# Image-text classification on MELINDA Standard

Source: [Image-text classification on MELINDA Standard](<https://www.sota2.com/research/sota/image-text-classification-on-melinda-standard>)

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

Data updated: 2026-02-26T05:33:10.620Z

Evaluation of Image-text classification performance on the MELINDA Standard dataset, typically measured using accuracy.

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-text classification |
| Dataset (including any stated split) | MELINDA Standard |
| Metric | Accuracy |
| 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Robust-MMR | 79.8 | Not recorded | 699bdf1909c33900fcd804ee |
| NLF | 76.6 | Not recorded | 699bdf1909c33900fcd804ee |
| RoBERTa | 74.6 | Not recorded | 699bdf1909c33900fcd804ee |
| SAN | 72.3 | Not recorded | 699bdf1909c33900fcd804ee |

### Robust-MMR

Accuracy: 79.8. Result ID: 699cde6b5698665ec47f22c3.

[Reporting paper](<https://www.sota2.com/research/paper/699bdf1909c33900fcd804ee.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699bdf1909c33900fcd804ee.md>)

Recorded evaluation configuration: {"split\_type":"Standard"}. This record does not assert independent reproduction.

### NLF

Accuracy: 76.6. Result ID: 699cde6b5698665ec47f22c1.

[Reporting paper](<https://www.sota2.com/research/paper/699bdf1909c33900fcd804ee.md>)

Recorded evaluation configuration: {"split\_type":"Standard"}. This record does not assert independent reproduction.

### RoBERTa

Accuracy: 74.6. Result ID: 699cde6b5698665ec47f22c0.

[Reporting paper](<https://www.sota2.com/research/paper/699bdf1909c33900fcd804ee.md>)

Recorded evaluation configuration: {"split\_type":"Standard"}. This record does not assert independent reproduction.

### SAN

Accuracy: 72.3. Result ID: 699cde6b5698665ec47f22c2.

[Reporting paper](<https://www.sota2.com/research/paper/699bdf1909c33900fcd804ee.md>)

Recorded evaluation configuration: {"split\_type":"Standard"}. This record does not assert independent reproduction.

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