# Classification on Oxford-IIIT Pets (top-1 accuracy)

Source: [Classification on Oxford-IIIT Pets (top-1 accuracy)](<https://www.sota2.com/research/sota/classification-on-oxford-iiit-pets-top-1-accuracy>)

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

Data updated: 2026-06-16T07:39:21.335Z

Evaluation of Classification performance on the Oxford-IIIT Pets dataset, reporting top-1 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 | Classification |
| Dataset (including any stated split) | Oxford-IIIT Pets |
| Metric | Top-1 Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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 Accuracy](<https://www.sota2.com/research/sota/classification-on-oxford-iiit-pets-top-1-accuracy.md?metric=Top-1%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TPT | 89 | Not recorded | 6a30d874d33dfb23e783cb47 |
| LSA+OnZeta | 88.2 | Not recorded | 6a30d874d33dfb23e783cb47 |
| LSA | 88.02 | Not recorded | 6a30d874d33dfb23e783cb47 |
| OnZeta | 87.97 | Not recorded | 6a30d874d33dfb23e783cb47 |
| CLIP baseline | 87.84 | Not recorded | 6a30d874d33dfb23e783cb47 |
| LSA | 85.7 | Not recorded | 6a30d874d33dfb23e783cb47 |
| LSA+OnZeta | 84.84 | Not recorded | 6a30d874d33dfb23e783cb47 |
| CLIP baseline | 84.23 | Not recorded | 6a30d874d33dfb23e783cb47 |
| OnZeta | 83.96 | Not recorded | 6a30d874d33dfb23e783cb47 |
| TPT | 81.34 | Not recorded | 6a30d874d33dfb23e783cb47 |

### TPT

Top-1 Accuracy: 89. Result ID: 6a30fce1fbc373592c2ce03f.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea399f9.md>)

[Implementation](<https://tinyurl.com/yr3zmhma>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### LSA+OnZeta

Top-1 Accuracy: 88.2. Result ID: 6a30fce1fbc373592c2ce042.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### LSA

Top-1 Accuracy: 88.02. Result ID: 6a30fce1fbc373592c2ce041.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### OnZeta

Top-1 Accuracy: 87.97. Result ID: 6a30fce1fbc373592c2ce040.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa748c1e209131cea62639.md>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### CLIP baseline

Top-1 Accuracy: 87.84. Result ID: 6a30fce1fbc373592c2ce03e.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B/16"}. This record does not assert independent reproduction.

### LSA

Top-1 Accuracy: 85.7. Result ID: 6a30fce1fbc373592c2ce03c.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### LSA+OnZeta

Top-1 Accuracy: 84.84. Result ID: 6a30fce1fbc373592c2ce03d.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### CLIP baseline

Top-1 Accuracy: 84.23. Result ID: 6a30fce1fbc373592c2ce039.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### OnZeta

Top-1 Accuracy: 83.96. Result ID: 6a30fce1fbc373592c2ce03b.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa748c1e209131cea62639.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

### TPT

Top-1 Accuracy: 81.34. Result ID: 6a30fce1fbc373592c2ce03a.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d874d33dfb23e783cb47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d691e209131cea399f9.md>)

[Implementation](<https://tinyurl.com/yr3zmhma>)

Recorded evaluation configuration: {"Backbone":"ResNet-50"}. This record does not assert independent reproduction.

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