# Image Retrieval on Mechanical Drawing (test)

Source: [Image Retrieval on Mechanical Drawing (test)](<https://www.sota2.com/research/sota/image-retrieval-on-mechanical-drawing-test>)

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

Data updated: 2026-02-26T05:59:27.595Z

Evaluation of Image Retrieval performance on the test split of the Mechanical Drawing 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) | Mechanical Drawing (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-mechanical-drawing-test.md?metric=R%401>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | R@1 | Result date | Report paper |
| --- | --- | --- | --- |
| Combination of Baselines | 60.7 | Not recorded | 68fa72dd1e209131cea59053 |
| Combination of Baselines | 60 | Not recorded | 68fa72dd1e209131cea59053 |
| Combination of Baselines | 59.4 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 56 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 55.2 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 54.3 | Not recorded | 68fa72dd1e209131cea59053 |
| Combination of Baselines | 42 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 37.3 | Not recorded | 68fa72dd1e209131cea59053 |
| Combination of Baselines | 17.1 | Not recorded | 68fa72dd1e209131cea59053 |
| DINOv2 | 15.9 | Not recorded | 68fa72dd1e209131cea59053 |
| DINOv2 | 15.9 | Not recorded | 68fa72dd1e209131cea59053 |
| AIM | 14.9 | Not recorded | 68fa72dd1e209131cea59053 |
| AIM | 14.9 | Not recorded | 68fa72dd1e209131cea59053 |
| ImageBind | 13.2 | Not recorded | 68fa72dd1e209131cea59053 |
| ImageBind | 13.2 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 12.3 | Not recorded | 68fa72dd1e209131cea59053 |
| Combination of Baselines | 11.2 | Not recorded | 68fa72dd1e209131cea59053 |
| AdaptFormer | 7.4 | Not recorded | 68fa72dd1e209131cea59053 |
| CLIP | 3.6 | Not recorded | 68fa72dd1e209131cea59053 |
| CLIP | 3.6 | Not recorded | 68fa72dd1e209131cea59053 |
| BLIP | 2.5 | Not recorded | 68fa72dd1e209131cea59053 |
| BLIP | 2.5 | Not recorded | 68fa72dd1e209131cea59053 |
| SAM | 0.1 | Not recorded | 68fa72dd1e209131cea59053 |
| SAM | 0.1 | Not recorded | 68fa72dd1e209131cea59053 |

### Combination of Baselines

R@1: 60.7. Result ID: 699284483a6c3148490f7d7d.

[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.

### Combination of Baselines

R@1: 60. Result ID: 699284483a6c3148490f7d80.

[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.

### Combination of Baselines

R@1: 59.4. Result ID: 699284483a6c3148490f7d7a.

[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.

### AdaptFormer

R@1: 56. Result ID: 699284483a6c3148490f7d7c.

[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.

### AdaptFormer

R@1: 55.2. Result ID: 699284483a6c3148490f7d79.

[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: 54.3. Result ID: 699284483a6c3148490f7d7f.

[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.

### Combination of Baselines

R@1: 42. Result ID: 699284483a6c3148490f7d71.

[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.

### AdaptFormer

R@1: 37.3. Result ID: 699284483a6c3148490f7d70.

[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.

### Combination of Baselines

R@1: 17.1. Result ID: 699284483a6c3148490f7d74.

[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.

### DINOv2

R@1: 15.9. Result ID: 699284483a6c3148490f7d7b.

[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: 15.9. Result ID: 699284483a6c3148490f7d8e.

[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.

### AIM

R@1: 14.9. Result ID: 699284483a6c3148490f7d78.

[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: 14.9. Result ID: 699284483a6c3148490f7d8d.

[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.

### ImageBind

R@1: 13.2. Result ID: 699284483a6c3148490f7d7e.

[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: 13.2. Result ID: 699284483a6c3148490f7d8f.

[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.

### AdaptFormer

R@1: 12.3. Result ID: 699284483a6c3148490f7d73.

[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.

### Combination of Baselines

R@1: 11.2. Result ID: 699284483a6c3148490f7d77.

[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.

### AdaptFormer

R@1: 7.4. Result ID: 699284483a6c3148490f7d76.

[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.

### CLIP

R@1: 3.6. Result ID: 699284483a6c3148490f7d6f.

[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: 3.6. Result ID: 699284483a6c3148490f7d8a.

[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.

### BLIP

R@1: 2.5. Result ID: 699284483a6c3148490f7d72.

[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: 2.5. Result ID: 699284483a6c3148490f7d8b.

[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.

### SAM

R@1: 0.1. Result ID: 699284483a6c3148490f7d75.

[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: 0.1. Result ID: 699284483a6c3148490f7d8c.

[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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