# Out-of-Distribution Retrieval on Oxford-IIIT Pet 80/20 class-disjoint OOD protocol

Source: [Out-of-Distribution Retrieval on Oxford-IIIT Pet 80/20 class-disjoint OOD protocol](<https://www.sota2.com/research/sota/out-of-distribution-retrieval-on-oxford-iiit-pet-80-20-class-disjoint-ood-protocol>)

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

Data updated: 2026-05-08T08:37:49.163Z

Evaluation of Out-of-Distribution Retrieval performance using the Oxford-IIIT Pet dataset configured with the 80/20 class-disjoint OOD protocol, reporting metrics such as LP@1 and AR@1.

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 | Out-of-Distribution Retrieval |
| Dataset (including any stated split) | Oxford-IIIT Pet 80/20 class-disjoint OOD protocol |
| Metric | LP@1 |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [LP@1](<https://www.sota2.com/research/sota/out-of-distribution-retrieval-on-oxford-iiit-pet-80-20-class-disjoint-ood-protocol.md?metric=LP%401>): Higher is better; unit: SCALAR.

- [AR@1](<https://www.sota2.com/research/sota/out-of-distribution-retrieval-on-oxford-iiit-pet-80-20-class-disjoint-ood-protocol.md?metric=AR%401>): Higher is better; unit: SCALAR.

## Recorded results

| Method | LP@1 | Result date | Report paper |
| --- | --- | --- | --- |
| EGA | 0.9646 | Not recorded | 69fd6e385497b3b670c89534 |
| Frozen CLIP | 0.9595 | Not recorded | 69fd6e385497b3b670c89534 |
| LoRA+Triplet | 0.9519 | Not recorded | 69fd6e385497b3b670c89534 |

### EGA

LP@1: 0.9646. Result ID: 69fda0cb47f34ce924e0a646.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e385497b3b670c89534.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69fd6e385497b3b670c89534.md>)

Recorded evaluation configuration: {"K":"1","nprobe":"1","class split":"80/20"}. This record does not assert independent reproduction.

### Frozen CLIP

LP@1: 0.9595. Result ID: 69fda0cb47f34ce924e0a644.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e385497b3b670c89534.md>)

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

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

Recorded evaluation configuration: {"K":"1","nprobe":"1","class split":"80/20"}. This record does not assert independent reproduction.

### LoRA+Triplet

LP@1: 0.9519. Result ID: 69fda0cb47f34ce924e0a645.

[Reporting paper](<https://www.sota2.com/research/paper/69fd6e385497b3b670c89534.md>)

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

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

Recorded evaluation configuration: {"K":"1","nprobe":"1","class split":"80/20"}. This record does not assert independent reproduction.

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