# Cross-modal Image Classification on STL-10 chrominance view (test)

Source: [Cross-modal Image Classification on STL-10 chrominance view (test)](<https://www.sota2.com/research/sota/cross-modal-image-classification-on-stl-10-chrominance-view-test>)

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

Data updated: 2026-02-26T06:06:37.472Z

Evaluation of Cross-modal Image Classification performance using the test split of the STL-10 dataset, specifically focusing on the chrominance view data.

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 | Cross-modal Image Classification |
| Dataset (including any stated split) | STL-10 chrominance view (test) |
| Metric | Top-1 Acc |
| Unit | PERCENT |
| Direction | Higher 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

- [Top-1 Acc](<https://www.sota2.com/research/sota/cross-modal-image-classification-on-stl-10-chrominance-view-test.md?metric=Top-1%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Acc | Result date | Report paper |
| --- | --- | --- | --- |
| WCoRD | 75.43 | Not recorded | 68fa699f1e209131cea23268 |
| CRD | 74.75 | Not recorded | 68fa699f1e209131cea23268 |
| WCoRD | 74.23 | Not recorded | 68fa699f1e209131cea23268 |
| CRD | 73.76 | Not recorded | 68fa699f1e209131cea23268 |
| WCoRD | 63.7 | Not recorded | 68fa699f1e209131cea23268 |
| CRD | 63.64 | Not recorded | 68fa699f1e209131cea23268 |
| CRD | 55 | Not recorded | 68fa699f1e209131cea23268 |
| WCoRD | 54.6 | Not recorded | 68fa699f1e209131cea23268 |

### WCoRD

Top-1 Acc: 75.43. Result ID: 698dc85b8b517eb43323b247.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

Recorded evaluation configuration: {"Layer":"4","Evaluation Protocol":"Linear Probing","Teacher Network":"ResNet-18 (L-Net)","Student Network":"ResNet-18 (ab-Net)"}. This record does not assert independent reproduction.

### CRD

Top-1 Acc: 74.75. Result ID: 698dc85b8b517eb43323b243.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9f1e209131cea2f601.md>)

[Implementation](<http://github.com/HobbitLong/RepDistiller>)

Recorded evaluation configuration: {"Layer":"4","Evaluation Protocol":"Linear Probing","Teacher Network":"ResNet-18 (L-Net)","Student Network":"ResNet-18 (ab-Net)"}. This record does not assert independent reproduction.

### WCoRD

Top-1 Acc: 74.23. Result ID: 698dc85b8b517eb43323b246.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

Recorded evaluation configuration: {"Layer":"3","Evaluation Protocol":"Linear Probing","Teacher Network":"ResNet-18 (L-Net)","Student Network":"ResNet-18 (ab-Net)"}. This record does not assert independent reproduction.

### CRD

Top-1 Acc: 73.76. Result ID: 698dc85b8b517eb43323b242.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9f1e209131cea2f601.md>)

[Implementation](<http://github.com/HobbitLong/RepDistiller>)

Recorded evaluation configuration: {"Layer":"3","Evaluation Protocol":"Linear Probing","Teacher Network":"ResNet-18 (L-Net)","Student Network":"ResNet-18 (ab-Net)"}. This record does not assert independent reproduction.

### WCoRD

Top-1 Acc: 63.7. Result ID: 698dc85b8b517eb43323b245.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

Recorded evaluation configuration: {"Layer":"2","Evaluation Protocol":"Linear Probing","Teacher Network":"ResNet-18 (L-Net)","Student Network":"ResNet-18 (ab-Net)"}. This record does not assert independent reproduction.

### CRD

Top-1 Acc: 63.64. Result ID: 698dc85b8b517eb43323b241.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9f1e209131cea2f601.md>)

[Implementation](<http://github.com/HobbitLong/RepDistiller>)

Recorded evaluation configuration: {"Layer":"2","Evaluation Protocol":"Linear Probing","Teacher Network":"ResNet-18 (L-Net)","Student Network":"ResNet-18 (ab-Net)"}. This record does not assert independent reproduction.

### CRD

Top-1 Acc: 55. Result ID: 698dc85b8b517eb43323b240.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b9f1e209131cea2f601.md>)

[Implementation](<http://github.com/HobbitLong/RepDistiller>)

Recorded evaluation configuration: {"Layer":"1","Evaluation Protocol":"Linear Probing","Teacher Network":"ResNet-18 (L-Net)","Student Network":"ResNet-18 (ab-Net)"}. This record does not assert independent reproduction.

### WCoRD

Top-1 Acc: 54.6. Result ID: 698dc85b8b517eb43323b244.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699f1e209131cea23268.md>)

Recorded evaluation configuration: {"Layer":"1","Evaluation Protocol":"Linear Probing","Teacher Network":"ResNet-18 (L-Net)","Student Network":"ResNet-18 (ab-Net)"}. This record does not assert independent reproduction.

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