# Image Retrieval on ImageNet (test)

Source: [Image Retrieval on ImageNet (test)](<https://www.sota2.com/research/sota/image-retrieval-on-imagenet-test>)

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

Data updated: 2026-02-26T06:01:21.779Z

Evaluation of Image Retrieval performance on the test split of the ImageNet dataset, measured using Recall@K 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 Retrieval |
| Dataset (including any stated split) | ImageNet (test) |
| Metric | Recall@1 |
| Unit | PERCENT |
| Direction | Higher 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

- [Recall@1](<https://www.sota2.com/research/sota/image-retrieval-on-imagenet-test.md?metric=Recall%401>): Higher is better; unit: PERCENT.

- [Recall@2](<https://www.sota2.com/research/sota/image-retrieval-on-imagenet-test.md?metric=Recall%402>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@1 | Result date | Report paper |
| --- | --- | --- | --- |
| URL | 36.1 | Not recorded | 68fa699b1e209131cea230ab |
| Simple CNAPS | 34 | Not recorded | 68fa699b1e209131cea230ab |
| MDL | 29.8 | Not recorded | 68fa699b1e209131cea230ab |
| Sum | 22.1 | Not recorded | 68fa699b1e209131cea230ab |
| Concate | 20.2 | Not recorded | 68fa699b1e209131cea230ab |

### URL

Recall@1: 36.1. Result ID: 698dc5f98b517eb43323a00a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699b1e209131cea230ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699b1e209131cea230ab.md>)

[Implementation](<https://github.com/VICO-UoE/URL>)

Recorded evaluation configuration: {"Evaluation protocol":"non-episodic retrieval"}. This record does not assert independent reproduction.

### Simple CNAPS

Recall@1: 34. Result ID: 698dc5f98b517eb43323a009.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699b1e209131cea230ab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b71e209131cea180e3.md>)

Recorded evaluation configuration: {"Evaluation protocol":"non-episodic retrieval"}. This record does not assert independent reproduction.

### MDL

Recall@1: 29.8. Result ID: 698dc5f98b517eb43323a008.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699b1e209131cea230ab.md>)

Recorded evaluation configuration: {"Evaluation protocol":"non-episodic retrieval"}. This record does not assert independent reproduction.

### Sum

Recall@1: 22.1. Result ID: 698dc5f98b517eb43323a006.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699b1e209131cea230ab.md>)

Recorded evaluation configuration: {"Evaluation protocol":"non-episodic retrieval"}. This record does not assert independent reproduction.

### Concate

Recall@1: 20.2. Result ID: 698dc5f98b517eb43323a007.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699b1e209131cea230ab.md>)

Recorded evaluation configuration: {"Evaluation protocol":"non-episodic retrieval"}. This record does not assert independent reproduction.

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