# Image Classification on OxfordPets (val)

Source: [Image Classification on OxfordPets (val)](<https://www.sota2.com/research/sota/image-classification-on-oxfordpets-val>)

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

Data updated: 2026-04-03T07:04:00.838Z

Evaluation of standard Image Classification performance on the validation split of the OxfordPets dataset, reporting overall 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) | OxfordPets (val) |
| Metric | Accuracy |
| 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LoRA | 94.41 | Not recorded | 68fa7bd51e209131cea8ac98 |
| PiSSA | 94.33 | Not recorded | 68fa7bd51e209131cea8ac98 |
| DoRA | 94.3 | Not recorded | 68fa7bd51e209131cea8ac98 |
| StelLA | 94.14 | Not recorded | 68fa7bd51e209131cea8ac98 |
| StelLA | 93.54 | Not recorded | 68fa7bd51e209131cea8ac98 |
| DoRA | 93.4 | Not recorded | 68fa7bd51e209131cea8ac98 |
| PiSSA | 93.21 | Not recorded | 68fa7bd51e209131cea8ac98 |
| LoRA | 92.94 | Not recorded | 68fa7bd51e209131cea8ac98 |

### LoRA

Accuracy: 94.41. Result ID: 69cf664447f34ce924b8b70f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

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

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

Recorded evaluation configuration: {"Model":"ViT Large","Params (%)":"0.53"}. This record does not assert independent reproduction.

### PiSSA

Accuracy: 94.33. Result ID: 69cf664447f34ce924b8b711.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77dc1e209131cea75a24.md>)

[Implementation](<https://github.com/GraphPKU/PiSSA>)

Recorded evaluation configuration: {"Model":"ViT Large","Params (%)":"0.53"}. This record does not assert independent reproduction.

### DoRA

Accuracy: 94.3. Result ID: 69cf664447f34ce924b8b710.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74031e209131cea5f393.md>)

[Implementation](<https://github.com/NVlabs/DoRA>)

Recorded evaluation configuration: {"Model":"ViT Large","Params (%)":"0.55"}. This record does not assert independent reproduction.

### StelLA

Accuracy: 94.14. Result ID: 69cf664447f34ce924b8b712.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

Recorded evaluation configuration: {"Model":"ViT Large","Params (%)":"0.54"}. This record does not assert independent reproduction.

### StelLA

Accuracy: 93.54. Result ID: 69cf664447f34ce924b8b70e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

Recorded evaluation configuration: {"Model":"ViT Base","Params (%)":"0.73"}. This record does not assert independent reproduction.

### DoRA

Accuracy: 93.4. Result ID: 69cf664447f34ce924b8b70c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74031e209131cea5f393.md>)

[Implementation](<https://github.com/NVlabs/DoRA>)

Recorded evaluation configuration: {"Model":"ViT Base","Params (%)":"0.75"}. This record does not assert independent reproduction.

### PiSSA

Accuracy: 93.21. Result ID: 69cf664447f34ce924b8b70d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77dc1e209131cea75a24.md>)

[Implementation](<https://github.com/GraphPKU/PiSSA>)

Recorded evaluation configuration: {"Model":"ViT Base","Params (%)":"0.72"}. This record does not assert independent reproduction.

### LoRA

Accuracy: 92.94. Result ID: 69cf664447f34ce924b8b70b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bd51e209131cea8ac98.md>)

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

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

Recorded evaluation configuration: {"Model":"ViT Base","Params (%)":"0.72"}. This record does not assert independent reproduction.

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