# Image Classification on Oxford Pets VTAB natural (test)

Source: [Image Classification on Oxford Pets VTAB natural (test)](<https://www.sota2.com/research/sota/image-classification-on-oxford-pets-vtab-natural-test>)

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

Data updated: 2026-05-29T10:03:32.885Z

Image Classification performance evaluation on the specific 'VTAB natural' subset of the Oxford Pets test set, reporting standard 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 Classification |
| Dataset (including any stated split) | Oxford Pets VTAB natural (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-classification-on-oxford-pets-vtab-natural-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SLAD | 96.08 | Not recorded | 6a191dd1dbd7150506f82a96 |
| Probing | 95.94 | Not recorded | 6a191dd1dbd7150506f82a96 |
| LoRA | 95.86 | Not recorded | 6a191dd1dbd7150506f82a96 |
| SLAD | 95.64 | Not recorded | 6a191dd1dbd7150506f82a96 |
| SLAD | 95.53 | Not recorded | 6a191dd1dbd7150506f82a96 |
| Probing | 95.48 | Not recorded | 6a191dd1dbd7150506f82a96 |
| LoRA | 95.23 | Not recorded | 6a191dd1dbd7150506f82a96 |
| Probing | 95.23 | Not recorded | 6a191dd1dbd7150506f82a96 |
| LoRA | 95.12 | Not recorded | 6a191dd1dbd7150506f82a96 |

### SLAD

Accuracy: 96.08. Result ID: 6a196351fbc373592c143991.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

Recorded evaluation configuration: {"Student":"ViT-B","Teacher":"ViT-L"}. This record does not assert independent reproduction.

### Probing

Accuracy: 95.94. Result ID: 6a196351fbc373592c14398f.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73281e209131cea5ac79.md>)

Recorded evaluation configuration: {"Student":"ViT-B","Teacher":"ViT-L"}. This record does not assert independent reproduction.

### LoRA

Accuracy: 95.86. Result ID: 6a196351fbc373592c143990.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"Student":"ViT-B","Teacher":"ViT-L"}. This record does not assert independent reproduction.

### SLAD

Accuracy: 95.64. Result ID: 6a196351fbc373592c14398b.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

Recorded evaluation configuration: {"Student":"ViT-S","Teacher":"ViT-B"}. This record does not assert independent reproduction.

### SLAD

Accuracy: 95.53. Result ID: 6a196351fbc373592c14398e.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

Recorded evaluation configuration: {"Student":"ViT-S","Teacher":"ViT-L"}. This record does not assert independent reproduction.

### Probing

Accuracy: 95.48. Result ID: 6a196351fbc373592c143989.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73281e209131cea5ac79.md>)

Recorded evaluation configuration: {"Student":"ViT-S","Teacher":"ViT-B"}. This record does not assert independent reproduction.

### LoRA

Accuracy: 95.23. Result ID: 6a196351fbc373592c14398a.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"Student":"ViT-S","Teacher":"ViT-B"}. This record does not assert independent reproduction.

### Probing

Accuracy: 95.23. Result ID: 6a196351fbc373592c14398c.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73281e209131cea5ac79.md>)

Recorded evaluation configuration: {"Student":"ViT-S","Teacher":"ViT-L"}. This record does not assert independent reproduction.

### LoRA

Accuracy: 95.12. Result ID: 6a196351fbc373592c14398d.

[Reporting paper](<https://www.sota2.com/research/paper/6a191dd1dbd7150506f82a96.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"Student":"ViT-S","Teacher":"ViT-L"}. This record does not assert independent reproduction.

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