# Image-to-Text Retrieval on IKEA US early manuals

Source: [Image-to-Text Retrieval on IKEA US early manuals](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-ikea-us-early-manuals>)

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

Data updated: 2026-02-26T06:01:23.011Z

Evaluation of Image-to-Text Retrieval performance on the IKEA US early manuals dataset, measured using Recall@K metrics (R@1, R@5, R@10).

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-to-Text Retrieval |
| Dataset (including any stated split) | IKEA US early manuals |
| Metric | Recall@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-to-text-retrieval-on-ikea-us-early-manuals.md?metric=Recall%401>): Higher is better; unit: PERCENT.

- [Recall@5](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-ikea-us-early-manuals.md?metric=Recall%405>): Higher is better; unit: PERCENT.

- [Recall@10](<https://www.sota2.com/research/sota/image-to-text-retrieval-on-ikea-us-early-manuals.md?metric=Recall%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Recall@1 | Result date | Report paper |
| --- | --- | --- | --- |
| CLIP-MIL | 26.8 | Not recorded | 68fa6e421e209131cea3ec38 |
| CLIP-MIL | 24.4 | Not recorded | 68fa6e421e209131cea3ec38 |
| CLIP | 22.9 | Not recorded | 68fa6e421e209131cea3ec38 |
| Choose-One | 15.1 | Not recorded | 68fa6e421e209131cea3ec38 |
| Choose-One | 14.1 | Not recorded | 68fa6e421e209131cea3ec38 |
| Concatenate | 8.1 | Not recorded | 68fa6e421e209131cea3ec38 |
| Concatenate | 6.7 | Not recorded | 68fa6e421e209131cea3ec38 |

### CLIP-MIL

Recall@1: 26.8. Result ID: 69900a513a6c314849fdb024.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e421e209131cea3ec38.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e421e209131cea3ec38.md>)

Recorded evaluation configuration: {"Locked":true}. This record does not assert independent reproduction.

### CLIP-MIL

Recall@1: 24.4. Result ID: 69900a513a6c314849fdb025.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e421e209131cea3ec38.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e421e209131cea3ec38.md>)

Recorded evaluation configuration: {"Locked":false}. This record does not assert independent reproduction.

### CLIP

Recall@1: 22.9. Result ID: 69900a513a6c314849fdb01f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e421e209131cea3ec38.md>)

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

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

Recorded evaluation configuration: {"Locked":false}. This record does not assert independent reproduction.

### Choose-One

Recall@1: 15.1. Result ID: 69900a513a6c314849fdb022.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e421e209131cea3ec38.md>)

Recorded evaluation configuration: {"Locked":false}. This record does not assert independent reproduction.

### Choose-One

Recall@1: 14.1. Result ID: 69900a513a6c314849fdb023.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e421e209131cea3ec38.md>)

Recorded evaluation configuration: {"Locked":true}. This record does not assert independent reproduction.

### Concatenate

Recall@1: 8.1. Result ID: 69900a513a6c314849fdb021.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e421e209131cea3ec38.md>)

Recorded evaluation configuration: {"Locked":true}. This record does not assert independent reproduction.

### Concatenate

Recall@1: 6.7. Result ID: 69900a513a6c314849fdb020.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e421e209131cea3ec38.md>)

Recorded evaluation configuration: {"Locked":false}. This record does not assert independent reproduction.

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