# Audio-to-Image Retrieval on ACM

Source: [Audio-to-Image Retrieval on ACM](<https://www.sota2.com/research/sota/audio-to-image-retrieval-on-acm>)

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

Data updated: 2026-03-04T16:57:01.265Z

Evaluation of Audio-to-Image Retrieval performance using the ACM dataset, measured by performance 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 | Audio-to-Image Retrieval |
| Dataset (including any stated split) | ACM |
| Metric | Performance Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Performance Score](<https://www.sota2.com/research/sota/audio-to-image-retrieval-on-acm.md?metric=Performance%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Performance Score | Result date | Report paper |
| --- | --- | --- | --- |
| ImageBind | 30.1 | Not recorded | 69a66c572d603e6de3e3d146 |
| OmniRet | 24.5 | Not recorded | 69a66c572d603e6de3e3d146 |
| QwenOmni + Gemma | 4.4 | Not recorded | 69a66c572d603e6de3e3d146 |

### ImageBind

Performance Score: 30.1. Result ID: 69a8644e6dbb7075b9500ebe.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c572d603e6de3e3d146.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f971e209131cea467c4.md>)

[Implementation](<https://facebookresearch.github.io/ImageBind>)

Recorded evaluation configuration: {"Fusion":"features fused as per UniIR"}. This record does not assert independent reproduction.

### OmniRet

Performance Score: 24.5. Result ID: 69a8644e6dbb7075b9500ebf.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c572d603e6de3e3d146.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c572d603e6de3e3d146.md>)

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

### QwenOmni + Gemma

Performance Score: 4.4. Result ID: 69a8644e6dbb7075b9500ebd.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c572d603e6de3e3d146.md>)

Recorded evaluation configuration: {"Description":"multi-stage text-to-text retrieval pipeline"}. This record does not assert independent reproduction.

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