# Image Retrieval on CIFAR-10 (P@1, P@3)

Source: [Image Retrieval on CIFAR-10 (P@1, P@3)](<https://www.sota2.com/research/sota/image-retrieval-on-cifar-10-p-at-1-p-at-3>)

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

Data updated: 2026-05-28T10:02:17.960Z

Evaluation of Image Retrieval performance on the CIFAR-10 dataset, measured using Precision at 1 (P@1) and Precision at 3 (P@3).

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 Retrieval |
| Dataset (including any stated split) | CIFAR-10 |
| Metric | Precision@1 |
| Unit | PERCENT |
| 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

- [Precision@1](<https://www.sota2.com/research/sota/image-retrieval-on-cifar-10-p-at-1-p-at-3.md?metric=Precision%401>): Higher is better; unit: PERCENT.

- [Precision@3](<https://www.sota2.com/research/sota/image-retrieval-on-cifar-10-p-at-1-p-at-3.md?metric=Precision%403>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision@1 | Result date | Report paper |
| --- | --- | --- | --- |
| BayesNCL | 63.59 | Not recorded | 6a17cc4bdbd7150506f8153e |
| NCL+TopK | 62.46 | Not recorded | 6a17cc4bdbd7150506f8153e |
| NCL | 61.67 | Not recorded | 6a17cc4bdbd7150506f8153e |

### BayesNCL

Precision@1: 63.59. Result ID: 6a181146fbc373592c125276.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4bdbd7150506f8153e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4bdbd7150506f8153e.md>)

Recorded evaluation configuration: {"K dimensions":"64"}. This record does not assert independent reproduction.

### NCL+TopK

Precision@1: 62.46. Result ID: 6a181146fbc373592c125275.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4bdbd7150506f8153e.md>)

Recorded evaluation configuration: {"K dimensions":"64"}. This record does not assert independent reproduction.

### NCL

Precision@1: 61.67. Result ID: 6a181146fbc373592c125274.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4bdbd7150506f8153e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72fc1e209131cea59cae.md>)

Recorded evaluation configuration: {"K dimensions":"64"}. This record does not assert independent reproduction.

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