# Speech-to-Image Retrieval on Places audio caption dataset 1,000 image/caption (held out)

Source: [Speech-to-Image Retrieval on Places audio caption dataset 1,000 image/caption (held out)](<https://www.sota2.com/research/sota/speech-to-image-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: 2026-02-26T05:59:22.000Z

Evaluation of Speech-to-Image Retrieval performance on the held-out 1,000 image/caption subset of the Places audio caption dataset, measured using R@K metrics.

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 | Speech-to-Image Retrieval |
| Dataset (including any stated split) | Places audio caption dataset 1,000 image/caption (held out) |
| Metric | R@1 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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/speech-to-image-retrieval-on-places-audio-caption-dataset-1-000-image-caption-held-out.md?metric=R%401>): Higher is better; unit: SCALAR.

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

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

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| MISA | 0.271 | Not recorded | 68fa642c1e209131cea03264 |
| SISA | 0.23 | Not recorded | 68fa642c1e209131cea03264 |
| SIMA | 0.215 | Not recorded | 68fa642c1e209131cea03264 |
| MISA | 0.2 | Not recorded | 68fa642c1e209131cea03264 |
| SISA | 0.165 | Not recorded | 68fa642c1e209131cea03264 |
| MISA | 0.162 | Not recorded | 68fa642c1e209131cea03264 |
| \[43\] | 0.161 | Not recorded | 68fa642c1e209131cea03264 |
| \[19\] | 0.148 | Not recorded | 68fa642c1e209131cea03264 |
| SIMA | 0.147 | Not recorded | 68fa642c1e209131cea03264 |
| SISA | 0.136 | Not recorded | 68fa642c1e209131cea03264 |
| SIMA | 0.134 | Not recorded | 68fa642c1e209131cea03264 |
| MISA | 0.079 | Not recorded | 68fa642c1e209131cea03264 |
| SIMA | 0.073 | Not recorded | 68fa642c1e209131cea03264 |
| SISA | 0.063 | Not recorded | 68fa642c1e209131cea03264 |

### MISA

R@1: 0.271. Result ID: 698c7e2937894ef7d9cecbb9.

[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.

### SISA

R@1: 0.23. Result ID: 698c7e2937894ef7d9cecbb8.

[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: 0.215. Result ID: 698c7e2937894ef7d9cecbba.

[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.

### MISA

R@1: 0.2. Result ID: 698c1598f729bc7f68e83114.

[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.

### SISA

R@1: 0.165. Result ID: 698c1598f729bc7f68e83113.

[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.

### MISA

R@1: 0.162. Result ID: 698c7e2937894ef7d9cecbb6.

[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.

### \[43\]

R@1: 0.161. Result ID: 698c1598f729bc7f68e83117.

[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.

### \[19\]

R@1: 0.148. Result ID: 698c1598f729bc7f68e83116.

[Reporting 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: 0.147. Result ID: 698c1598f729bc7f68e83115.

[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.

### SISA

R@1: 0.136. Result ID: 698c7e2937894ef7d9cecbb5.

[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.

### SIMA

R@1: 0.134. Result ID: 698c7e2937894ef7d9cecbb7.

[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: 0.079. Result ID: 698c1598f729bc7f68e83111.

[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.

### SIMA

R@1: 0.073. Result ID: 698c1598f729bc7f68e83112.

[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: 0.063. Result ID: 698c1598f729bc7f68e83110.

[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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