# Soundscape-to-image generation on SoundingSVI 169K

Source: [Soundscape-to-image generation on SoundingSVI 169K](<https://www.sota2.com/research/sota/soundscape-to-image-generation-on-soundingsvi-169k>)

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

Data updated: 2026-03-04T07:33:56.948Z

Evaluation of soundscape-to-image generation models using FID, AIS, IIS, and PSS metrics on the SoundingSVI 169K dataset.

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 | Soundscape-to-image generation |
| Dataset (including any stated split) | SoundingSVI 169K |
| Metric | FID |
| Unit | SCALAR |
| Direction | Lower 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

- [FID](<https://www.sota2.com/research/sota/soundscape-to-image-generation-on-soundingsvi-169k.md?metric=FID>): Lower is better; unit: SCALAR.

- [AIS](<https://www.sota2.com/research/sota/soundscape-to-image-generation-on-soundingsvi-169k.md?metric=AIS>): Higher is better; unit: PERCENT.

- [IIS](<https://www.sota2.com/research/sota/soundscape-to-image-generation-on-soundingsvi-169k.md?metric=IIS>): Higher is better; unit: PERCENT.

- [PSS (Element)](<https://www.sota2.com/research/sota/soundscape-to-image-generation-on-soundingsvi-169k.md?metric=PSS%20(Element)>): Higher is better; unit: PERCENT.

- [PSS (Scene)](<https://www.sota2.com/research/sota/soundscape-to-image-generation-on-soundingsvi-169k.md?metric=PSS%20(Scene)>): Higher is better; unit: PERCENT.

- [PSS (Perception)](<https://www.sota2.com/research/sota/soundscape-to-image-generation-on-soundingsvi-169k.md?metric=PSS%20(Perception)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | FID | Result date | Report paper |
| --- | --- | --- | --- |
| SounDiT | 16.839 | Not recorded | 68fa789b1e209131cea79499 |
| PixArt + MHCA | 34.108 | Not recorded | 68fa789b1e209131cea79499 |
| GlueGen | 74.25 | Not recorded | 68fa789b1e209131cea79499 |
| Sound2Scene | 78.137 | Not recorded | 68fa789b1e209131cea79499 |
| CoDi | 87.027 | Not recorded | 68fa789b1e209131cea79499 |
| AudioToken | 105.472 | Not recorded | 68fa789b1e209131cea79499 |
| AudioToken | 142.441 | Not recorded | 68fa789b1e209131cea79499 |
| AudioToken | 149.473 | Not recorded | 68fa789b1e209131cea79499 |

### SounDiT

FID: 16.839. Result ID: 69a7e01e6dbb7075b94c65cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789b1e209131cea79499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa789b1e209131cea79499.md>)

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

### PixArt + MHCA

FID: 34.108. Result ID: 69a7e01e6dbb7075b94c65ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789b1e209131cea79499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71a41e209131cea5240a.md>)

[Implementation](<https://pixart-alpha.github.io/>)

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

### GlueGen

FID: 74.25. Result ID: 69a7e01e6dbb7075b94c65cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789b1e209131cea79499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71131e209131cea4f1bb.md>)

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

### Sound2Scene

FID: 78.137. Result ID: 69a7e01e6dbb7075b94c65c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789b1e209131cea79499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef21e209131cea4317e.md>)

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

### CoDi

FID: 87.027. Result ID: 69a7e01e6dbb7075b94c65c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789b1e209131cea79499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f711e209131cea459cf.md>)

[Implementation](<https://codi-gen.github.io/>)

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

### AudioToken

FID: 105.472. Result ID: 69a7e01e6dbb7075b94c65cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789b1e209131cea79499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea454d3.md>)

Recorded evaluation configuration: {"Backbone/Base Model":"SD1"}. This record does not assert independent reproduction.

### AudioToken

FID: 142.441. Result ID: 69a7e01e6dbb7075b94c65ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789b1e209131cea79499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea454d3.md>)

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

### AudioToken

FID: 149.473. Result ID: 69a7e01e6dbb7075b94c65cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa789b1e209131cea79499.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f651e209131cea454d3.md>)

Recorded evaluation configuration: {"Backbone/Base Model":"SD2"}. This record does not assert independent reproduction.

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