# Image-to-Speech Retrieval on Places Audio Caption Dataset 1,000 image/caption (held out)

Source: [Image-to-Speech Retrieval on Places Audio Caption Dataset 1,000 image/caption (held out)](<https://www.sota2.com/research/sota/image-to-speech-retrieval-on-places-audio-caption-dataset-1-000-image-caption-held-out>)

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

Data updated: 2026-02-26T05:59:21.866Z

Evaluation of Image-to-Speech Retrieval performance using the held-out set of the Places Audio Caption Dataset (1,000 image/caption pairs).

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 | Image-to-Speech Retrieval |
| Dataset (including any stated split) | Places Audio Caption Dataset 1,000 image/caption (held out) |
| Metric | R@1 |
| Unit | PERCENT |
| 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

- [R@1](<https://www.sota2.com/research/sota/image-to-speech-retrieval-on-places-audio-caption-dataset-1-000-image-caption-held-out.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/image-to-speech-retrieval-on-places-audio-caption-dataset-1-000-image-caption-held-out.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/image-to-speech-retrieval-on-places-audio-caption-dataset-1-000-image-caption-held-out.md?metric=R%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| SIMA | 13.9 | Not recorded | 68fa642c1e209131cea03264 |
| \[43\] | 13 | Not recorded | 68fa642c1e209131cea03264 |
| MISA | 12.7 | Not recorded | 68fa642c1e209131cea03264 |
| \[19\] | 12.1 | Not recorded | 68fa642c1e209131cea03264 |
| SISA | 12 | Not recorded | 68fa642c1e209131cea03264 |
| SIMA | 6.5 | Not recorded | 68fa642c1e209131cea03264 |
| MISA | 5.7 | Not recorded | 68fa642c1e209131cea03264 |
| SISA | 4.8 | Not recorded | 68fa642c1e209131cea03264 |

### SIMA

R@1: 13.9. Result ID: 698c1598f729bc7f68e8311d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

Recorded evaluation configuration: {"ImageNet pre-trained":true}. This record does not assert independent reproduction.

### \[43\]

R@1: 13. Result ID: 698c1598f729bc7f68e8311f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63681e209131ce9fe7db.md>)

Recorded evaluation configuration: {"ImageNet pre-trained":true}. This record does not assert independent reproduction.

### MISA

R@1: 12.7. Result ID: 698c1598f729bc7f68e8311c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

Recorded evaluation configuration: {"ImageNet pre-trained":true}. This record does not assert independent reproduction.

### \[19\]

R@1: 12.1. Result ID: 698c1598f729bc7f68e8311e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

Recorded evaluation configuration: {"ImageNet pre-trained":true}. This record does not assert independent reproduction.

### SISA

R@1: 12. Result ID: 698c1598f729bc7f68e8311b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

Recorded evaluation configuration: {"ImageNet pre-trained":true}. This record does not assert independent reproduction.

### SIMA

R@1: 6.5. Result ID: 698c1598f729bc7f68e8311a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

Recorded evaluation configuration: {"ImageNet pre-trained":false}. This record does not assert independent reproduction.

### MISA

R@1: 5.7. Result ID: 698c1598f729bc7f68e83119.

[Reporting paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

Recorded evaluation configuration: {"ImageNet pre-trained":false}. This record does not assert independent reproduction.

### SISA

R@1: 4.8. Result ID: 698c1598f729bc7f68e83118.

[Reporting paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa642c1e209131cea03264.md>)

Recorded evaluation configuration: {"ImageNet pre-trained":false}. This record does not assert independent reproduction.

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