# Image Retrieval on RPar+R1M Medium

Source: [Image Retrieval on RPar+R1M Medium](<https://www.sota2.com/research/sota/image-retrieval-on-rpar-plus-r1m-medium>)

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

Data updated: 2026-02-26T06:09:37.505Z

Evaluation of Image Retrieval performance using the Medium subset of the RPar+R1M dataset combination, measured by mAP and mP@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 Retrieval |
| Dataset (including any stated split) | RPar+R1M Medium |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 31 of 31 |
| 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

- [mAP](<https://www.sota2.com/research/sota/image-retrieval-on-rpar-plus-r1m-medium.md?metric=mAP>): Higher is better; unit: PERCENT.

- [mP@10](<https://www.sota2.com/research/sota/image-retrieval-on-rpar-plus-r1m-medium.md?metric=mP%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| SG + LOCORE | 87.2 | Not recorded | 68fa779d1e209131cea745cb |
| LOCORE | 86.8 | Not recorded | 68fa779d1e209131cea745cb |
| SG + LOCORE | 86.2 | Not recorded | 68fa779d1e209131cea745cb |
| AMES | 85.8 | Not recorded | 68fa779d1e209131cea745cb |
| RRT | 85.5 | Not recorded | 68fa779d1e209131cea745cb |
| SG-Rerank | 85.2 | Not recorded | 68fa779d1e209131cea745cb |
| SG-Rerank | 84.9 | Not recorded | 68fa779d1e209131cea745cb |
| R2Former | 84.9 | Not recorded | 68fa779d1e209131cea745cb |
| AMES | 84.6 | Not recorded | 68fa779d1e209131cea745cb |
| LOCORE | 84.6 | Not recorded | 68fa779d1e209131cea745cb |
| Baseline (SuperGlobal) | 83.9 | Not recorded | 68fa779d1e209131cea745cb |
| R2Former | 83.8 | Not recorded | 68fa779d1e209131cea745cb |
| Baseline | 83.6 | Not recorded | 68fa779d1e209131cea745cb |
| RRT | 83.6 | Not recorded | 68fa779d1e209131cea745cb |
| SG + LOCORE | 81.9 | Not recorded | 68fa779d1e209131cea745cb |
| LOCORE | 80.9 | Not recorded | 68fa779d1e209131cea745cb |
| AMES | 79.9 | Not recorded | 68fa779d1e209131cea745cb |
| SG-Rerank | 79.8 | Not recorded | 68fa779d1e209131cea745cb |
| RRT | 79.6 | Not recorded | 68fa779d1e209131cea745cb |
| R2Former | 78.6 | Not recorded | 68fa779d1e209131cea745cb |
| Baseline | 77 | Not recorded | 68fa779d1e209131cea745cb |
| CiDeR-FT | 61.6 | Not recorded | 68fa72c21e209131cea586f6 |
| CiDeR | 59 | Not recorded | 68fa72c21e209131cea586f6 |
| GLAM | 58.6 | Not recorded | 68fa72c21e209131cea586f6 |
| SOLAR | 57.6 | Not recorded | 68fa72c21e209131cea586f6 |
| DOLG | 57.3 | Not recorded | 68fa72c21e209131cea586f6 |
| CiDeR-FT | 56.9 | Not recorded | 68fa72c21e209131cea586f6 |
| Yokoo et al. | 54.2 | Not recorded | 68fa72c21e209131cea586f6 |
| Filip et al. | 52.3 | Not recorded | 68fa72c21e209131cea586f6 |
| CiDeR | 51.4 | Not recorded | 68fa72c21e209131cea586f6 |
| Token | 44.1 | Not recorded | 68fa72c21e209131cea586f6 |

### SG + LOCORE

mAP: 87.2. Result ID: 6995510b3badfaffe640cb76.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Implementation](<https://github.com/MrZilinXiao/LongContextReranker>)

Recorded evaluation configuration: {"Global":"SG","Local":"DINOv2","Re-rank":"SG + LOCORE"}. This record does not assert independent reproduction.

### LOCORE

mAP: 86.8. Result ID: 6995510b3badfaffe640cb75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Implementation](<https://github.com/MrZilinXiao/LongContextReranker>)

Recorded evaluation configuration: {"Global":"SG","Local":"DINOv2","Re-rank":"LOCORE"}. This record does not assert independent reproduction.

### SG + LOCORE

mAP: 86.2. Result ID: 6995510b3badfaffe640cb71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Implementation](<https://github.com/MrZilinXiao/LongContextReranker>)

Recorded evaluation configuration: {"Global":"SG","Local":"CVNet","Re-rank":"SG + LOCORE"}. This record does not assert independent reproduction.

### AMES

mAP: 85.8. Result ID: 6995510b3badfaffe640cb74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa745f1e209131cea6141f.md>)

Recorded evaluation configuration: {"Global":"SG","Local":"DINOv2","Re-rank":"AMES","Hidden Size":"768"}. This record does not assert independent reproduction.

### RRT

mAP: 85.5. Result ID: 6995510b3badfaffe640cb73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cba1e209131cea35a00.md>)

[Implementation](<https://www.sota2.com/github.com/uvavision/RerankingTransformer>)

Recorded evaluation configuration: {"Global":"SG","Local":"DINOv2","Re-rank":"RRT","Hidden Size":"768"}. This record does not assert independent reproduction.

### SG-Rerank

mAP: 85.2. Result ID: 6995510b3badfaffe640cb6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a73b.md>)

[Implementation](<https://github.com/ShihaoShao-GH/SuperGlobal>)

Recorded evaluation configuration: {"Global":"SG","Local":"N/A","Re-rank":"SG-Rerank"}. This record does not assert independent reproduction.

### SG-Rerank

mAP: 84.9. Result ID: 6995510b3badfaffe640cb6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a73b.md>)

[Implementation](<https://github.com/ShihaoShao-GH/SuperGlobal>)

Recorded evaluation configuration: {"Global":"SG","Local":"N/A","Re-rank":"SG-Rerank"}. This record does not assert independent reproduction.

### R2Former

mAP: 84.9. Result ID: 6995510b3badfaffe640cb72.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

Recorded evaluation configuration: {"Global":"SG","Local":"DINOv2","Re-rank":"R2Former","Hidden Size":"768"}. This record does not assert independent reproduction.

### AMES

mAP: 84.6. Result ID: 6995510b3badfaffe640cb6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa745f1e209131cea6141f.md>)

Recorded evaluation configuration: {"Global":"SG","Local":"CVNet","Re-rank":"AMES"}. This record does not assert independent reproduction.

### LOCORE

mAP: 84.6. Result ID: 6995510b3badfaffe640cb70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Implementation](<https://github.com/MrZilinXiao/LongContextReranker>)

Recorded evaluation configuration: {"Global":"SG","Local":"CVNet","Re-rank":"LOCORE"}. This record does not assert independent reproduction.

### Baseline (SuperGlobal)

mAP: 83.9. Result ID: 6995510b3badfaffe640cb69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a73b.md>)

[Implementation](<https://github.com/ShihaoShao-GH/SuperGlobal>)

Recorded evaluation configuration: {"Global":"SG","Local":"N/A","Re-rank":"N/A"}. This record does not assert independent reproduction.

### R2Former

mAP: 83.8. Result ID: 6995510b3badfaffe640cb6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

Recorded evaluation configuration: {"Global":"SG","Local":"CVNet","Re-rank":"R2Former"}. This record does not assert independent reproduction.

### Baseline

mAP: 83.6. Result ID: 6995510b3badfaffe640cb6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

Recorded evaluation configuration: {"Global":"SG","Local":"N/A","Re-rank":"N/A"}. This record does not assert independent reproduction.

### RRT

mAP: 83.6. Result ID: 6995510b3badfaffe640cb6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cba1e209131cea35a00.md>)

[Implementation](<https://www.sota2.com/github.com/uvavision/RerankingTransformer>)

Recorded evaluation configuration: {"Global":"SG","Local":"CVNet","Re-rank":"RRT"}. This record does not assert independent reproduction.

### SG + LOCORE

mAP: 81.9. Result ID: 6995510b3badfaffe640cb7d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Implementation](<https://github.com/MrZilinXiao/LongContextReranker>)

Recorded evaluation configuration: {"Global":"DINOv2","Local":"DINOv2","Re-rank":"SG + LOCORE"}. This record does not assert independent reproduction.

### LOCORE

mAP: 80.9. Result ID: 6995510b3badfaffe640cb7c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Implementation](<https://github.com/MrZilinXiao/LongContextReranker>)

Recorded evaluation configuration: {"Global":"DINOv2","Local":"DINOv2","Re-rank":"LOCORE"}. This record does not assert independent reproduction.

### AMES

mAP: 79.9. Result ID: 6995510b3badfaffe640cb7b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa745f1e209131cea6141f.md>)

Recorded evaluation configuration: {"Global":"DINOv2","Local":"DINOv2","Re-rank":"AMES","Hidden Size":"768"}. This record does not assert independent reproduction.

### SG-Rerank

mAP: 79.8. Result ID: 6995510b3badfaffe640cb78.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70591e209131cea4a73b.md>)

[Implementation](<https://github.com/ShihaoShao-GH/SuperGlobal>)

Recorded evaluation configuration: {"Global":"DINOv2","Local":"N/A","Re-rank":"SG-Rerank"}. This record does not assert independent reproduction.

### RRT

mAP: 79.6. Result ID: 6995510b3badfaffe640cb7a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cba1e209131cea35a00.md>)

[Implementation](<https://www.sota2.com/github.com/uvavision/RerankingTransformer>)

Recorded evaluation configuration: {"Global":"DINOv2","Local":"DINOv2","Re-rank":"RRT","Hidden Size":"768"}. This record does not assert independent reproduction.

### R2Former

mAP: 78.6. Result ID: 6995510b3badfaffe640cb79.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

Recorded evaluation configuration: {"Global":"DINOv2","Local":"DINOv2","Re-rank":"R2Former","Hidden Size":"768"}. This record does not assert independent reproduction.

### Baseline

mAP: 77. Result ID: 6995510b3badfaffe640cb77.

[Reporting paper](<https://www.sota2.com/research/paper/68fa779d1e209131cea745cb.md>)

Recorded evaluation configuration: {"Global":"DINOv2","Local":"N/A","Re-rank":"N/A"}. This record does not assert independent reproduction.

### CiDeR-FT

mAP: 61.6. Result ID: 6992939b3a6c3148490fe81c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Implementation](<https://github.com/dealicious-inc/RGLDv2-clean>)

Recorded evaluation configuration: {"Training Set":"RGLDv2-clean","Fine-tuned":"true"}. This record does not assert independent reproduction.

### CiDeR

mAP: 59. Result ID: 6992939b3a6c3148490fe81b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Implementation](<https://github.com/dealicious-inc/RGLDv2-clean>)

Recorded evaluation configuration: {"Training Set":"RGLDv2-clean","Fine-tuned":"false"}. This record does not assert independent reproduction.

### GLAM

mAP: 58.6. Result ID: 6992939b3a6c3148490fe818.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a621e209131cea27e55.md>)

Recorded evaluation configuration: {"Training Set":"RGLDv2-clean","Fine-tuned":"false"}. This record does not assert independent reproduction.

### SOLAR

mAP: 57.6. Result ID: 6992939b3a6c3148490fe817.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbf1e209131cea3bd60.md>)

Recorded evaluation configuration: {"Training Set":"RGLDv2-clean","Fine-tuned":"true"}. This record does not assert independent reproduction.

### DOLG

mAP: 57.3. Result ID: 6992939b3a6c3148490fe819.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dbf1e209131cea3bd60.md>)

Recorded evaluation configuration: {"Training Set":"RGLDv2-clean","Fine-tuned":"false"}. This record does not assert independent reproduction.

### CiDeR-FT

mAP: 56.9. Result ID: 6992939b3a6c3148490fe815.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Implementation](<https://github.com/dealicious-inc/RGLDv2-clean>)

Recorded evaluation configuration: {"Training Set":"SfM-120k","Fine-tuned":"true"}. This record does not assert independent reproduction.

### Yokoo et al.

mAP: 54.2. Result ID: 6992939b3a6c3148490fe816.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67411e209131cea15442.md>)

Recorded evaluation configuration: {"Training Set":"RGLDv2-clean","Fine-tuned":"false"}. This record does not assert independent reproduction.

### Filip et al.

mAP: 52.3. Result ID: 6992939b3a6c3148490fe813.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649b1e209131cea057af.md>)

[Implementation](<https://www.sota2.com/cmp.felk.cvut.cz/cnnimageretrieval>)

Recorded evaluation configuration: {"Training Set":"SfM-120k","Fine-tuned":"true"}. This record does not assert independent reproduction.

### CiDeR

mAP: 51.4. Result ID: 6992939b3a6c3148490fe814.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Implementation](<https://github.com/dealicious-inc/RGLDv2-clean>)

Recorded evaluation configuration: {"Training Set":"SfM-120k","Fine-tuned":"false"}. This record does not assert independent reproduction.

### Token

mAP: 44.1. Result ID: 6992939b3a6c3148490fe81a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72c21e209131cea586f6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7fa71e209131cea9abf0.md>)

[Implementation](<https://github.com/MCC-WH/Token>)

Recorded evaluation configuration: {"Training Set":"RGLDv2-clean","Fine-tuned":"false"}. This record does not assert independent reproduction.

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