# Image Classification on Oxford-IIIT Pet (CA, ASR-Proxy)

Source: [Image Classification on Oxford-IIIT Pet (CA, ASR-Proxy)](<https://www.sota2.com/research/sota/image-classification-on-oxford-iiit-pet-ca-asr-proxy>)

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

Data updated: 2026-02-26T05:38:02.813Z

Evaluation of Image Classification performance on the Oxford-IIIT Pet dataset, reporting CA (Class Accuracy) and ASR-Proxy metrics.

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 Pet |
| Metric | CA |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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

- [CA](<https://www.sota2.com/research/sota/image-classification-on-oxford-iiit-pet-ca-asr-proxy.md?metric=CA>): Higher is better; unit: PERCENT.

- [ASR-Proxy](<https://www.sota2.com/research/sota/image-classification-on-oxford-iiit-pet-ca-asr-proxy.md?metric=ASR-Proxy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | CA | Result date | Report paper |
| --- | --- | --- | --- |
| Clean | 85.53 | Not recorded | 6997ea6e09c33900fcd764e6 |
| mmPoison | 85.42 | Not recorded | 6997ea6e09c33900fcd764e6 |
| Blended | 85.31 | Not recorded | 6997ea6e09c33900fcd764e6 |
| BadCLIP++ | 85.28 | Not recorded | 6997ea6e09c33900fcd764e6 |
| MABA | 85.23 | Not recorded | 6997ea6e09c33900fcd764e6 |
| INACTIVE | 85.23 | Not recorded | 6997ea6e09c33900fcd764e6 |
| TrojVQA | 85.2 | Not recorded | 6997ea6e09c33900fcd764e6 |
| BadCLIP | 85.2 | Not recorded | 6997ea6e09c33900fcd764e6 |
| BadNets | 85.15 | Not recorded | 6997ea6e09c33900fcd764e6 |
| SIG | 85.12 | Not recorded | 6997ea6e09c33900fcd764e6 |
| VLTrojan | 85.12 | Not recorded | 6997ea6e09c33900fcd764e6 |
| WaNet | 85.09 | Not recorded | 6997ea6e09c33900fcd764e6 |
| SSBA | 85.01 | Not recorded | 6997ea6e09c33900fcd764e6 |
| BadEncoder | 85.01 | Not recorded | 6997ea6e09c33900fcd764e6 |

### Clean

CA: 85.53. Result ID: 699b07925698665ec49a0ef9.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### mmPoison

CA: 85.42. Result ID: 699b07925698665ec49a0f04.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f921e209131cea46558.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### Blended

CA: 85.31. Result ID: 699b07925698665ec49a0efb.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63eb1e209131cea01786.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### BadCLIP++

CA: 85.28. Result ID: 699b07925698665ec49a0f06.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### MABA

CA: 85.23. Result ID: 699b07925698665ec49a0f00.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76371e209131cea6be67.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### INACTIVE

CA: 85.23. Result ID: 699b07925698665ec49a0f03.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77c81e209131cea754f1.md>)

[Implementation](<https://github.com/Zhang-Henry/IMPERATIVE>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### TrojVQA

CA: 85.2. Result ID: 699b07925698665ec49a0eff.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c5e1e209131cea339f9.md>)

[Implementation](<https://github.com/SRI-CSL/TrinityMultimodalTrojAI>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### BadCLIP

CA: 85.2. Result ID: 699b07925698665ec49a0f05.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72641e209131cea562b2.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### BadNets

CA: 85.15. Result ID: 699b07925698665ec49a0efa.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### SIG

CA: 85.12. Result ID: 699b07925698665ec49a0efd.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa656e1e209131cea0a544.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### VLTrojan

CA: 85.12. Result ID: 699b07925698665ec49a0f01.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72491e209131cea55927.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### WaNet

CA: 85.09. Result ID: 699b07925698665ec49a0efc.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696b1e209131cea21e53.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### SSBA

CA: 85.01. Result ID: 699b07925698665ec49a0efe.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a921e209131cea28f6e.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

### BadEncoder

CA: 85.01. Result ID: 699b07925698665ec49a0f02.

[Reporting paper](<https://www.sota2.com/research/paper/6997ea6e09c33900fcd764e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a7c1e209131cea288c2.md>)

Recorded evaluation configuration: {"Protocol":"Linear-probe"}. This record does not assert independent reproduction.

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