# Fine-Grained Perception on CV-Bench

Source: [Fine-Grained Perception on CV-Bench](<https://www.sota2.com/research/sota/fine-grained-perception-on-cv-bench>)

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

Data updated: 2026-06-16T10:22:48.089Z

Evaluation of model performance on the CV-Bench dataset focusing specifically on Fine-Grained 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 | Fine-Grained Perception |
| Dataset (including any stated split) | CV-Bench |
| 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/fine-grained-perception-on-cv-bench.md?metric=Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Score | Result date | Report paper |
| --- | --- | --- | --- |
| Gemini-3-Flash | 89.6 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| Qwen3-VL + LOCUS | 84.9 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| GPT-5.1 | 84.2 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| Qwen3-VL | 83.4 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| MiMo-VL | 80.4 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| MiMo-VL + LOCUS | 80.4 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| Qwen2.5-VL + LOCUS | 76.5 | Not recorded | 6a30d8e3d33dfb23e783d014 |
| Qwen2.5-VL | 75.6 | Not recorded | 6a30d8e3d33dfb23e783d014 |

### Gemini-3-Flash

Score: 89.6. Result ID: 6a3123e4fbc373592c2e2f76.

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

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

### Qwen3-VL + LOCUS

Score: 84.9. Result ID: 6a3123e4fbc373592c2e2f7a.

[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.

### GPT-5.1

Score: 84.2. Result ID: 6a3123e4fbc373592c2e2f75.

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

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

### Qwen3-VL

Score: 83.4. Result ID: 6a3123e4fbc373592c2e2f79.

[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: 80.4. Result ID: 6a3123e4fbc373592c2e2f7b.

[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.

### MiMo-VL + LOCUS

Score: 80.4. Result ID: 6a3123e4fbc373592c2e2f7c.

[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.

### Qwen2.5-VL + LOCUS

Score: 76.5. Result ID: 6a3123e4fbc373592c2e2f78.

[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.

### Qwen2.5-VL

Score: 75.6. Result ID: 6a3123e4fbc373592c2e2f77.

[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.

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