# Out-of-Distribution Retrieval on FGVC-Aircraft OOD (test)

Source: [Out-of-Distribution Retrieval on FGVC-Aircraft OOD (test)](<https://www.sota2.com/research/sota/out-of-distribution-retrieval-on-fgvc-aircraft-ood-test>)

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

Data updated: 2026-05-08T08:37:49.078Z

Evaluation of Out-of-Distribution Retrieval performance on the specific test split of the FGVC-Aircraft OOD dataset, measured using AR@1 and LP@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) | FGVC-Aircraft OOD (test) |
| Metric | AR@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [AR@1](<https://www.sota2.com/research/sota/out-of-distribution-retrieval-on-fgvc-aircraft-ood-test.md?metric=AR%401>): Higher is better; unit: PERCENT.

- [LP@1](<https://www.sota2.com/research/sota/out-of-distribution-retrieval-on-fgvc-aircraft-ood-test.md?metric=LP%401>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AR@1 | Result date | Report paper |
| --- | --- | --- | --- |
| EGA | 90.5 | Not recorded | 69fd6e385497b3b670c89534 |
| LoRA+Triplet | 89.3 | Not recorded | 69fd6e385497b3b670c89534 |
| LoRA+InfoNCE | 89.1 | Not recorded | 69fd6e385497b3b670c89534 |
| SRL | 87.9 | Not recorded | 69fd6e385497b3b670c89534 |
| ICon | 85.3 | Not recorded | 69fd6e385497b3b670c89534 |
| CLIP | 77.3 | Not recorded | 69fd6e385497b3b670c89534 |

### EGA

AR@1: 90.5. Result ID: 69fda0cb47f34ce924e0a637.

[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"}. This record does not assert independent reproduction.

### LoRA+Triplet

AR@1: 89.3. Result ID: 69fda0cb47f34ce924e0a636.

[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"}. This record does not assert independent reproduction.

### LoRA+InfoNCE

AR@1: 89.1. Result ID: 69fda0cb47f34ce924e0a635.

[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"}. This record does not assert independent reproduction.

### SRL

AR@1: 87.9. Result ID: 69fda0cb47f34ce924e0a634.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa77371e209131cea71b0e.md>)

Recorded evaluation configuration: {"K":"1","nprobe":"1"}. This record does not assert independent reproduction.

### ICon

AR@1: 85.3. Result ID: 69fda0cb47f34ce924e0a633.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa5d4d1e209131ce9d8daf.md>)

Recorded evaluation configuration: {"K":"1","nprobe":"1"}. This record does not assert independent reproduction.

### CLIP

AR@1: 77.3. Result ID: 69fda0cb47f34ce924e0a632.

[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"}. This record does not assert independent reproduction.

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