# Image Classification on DTD (CW, DI, AA, White Metrics)

Source: [Image Classification on DTD (CW, DI, AA, White Metrics)](<https://www.sota2.com/research/sota/image-classification-on-dtd-cw-di-aa-white-metrics>)

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

Data updated: 2026-06-08T07:12:17.364Z

Evaluation of Image Classification performance on the Describable Textures Dataset (DTD), reporting metrics CW, DI, AA, and White.

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 Classification |
| Dataset (including any stated split) | DTD |
| Metric | CW |
| 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

- [CW](<https://www.sota2.com/research/sota/image-classification-on-dtd-cw-di-aa-white-metrics.md?metric=CW>): Higher is better; unit: PERCENT.

- [DI](<https://www.sota2.com/research/sota/image-classification-on-dtd-cw-di-aa-white-metrics.md?metric=DI>): Higher is better; unit: PERCENT.

- [AA](<https://www.sota2.com/research/sota/image-classification-on-dtd-cw-di-aa-white-metrics.md?metric=AA>): Higher is better; unit: PERCENT.

- [White](<https://www.sota2.com/research/sota/image-classification-on-dtd-cw-di-aa-white-metrics.md?metric=White>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CW | Result date | Report paper |
| --- | --- | --- | --- |
| SS-TPT | 35.4 | Not recorded | 6a264c5790966ade919be7e0 |
| R-TPT | 32.7 | Not recorded | 6a264c5790966ade919be7e0 |
| Ensemble | 32.2 | Not recorded | 6a264c5790966ade919be7e0 |
| DOC | 26.8 | Not recorded | 6a264c5790966ade919be7e0 |
| TTC | 25.1 | Not recorded | 6a264c5790966ade919be7e0 |

### SS-TPT

CW: 35.4. Result ID: 6a266b11fbc373592c22b350.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c5790966ade919be7e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a264c5790966ade919be7e0.md>)

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

### R-TPT

CW: 32.7. Result ID: 6a266b11fbc373592c22b34f.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c5790966ade919be7e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7add1e209131cea8590d.md>)

[Implementation](<https://github.com/TomSheng21/R-TPT>)

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

### Ensemble

CW: 32.2. Result ID: 6a266b10fbc373592c22b34c.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c5790966ade919be7e0.md>)

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

### DOC

CW: 26.8. Result ID: 6a266b10fbc373592c22b34e.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c5790966ade919be7e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691565ea0052cac1dc65d709.md>)

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

### TTC

CW: 25.1. Result ID: 6a266b10fbc373592c22b34d.

[Reporting paper](<https://www.sota2.com/research/paper/6a264c5790966ade919be7e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa774a1e209131cea724cc.md>)

[Implementation](<https://www.sota2.com/here>)

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

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