# Visual Reasoning on Open Images (test)

Source: [Visual Reasoning on Open Images (test)](<https://www.sota2.com/research/sota/visual-reasoning-on-open-images-test>)

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

Data updated: 2026-02-26T05:31:51.956Z

Evaluation of model performance on the test split of the Open Images dataset for Visual Reasoning capabilities, measured by 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 | Visual Reasoning |
| Dataset (including any stated split) | Open Images (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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-reasoning-on-open-images-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| EVPG | 85.1 | Not recorded | 694238fb4561469362850508 |
| EVPG | 64.9 | Not recorded | 694238fb4561469362850508 |
| BLIP\_lavis | 44.9 | Not recorded | 694238fb4561469362850508 |
| InternVL1.5 | 40.6 | Not recorded | 694238fb4561469362850508 |
| BLIP\_hg | 35.6 | Not recorded | 694238fb4561469362850508 |

### EVPG

Accuracy: 85.1. Result ID: 69983f0d5698665ec49b5733.

[Reporting paper](<https://www.sota2.com/research/paper/694238fb4561469362850508.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694238fb4561469362850508.md>)

Recorded evaluation configuration: {"Framework":"VisProg","Supervision Type":"Supervised","Backbone":"InternVL1.5"}. This record does not assert independent reproduction.

### EVPG

Accuracy: 64.9. Result ID: 69983f0d5698665ec49b5732.

[Reporting paper](<https://www.sota2.com/research/paper/694238fb4561469362850508.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694238fb4561469362850508.md>)

Recorded evaluation configuration: {"Framework":"VisProg","Supervision Type":"Supervised","Backbone":"BLIP\_lavis"}. This record does not assert independent reproduction.

### BLIP\_lavis

Accuracy: 44.9. Result ID: 69983f0d5698665ec49b5730.

[Reporting paper](<https://www.sota2.com/research/paper/694238fb4561469362850508.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea30874.md>)

[Implementation](<https://github.com/salesforce/BLIP>)

Recorded evaluation configuration: {"Framework":"VisProg","Supervision Type":"Zero-shot (baseline)"}. This record does not assert independent reproduction.

### InternVL1.5

Accuracy: 40.6. Result ID: 69983f0d5698665ec49b5731.

[Reporting paper](<https://www.sota2.com/research/paper/694238fb4561469362850508.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73081e209131cea59f8b.md>)

[Implementation](<https://github.com/OpenGVLab/InternVL>)

Recorded evaluation configuration: {"Framework":"VisProg","Supervision Type":"Zero-shot (baseline)"}. This record does not assert independent reproduction.

### BLIP\_hg

Accuracy: 35.6. Result ID: 69983f0d5698665ec49b572f.

[Reporting paper](<https://www.sota2.com/research/paper/694238fb4561469362850508.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea30874.md>)

[Implementation](<https://github.com/salesforce/BLIP>)

Recorded evaluation configuration: {"Framework":"VisProg","Supervision Type":"Zero-shot (baseline)"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.