# Image Classification on Oxford IIIT Pets (Top-1 Error Rate)

Source: [Image Classification on Oxford IIIT Pets (Top-1 Error Rate)](<https://www.sota2.com/research/sota/image-classification-on-oxford-iiit-pets-top-1-error-rate>)

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

Data updated: 2026-02-26T06:07:18.962Z

Evaluation of Image Classification performance on the Oxford IIIT Pets dataset, specifically reporting Top-1 error rate.

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 IIIT Pets |
| Metric | Top-1 Error Rate |
| Unit | PERCENT |
| Direction | Lower 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

- [Top-1 Error Rate](<https://www.sota2.com/research/sota/image-classification-on-oxford-iiit-pets-top-1-error-rate.md?metric=Top-1%20Error%20Rate>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Top-1 Error Rate | Result date | Report paper |
| --- | --- | --- | --- |
| EfficientNet-L2 | 2.9 | Not recorded | 68fa69d81e209131cea248fb |
| EfficientNet-L2 | 3.08 | Not recorded | 68fa69d81e209131cea248fb |
| EfficientNet-b7 | 3.97 | Not recorded | 68fa69d81e209131cea248fb |
| Gpipe | 4.1 | Not recorded | 68fa69d81e209131cea248fb |
| EfficientNet-b7 | 4.24 | Not recorded | 68fa69d81e209131cea248fb |

### EfficientNet-L2

Top-1 Error Rate: 2.9. Result ID: 698dee09ffc3901de0999f37.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Implementation](<https://github.com/google-research/sam>)

Recorded evaluation configuration: {"Backbone":"EfficientNet-L2","SAM Optimization":true,"Pre-training Dataset":"ImageNet plus JFT"}. This record does not assert independent reproduction.

### EfficientNet-L2

Top-1 Error Rate: 3.08. Result ID: 698dee09ffc3901de0999f38.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Implementation](<https://github.com/google-research/sam>)

Recorded evaluation configuration: {"Backbone":"EfficientNet-L2","SAM Optimization":false,"Pre-training Dataset":"ImageNet plus JFT"}. This record does not assert independent reproduction.

### EfficientNet-b7

Top-1 Error Rate: 3.97. Result ID: 698dee09ffc3901de0999f34.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Implementation](<https://github.com/google-research/sam>)

Recorded evaluation configuration: {"Backbone":"EfficientNet-b7","SAM Optimization":true,"Pre-training Dataset":"ImageNet-only"}. This record does not assert independent reproduction.

### Gpipe

Top-1 Error Rate: 4.1. Result ID: 698dee09ffc3901de0999f36.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66121e209131cea0e102.md>)

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

### EfficientNet-b7

Top-1 Error Rate: 4.24. Result ID: 698dee09ffc3901de0999f35.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Implementation](<https://github.com/google-research/sam>)

Recorded evaluation configuration: {"Backbone":"EfficientNet-b7","SAM Optimization":false,"Pre-training Dataset":"ImageNet-only"}. This record does not assert independent reproduction.

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