# General Perception on BabyVision

Source: [General Perception on BabyVision](<https://www.sota2.com/research/sota/general-perception-on-babyvision>)

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

Data updated: 2026-06-16T10:22:48.145Z

Evaluation of model performance on the BabyVision dataset focusing on General Perception capabilities, measured by Score.

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 | General Perception |
| Dataset (including any stated split) | BabyVision |
| Metric | Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Score](<https://www.sota2.com/research/sota/general-perception-on-babyvision.md?metric=Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-3-Flash | 34.5 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| GPT-5.1 | 13.9 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| Qwen2.5-VL + LOCUS | 12.4 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| Qwen3-VL + LOCUS | 12.1 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| Qwen2.5-VL | 11.9 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| MiMo-VL + LOCUS | 10.1 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| Qwen3-VL | 9.5 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| MiMo-VL | 9.3 | Not recorded | 6a30d8e3d33dfb23e783d014 |

### Gemini-3-Flash

Score: 34.5. Result ID: 6a3123e4fbc373592c2e2fac.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e3d33dfb23e783d014.md>)

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

### GPT-5.1

Score: 13.9. Result ID: 6a3123e4fbc373592c2e2fab.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e3d33dfb23e783d014.md>)

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

### Qwen2.5-VL + LOCUS

Score: 12.4. Result ID: 6a3123e4fbc373592c2e2fae.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e3d33dfb23e783d014.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8e3d33dfb23e783d014.md>)

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

### Qwen3-VL + LOCUS

Score: 12.1. Result ID: 6a3123e4fbc373592c2e2fb0.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e3d33dfb23e783d014.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8e3d33dfb23e783d014.md>)

Recorded evaluation configuration: {"Size":"4B"}. This record does not assert independent reproduction.

### Qwen2.5-VL

Score: 11.9. Result ID: 6a3123e4fbc373592c2e2fad.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e3d33dfb23e783d014.md>)

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

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

### MiMo-VL + LOCUS

Score: 10.1. Result ID: 6a3123e4fbc373592c2e2fb2.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e3d33dfb23e783d014.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d8e3d33dfb23e783d014.md>)

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

### Qwen3-VL

Score: 9.5. Result ID: 6a3123e4fbc373592c2e2faf.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e3d33dfb23e783d014.md>)

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

Recorded evaluation configuration: {"Size":"4B"}. This record does not assert independent reproduction.

### MiMo-VL

Score: 9.3. Result ID: 6a3123e4fbc373592c2e2fb1.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d8e3d33dfb23e783d014.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79121e209131cea7bfbd.md>)

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

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