# Visual Perception on CV-Bench 2D 1.0 (test)

Source: [Visual Perception on CV-Bench 2D 1.0 (test)](<https://www.sota2.com/research/sota/visual-perception-on-cv-bench-2d-1-0-test>)

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

Data updated: 2026-04-21T08:26:47.079Z

Evaluation of Visual Perception capabilities on the test split of the CV-Bench 2D version 1.0 dataset.

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 | Visual Perception |
| Dataset (including any stated split) | CV-Bench 2D 1.0 (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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/visual-perception-on-cv-bench-2d-1-0-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Average Score](<https://www.sota2.com/research/sota/visual-perception-on-cv-bench-2d-1-0-test.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Full Attention | 59.25 | Not recorded | 69e704767d0172140ec7ec01 |
| SinkRouter | 58.97 | Not recorded | 69e704767d0172140ec7ec01 |
| SinkRouter | 47.15 | Not recorded | 69e704767d0172140ec7ec01 |
| Full Attention | 46.87 | Not recorded | 69e704767d0172140ec7ec01 |

### Full Attention

Accuracy: 59.25. Result ID: 69e734c147f34ce924cd659e.

[Reporting paper](<https://www.sota2.com/research/paper/69e704767d0172140ec7ec01.md>)

Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-13B"}. This record does not assert independent reproduction.

### SinkRouter

Accuracy: 58.97. Result ID: 69e734c147f34ce924cd659f.

[Reporting paper](<https://www.sota2.com/research/paper/69e704767d0172140ec7ec01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704767d0172140ec7ec01.md>)

Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-13B"}. This record does not assert independent reproduction.

### SinkRouter

Accuracy: 47.15. Result ID: 69e734c147f34ce924cd659d.

[Reporting paper](<https://www.sota2.com/research/paper/69e704767d0172140ec7ec01.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e704767d0172140ec7ec01.md>)

Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B"}. This record does not assert independent reproduction.

### Full Attention

Accuracy: 46.87. Result ID: 69e734c147f34ce924cd659c.

[Reporting paper](<https://www.sota2.com/research/paper/69e704767d0172140ec7ec01.md>)

Recorded evaluation configuration: {"Backbone":"LLaVA-1.5-7B"}. This record does not assert independent reproduction.

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