# Audio-to-image retrieval on Places 400k

Source: [Audio-to-image retrieval on Places 400k](<https://www.sota2.com/research/sota/audio-to-image-retrieval-on-places-400k>)

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

Data updated: 2026-02-26T05:59:24.170Z

Evaluation of Audio-to-image retrieval performance on the Places 400k dataset, measured using R@K metrics (R@1, R@5, R@10).

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) | Places 400k |
| Metric | R@1 |
| 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

- [R@1](<https://www.sota2.com/research/sota/audio-to-image-retrieval-on-places-400k.md?metric=R%401>): Higher is better; unit: PERCENT.

- [R@5](<https://www.sota2.com/research/sota/audio-to-image-retrieval-on-places-400k.md?metric=R%405>): Higher is better; unit: PERCENT.

- [R@10](<https://www.sota2.com/research/sota/audio-to-image-retrieval-on-places-400k.md?metric=R%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| MILAN | 53.4 | Not recorded | 68fa6dda1e209131cea3c6fe |
| TVLT | 49 | Not recorded | 68fa6dda1e209131cea3c6fe |
| TVLT | 48.7 | Not recorded | 68fa6dda1e209131cea3c6fe |
| AVLnet | 44.8 | Not recorded | 68fa6dda1e209131cea3c6fe |

### MILAN

R@1: 53.4. Result ID: 698fec1f3a6c314849fccf18.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dda1e209131cea3c6fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2b1e209131cea2690b.md>)

Recorded evaluation configuration: {"Input Modality":"Visual, Audio","Pretrain Datasets":"CSC†"}. This record does not assert independent reproduction.

### TVLT

R@1: 49. Result ID: 698fec1f3a6c314849fccf1a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dda1e209131cea3c6fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dda1e209131cea3c6fe.md>)

[Implementation](<https://github.com/zinengtang/TVLT>)

Recorded evaluation configuration: {"Input Modality":"Visual, Audio","Pretrain Datasets":"YTT-S"}. This record does not assert independent reproduction.

### TVLT

R@1: 48.7. Result ID: 698fec1f3a6c314849fccf19.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dda1e209131cea3c6fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dda1e209131cea3c6fe.md>)

[Implementation](<https://github.com/zinengtang/TVLT>)

Recorded evaluation configuration: {"Input Modality":"Visual, Audio","Pretrain Datasets":"HT100M"}. This record does not assert independent reproduction.

### AVLnet

R@1: 44.8. Result ID: 698fec1f3a6c314849fccf17.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6dda1e209131cea3c6fe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a451e209131cea2736c.md>)

Recorded evaluation configuration: {"Input Modality":"Visual, Audio","Pretrain Datasets":"HT100M"}. This record does not assert independent reproduction.

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