www.sota2.com/research/sota/gui-visual-grounding-on-screenspot-standard-setting-1-0.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy (Mobile, Text) | Result date | Report paper |
| --- | --- | --- | --- |
| UGround-V1-72B | 94.1 | Not recorded | 68fa79851e209131cea7dfab |
| UGround-V1-7B | 93 | Not recorded | 68fa79851e209131cea7dfab |
| Aria-UI | 92.3 | Not recorded | 68fa79ef1e209131cea80184 |
| UGround-V1-2B | 89.4 | Not recorded | 68fa79851e209131cea7dfab |
| UGround | 82.8 | Not recorded | 68fa79851e209131cea7dfab |
| UGround | 82.8 | Not recorded | 68fa79ef1e209131cea80184 |
| SeeClick | 78 | Not recorded | 68fa79851e209131cea7dfab |
| SeeClick | 78 | Not recorded | 68fa79ef1e209131cea80184 |
| Qwen2-VL | 75.5 | Not recorded | 68fa79ef1e209131cea80184 |
| CogAgent | 67 | Not recorded | 68fa79851e209131cea7dfab |
| CogAgent | 67 | Not recorded | 68fa79ef1e209131cea80184 |
| GPT-4 | 22.6 | Not recorded | 68fa79851e209131cea7dfab |
| GPT-4 | 22.6 | Not recorded | 68fa79ef1e209131cea80184 |
| GPT-4o | 20.2 | Not recorded | 68fa79851e209131cea7dfab |
| GPT-4o | 20.2 | Not recorded | 68fa79ef1e209131cea80184 |

### UGround-V1-72B

Accuracy (Mobile, Text): 94.1. Result ID: 698b51ee8d67a41d0a6d0f4b.

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

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

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

Recorded evaluation configuration: {"Model Size":"72B","Base Model":"Qwen2-VL"}. This record does not assert independent reproduction.

### UGround-V1-7B

Accuracy (Mobile, Text): 93. Result ID: 698b51ee8d67a41d0a6d0f4a.

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

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

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

Recorded evaluation configuration: {"Model Size":"7B","Base Model":"Qwen2-VL"}. This record does not assert independent reproduction.

### Aria-UI

Accuracy (Mobile, Text): 92.3. Result ID: 698c556137894ef7d9cd9662.

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

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

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

Recorded evaluation configuration: {"Input Resolution":"3920x2940"}. This record does not assert independent reproduction.

### UGround-V1-2B

Accuracy (Mobile, Text): 89.4. Result ID: 698b51ee8d67a41d0a6d0f49.

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

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

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

Recorded evaluation configuration: {"Model Size":"2B","Base Model":"Qwen2-VL"}. This record does not assert independent reproduction.

### UGround

Accuracy (Mobile, Text): 82.8. Result ID: 698b51ee8d67a41d0a6d0f48.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### UGround

Accuracy (Mobile, Text): 82.8. Result ID: 698c556137894ef7d9cd9661.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SeeClick

Accuracy (Mobile, Text): 78. Result ID: 698b51ee8d67a41d0a6d0f47.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SeeClick

Accuracy (Mobile, Text): 78. Result ID: 698c556137894ef7d9cd965f.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Qwen2-VL

Accuracy (Mobile, Text): 75.5. Result ID: 698c556137894ef7d9cd9660.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CogAgent

Accuracy (Mobile, Text): 67. Result ID: 698b51ee8d67a41d0a6d0f46.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CogAgent

Accuracy (Mobile, Text): 67. Result ID: 698c556137894ef7d9cd965e.

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

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPT-4

Accuracy (Mobile, Text): 22.6. Result ID: 698b51ee8d67a41d0a6d0f44.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa77d61e209131cea757ec.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPT-4

Accuracy (Mobile, Text): 22.6. Result ID: 698c556137894ef7d9cd965c.

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPT-4o

Accuracy (Mobile, Text): 20.2. Result ID: 698b51ee8d67a41d0a6d0f45.

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GPT-4o

Accuracy (Mobile, Text): 20.2. Result ID: 698c556137894ef7d9cd965d.

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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