# Image Retrieval on Historic Map (test)

Source: [Image Retrieval on Historic Map (test)](<https://www.sota2.com/research/sota/image-retrieval-on-historic-map-test>)

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

Data updated: 2026-02-26T05:59:27.577Z

Evaluation of Image Retrieval performance on the test split of the Historic Map dataset, measured using R@1, R@5, and MnR.

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) | Historic Map (test) |
| Metric | R@1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 24 of 24 |
| 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

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

- [R@5](<https://www.sota2.com/research/sota/image-retrieval-on-historic-map-test.md?metric=R%405>): Higher is better; unit: PERCENT.

- [MnR](<https://www.sota2.com/research/sota/image-retrieval-on-historic-map-test.md?metric=MnR>): Lower is better; unit: SCALAR.

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Combination of Baselines | 37.1 | Not recorded | 68fa72dd1e209131cea59053 |
| Combination of Baselines | 36.4 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 33.3 | Not recorded | 68fa72dd1e209131cea59053 |
| CLIP | 31.3 | Not recorded | 68fa72dd1e209131cea59053 |
| CLIP | 31.3 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 30.3 | Not recorded | 68fa72dd1e209131cea59053 |
| ImageBind | 28.1 | Not recorded | 68fa72dd1e209131cea59053 |
| ImageBind | 28.1 | Not recorded | 68fa72dd1e209131cea59053 |
| Combination of Baselines | 20.3 | Not recorded | 68fa72dd1e209131cea59053 |
| Combination of Baselines | 19.3 | Not recorded | 68fa72dd1e209131cea59053 |
| Combination of Baselines | 18.2 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 16.4 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 14.5 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 13.6 | Not recorded | 68fa72dd1e209131cea59053 |
| Combination of Baselines | 13.4 | Not recorded | 68fa72dd1e209131cea59053 |
| AIM | 12 | Not recorded | 68fa72dd1e209131cea59053 |
| AIM | 12 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 8.6 | Not recorded | 68fa72dd1e209131cea59053 |
| BLIP | 2.2 | Not recorded | 68fa72dd1e209131cea59053 |
| BLIP | 2.2 | Not recorded | 68fa72dd1e209131cea59053 |
| DINOv2 | 1.5 | Not recorded | 68fa72dd1e209131cea59053 |
| DINOv2 | 1.5 | Not recorded | 68fa72dd1e209131cea59053 |
| SAM | 0.7 | Not recorded | 68fa72dd1e209131cea59053 |
| SAM | 0.7 | Not recorded | 68fa72dd1e209131cea59053 |

### Combination of Baselines

R@1: 37.1. Result ID: 699284483a6c3148490f7d5f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Implementation](<https://xiaobai1217.github.io/Low-Resource-Vision/>)

Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction.

### Combination of Baselines

R@1: 36.4. Result ID: 699284483a6c3148490f7d6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Implementation](<https://xiaobai1217.github.io/Low-Resource-Vision/>)

Recorded evaluation configuration: {"Backbone":"ImageBind"}. This record does not assert independent reproduction.

### AdaptFormer

R@1: 33.3. Result ID: 699284483a6c3148490f7d5e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Backbone":"CLIP"}. This record does not assert independent reproduction.

### CLIP

R@1: 31.3. Result ID: 699284483a6c3148490f7d5d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

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

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

Recorded evaluation configuration: {"Mode":"Zero-Shot Transfer"}. This record does not assert independent reproduction.

### CLIP

R@1: 31.3. Result ID: 699284483a6c3148490f7d84.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

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

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

Recorded evaluation configuration: {"Transfer Mode":"Zero-shot"}. This record does not assert independent reproduction.

### AdaptFormer

R@1: 30.3. Result ID: 699284483a6c3148490f7d6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Backbone":"ImageBind"}. This record does not assert independent reproduction.

### ImageBind

R@1: 28.1. Result ID: 699284483a6c3148490f7d6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f971e209131cea467c4.md>)

[Implementation](<https://facebookresearch.github.io/ImageBind>)

Recorded evaluation configuration: {"Mode":"Zero-Shot Transfer"}. This record does not assert independent reproduction.

### ImageBind

R@1: 28.1. Result ID: 699284483a6c3148490f7d89.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f971e209131cea467c4.md>)

[Implementation](<https://facebookresearch.github.io/ImageBind>)

Recorded evaluation configuration: {"Transfer Mode":"Zero-shot"}. This record does not assert independent reproduction.

### Combination of Baselines

R@1: 20.3. Result ID: 699284483a6c3148490f7d68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Implementation](<https://xiaobai1217.github.io/Low-Resource-Vision/>)

Recorded evaluation configuration: {"Backbone":"AIM"}. This record does not assert independent reproduction.

### Combination of Baselines

R@1: 19.3. Result ID: 699284483a6c3148490f7d62.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Implementation](<https://xiaobai1217.github.io/Low-Resource-Vision/>)

Recorded evaluation configuration: {"Backbone":"BLIP"}. This record does not assert independent reproduction.

### Combination of Baselines

R@1: 18.2. Result ID: 699284483a6c3148490f7d6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Implementation](<https://xiaobai1217.github.io/Low-Resource-Vision/>)

Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction.

### AdaptFormer

R@1: 16.4. Result ID: 699284483a6c3148490f7d67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Backbone":"AIM"}. This record does not assert independent reproduction.

### AdaptFormer

R@1: 14.5. Result ID: 699284483a6c3148490f7d61.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Backbone":"BLIP"}. This record does not assert independent reproduction.

### AdaptFormer

R@1: 13.6. Result ID: 699284483a6c3148490f7d6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Backbone":"DINOv2"}. This record does not assert independent reproduction.

### Combination of Baselines

R@1: 13.4. Result ID: 699284483a6c3148490f7d65.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Implementation](<https://xiaobai1217.github.io/Low-Resource-Vision/>)

Recorded evaluation configuration: {"Backbone":"SAM"}. This record does not assert independent reproduction.

### AIM

R@1: 12. Result ID: 699284483a6c3148490f7d66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea53694.md>)

[Implementation](<https://github.com/apple/ml-aim>)

Recorded evaluation configuration: {"Mode":"Zero-Shot Transfer"}. This record does not assert independent reproduction.

### AIM

R@1: 12. Result ID: 699284483a6c3148490f7d87.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71dd1e209131cea53694.md>)

[Implementation](<https://github.com/apple/ml-aim>)

Recorded evaluation configuration: {"Transfer Mode":"Zero-shot"}. This record does not assert independent reproduction.

### AdaptFormer

R@1: 8.6. Result ID: 699284483a6c3148490f7d64.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5b4.md>)

[Implementation](<https://github.com/ShoufaChen/AdaptFormer>)

Recorded evaluation configuration: {"Backbone":"SAM"}. This record does not assert independent reproduction.

### BLIP

R@1: 2.2. Result ID: 699284483a6c3148490f7d60.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea30874.md>)

[Implementation](<https://github.com/salesforce/BLIP>)

Recorded evaluation configuration: {"Mode":"Zero-Shot Transfer"}. This record does not assert independent reproduction.

### BLIP

R@1: 2.2. Result ID: 699284483a6c3148490f7d85.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bd81e209131cea30874.md>)

[Implementation](<https://github.com/salesforce/BLIP>)

Recorded evaluation configuration: {"Transfer Mode":"Zero-shot"}. This record does not assert independent reproduction.

### DINOv2

R@1: 1.5. Result ID: 699284483a6c3148490f7d69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"Mode":"Zero-Shot Transfer"}. This record does not assert independent reproduction.

### DINOv2

R@1: 1.5. Result ID: 699284483a6c3148490f7d88.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"Transfer Mode":"Zero-shot"}. This record does not assert independent reproduction.

### SAM

R@1: 0.7. Result ID: 699284483a6c3148490f7d63.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437f2.md>)

[Implementation](<https://segment-anything.com/>)

Recorded evaluation configuration: {"Mode":"Zero-Shot Transfer"}. This record does not assert independent reproduction.

### SAM

R@1: 0.7. Result ID: 699284483a6c3148490f7d86.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72dd1e209131cea59053.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f0a1e209131cea437f2.md>)

[Implementation](<https://segment-anything.com/>)

Recorded evaluation configuration: {"Transfer Mode":"Zero-shot"}. This record does not assert independent reproduction.

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