# Material Classification on Greatest Hits

Source: [Material Classification on Greatest Hits](<https://www.sota2.com/research/sota/material-classification-on-greatest-hits>)

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

Data updated: 2026-05-04T08:58:53.460Z

Evaluation of material classification performance on the Greatest Hits dataset, typically measured using accuracy 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 | Material Classification |
| Dataset (including any stated split) | Greatest Hits |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/material-classification-on-greatest-hits.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| MMAudio-LABEL (Joint Heads (finetune)) | 61 | Not recorded | 69f827dac0f56ed843088845 |
| MMAudio-LABEL (Joint Heads) | 51.9 | Not recorded | 69f827dac0f56ed843088845 |
| MMAudio-LABEL (Parallel Heads) | 43.9 | Not recorded | 69f827dac0f56ed843088845 |
| VGGish Classifier | 40.6 | Not recorded | 69f827dac0f56ed843088845 |
| MMAudio-LABEL (Event Head Only) | 39 | Not recorded | 69f827dac0f56ed843088845 |

### MMAudio-LABEL (Joint Heads (finetune))

Accuracy: 61. Result ID: 69f85fcb47f34ce924dc3d6d.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dac0f56ed843088845.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f827dac0f56ed843088845.md>)

Recorded evaluation configuration: {"Training":"Finetune","Input":"visual","Output":"label + audio","Note":"finetuned from small-16k checkpoint"}. This record does not assert independent reproduction.

### MMAudio-LABEL (Joint Heads)

Accuracy: 51.9. Result ID: 69f85fcb47f34ce924dc3d6c.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dac0f56ed843088845.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f827dac0f56ed843088845.md>)

Recorded evaluation configuration: {"Training":"Scratch","Input":"visual","Output":"label + audio"}. This record does not assert independent reproduction.

### MMAudio-LABEL (Parallel Heads)

Accuracy: 43.9. Result ID: 69f85fcb47f34ce924dc3d6b.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dac0f56ed843088845.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f827dac0f56ed843088845.md>)

Recorded evaluation configuration: {"Training":"Scratch","Input":"visual","Output":"label + audio"}. This record does not assert independent reproduction.

### VGGish Classifier

Accuracy: 40.6. Result ID: 69f85fcb47f34ce924dc3d69.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dac0f56ed843088845.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f161e209131cea43d4a.md>)

[Implementation](<https://xypb.github.io/CondFoleyGen>)

Recorded evaluation configuration: {"Training":"Scratch","Input":"audio","Output":"label"}. This record does not assert independent reproduction.

### MMAudio-LABEL (Event Head Only)

Accuracy: 39. Result ID: 69f85fcb47f34ce924dc3d6a.

[Reporting paper](<https://www.sota2.com/research/paper/69f827dac0f56ed843088845.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f827dac0f56ed843088845.md>)

Recorded evaluation configuration: {"Training":"Scratch","Input":"visual","Output":"label"}. This record does not assert independent reproduction.

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