# Grounding on UI-Vision

Source: [Grounding on UI-Vision](<https://www.sota2.com/research/sota/grounding-on-ui-vision>)

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

Data updated: 2026-02-26T05:31:22.574Z

Evaluation of Grounding performance on the UI-Vision dataset, measured using 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 | Grounding |
| Dataset (including any stated split) | UI-Vision |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/grounding-on-ui-vision.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| UI-Venus-1.5-30B-A3B | 54.7 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| MAI-UI-32B | 47.1 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| UI-Venus-1.5-8B | 46.5 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| UI-Venus-1.5-2B | 44.8 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| Holo2-30B-A3B | 40.9 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| MAI-UI-8B | 40.7 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| OpenCUA-72B | 37.3 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| UI-Venus-1.0-72B | 36.8 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| Holo2-8B | 35.1 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| OpenCUA-32B | 33.3 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| MAI-UI-2B | 30.3 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| Step-GUI-4B | 30 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| OpenCUA-7B | 29.7 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| UI-Venus-1.0-7B | 26.5 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| Qwen3-VL-30B-A3B | 25.6 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| UI-TARS-1.5-7B | 22.3 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| Qwen3-VL-8B | 21.9 | Not recorded | 698c0ceec97a0b3e3b5e104f |
| Qwen3-VL-2B | 13.1 | Not recorded | 698c0ceec97a0b3e3b5e104f |

### UI-Venus-1.5-30B-A3B

Accuracy: 54.7. Result ID: 699722185698665ec4705c24.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Implementation](<https://github.com/inclusionAI/UI-Venus>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### MAI-UI-32B

Accuracy: 47.1. Result ID: 699722185698665ec4705c21.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69520ae053fdd5c36173d429.md>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### UI-Venus-1.5-8B

Accuracy: 46.5. Result ID: 699722185698665ec4705c23.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Implementation](<https://github.com/inclusionAI/UI-Venus>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### UI-Venus-1.5-2B

Accuracy: 44.8. Result ID: 699722185698665ec4705c22.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Implementation](<https://github.com/inclusionAI/UI-Venus>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### Holo2-30B-A3B

Accuracy: 40.9. Result ID: 699722185698665ec4705c1d.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

Recorded evaluation configuration: {"reproduction":true,"design":"end-to-end"}. This record does not assert independent reproduction.

### MAI-UI-8B

Accuracy: 40.7. Result ID: 699722185698665ec4705c20.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69520ae053fdd5c36173d429.md>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### OpenCUA-72B

Accuracy: 37.3. Result ID: 699722185698665ec4705c18.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be61e209131cea8b2f4.md>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### UI-Venus-1.0-72B

Accuracy: 36.8. Result ID: 699722185698665ec4705c1b.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab01e209131cea849f9.md>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### Holo2-8B

Accuracy: 35.1. Result ID: 699722185698665ec4705c1c.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

Recorded evaluation configuration: {"reproduction":true,"design":"end-to-end"}. This record does not assert independent reproduction.

### OpenCUA-32B

Accuracy: 33.3. Result ID: 699722185698665ec4705c17.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be61e209131cea8b2f4.md>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### MAI-UI-2B

Accuracy: 30.3. Result ID: 699722185698665ec4705c1f.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69520ae053fdd5c36173d429.md>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### Step-GUI-4B

Accuracy: 30. Result ID: 699722185698665ec4705c1e.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69438a9b423ea422657294f6.md>)

[Implementation](<https://github.com/stepfun-ai/gelab-zero>)

Recorded evaluation configuration: {"reproduction":true,"design":"end-to-end"}. This record does not assert independent reproduction.

### OpenCUA-7B

Accuracy: 29.7. Result ID: 699722185698665ec4705c16.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7be61e209131cea8b2f4.md>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### UI-Venus-1.0-7B

Accuracy: 26.5. Result ID: 699722185698665ec4705c1a.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ab01e209131cea849f9.md>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### Qwen3-VL-30B-A3B

Accuracy: 25.6. Result ID: 699722185698665ec4705c15.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"reproduction":true,"design":"end-to-end"}. This record does not assert independent reproduction.

### UI-TARS-1.5-7B

Accuracy: 22.3. Result ID: 699722185698665ec4705c19.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

Recorded evaluation configuration: {"design":"end-to-end"}. This record does not assert independent reproduction.

### Qwen3-VL-8B

Accuracy: 21.9. Result ID: 699722185698665ec4705c14.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"reproduction":true,"design":"end-to-end"}. This record does not assert independent reproduction.

### Qwen3-VL-2B

Accuracy: 13.1. Result ID: 699722185698665ec4705c13.

[Reporting paper](<https://www.sota2.com/research/paper/698c0ceec97a0b3e3b5e104f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6927db54d6b0dd3342930f66.md>)

Recorded evaluation configuration: {"reproduction":true,"design":"end-to-end"}. This record does not assert independent reproduction.

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