# Image Retrieval on RPar+R1M Hard

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

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

Data updated: 2026-02-26T06:09:37.521Z

Evaluation of Image Retrieval performance using the Hard subset of the combined RPar and R1M datasets, measured using 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 Hard |
| 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-hard.md?metric=mAP>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| SG + LOCORE | 76.9 | Not recorded | 68fa779d1e209131cea745cb |
| LOCORE | 75.9 | Not recorded | 68fa779d1e209131cea745cb |
| SG + LOCORE | 74.8 | Not recorded | 68fa779d1e209131cea745cb |
| AMES | 74.3 | Not recorded | 68fa779d1e209131cea745cb |
| RRT | 73.3 | Not recorded | 68fa779d1e209131cea745cb |
| SG-Rerank | 72.3 | Not recorded | 68fa779d1e209131cea745cb |
| R2Former | 72.1 | Not recorded | 68fa779d1e209131cea745cb |
| AMES | 71.8 | Not recorded | 68fa779d1e209131cea745cb |
| SG-Rerank | 71.4 | Not recorded | 68fa779d1e209131cea745cb |
| LOCORE | 71.4 | Not recorded | 68fa779d1e209131cea745cb |
| R2Former | 69.7 | Not recorded | 68fa779d1e209131cea745cb |
| Baseline (SuperGlobal) | 69.1 | Not recorded | 68fa779d1e209131cea745cb |
| RRT | 69.1 | Not recorded | 68fa779d1e209131cea745cb |
| SG + LOCORE | 68.7 | Not recorded | 68fa779d1e209131cea745cb |
| Baseline | 68.4 | Not recorded | 68fa779d1e209131cea745cb |
| LOCORE | 66.4 | Not recorded | 68fa779d1e209131cea745cb |
| AMES | 64.7 | Not recorded | 68fa779d1e209131cea745cb |
| RRT | 64 | Not recorded | 68fa779d1e209131cea745cb |
| R2Former | 61.3 | Not recorded | 68fa779d1e209131cea745cb |
| SG-Rerank | 60.5 | Not recorded | 68fa779d1e209131cea745cb |
| Baseline | 58.9 | Not recorded | 68fa779d1e209131cea745cb |
| CiDeR-FT | 35.8 | Not recorded | 68fa72c21e209131cea586f6 |
| CiDeR | 33.5 | Not recorded | 68fa72c21e209131cea586f6 |
| GLAM | 33.3 | Not recorded | 68fa72c21e209131cea586f6 |
| DOLG | 32.7 | Not recorded | 68fa72c21e209131cea586f6 |
| SOLAR | 30.7 | Not recorded | 68fa72c21e209131cea586f6 |
| CiDeR-FT | 30.1 | Not recorded | 68fa72c21e209131cea586f6 |
| Yokoo et al. | 27.4 | Not recorded | 68fa72c21e209131cea586f6 |
| Filip et al. | 24.7 | Not recorded | 68fa72c21e209131cea586f6 |
| CiDeR | 22.4 | Not recorded | 68fa72c21e209131cea586f6 |
| Token | 19.7 | Not recorded | 68fa72c21e209131cea586f6 |

### SG + LOCORE

mAP: 76.9. Result ID: 6995510b3badfaffe640cb8b.

[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: 75.9. Result ID: 6995510b3badfaffe640cb8a.

[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: 74.8. Result ID: 6995510b3badfaffe640cb86.

[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: 74.3. Result ID: 6995510b3badfaffe640cb89.

[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: 73.3. Result ID: 6995510b3badfaffe640cb88.

[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: 72.3. Result ID: 6995510b3badfaffe640cb81.

[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: 72.1. Result ID: 6995510b3badfaffe640cb87.

[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: 71.8. Result ID: 6995510b3badfaffe640cb84.

[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.

### SG-Rerank

mAP: 71.4. Result ID: 6995510b3badfaffe640cb80.

[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.

### LOCORE

mAP: 71.4. Result ID: 6995510b3badfaffe640cb85.

[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.

### R2Former

mAP: 69.7. Result ID: 6995510b3badfaffe640cb82.

[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 (SuperGlobal)

mAP: 69.1. Result ID: 6995510b3badfaffe640cb7e.

[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.

### RRT

mAP: 69.1. Result ID: 6995510b3badfaffe640cb83.

[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: 68.7. Result ID: 6995510b3badfaffe640cb92.

[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.

### Baseline

mAP: 68.4. Result ID: 6995510b3badfaffe640cb7f.

[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.

### LOCORE

mAP: 66.4. Result ID: 6995510b3badfaffe640cb91.

[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: 64.7. Result ID: 6995510b3badfaffe640cb90.

[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.

### RRT

mAP: 64. Result ID: 6995510b3badfaffe640cb8f.

[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: 61.3. Result ID: 6995510b3badfaffe640cb8e.

[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.

### SG-Rerank

mAP: 60.5. Result ID: 6995510b3badfaffe640cb8d.

[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.

### Baseline

mAP: 58.9. Result ID: 6995510b3badfaffe640cb8c.

[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: 35.8. Result ID: 6992939b3a6c3148490fe826.

[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: 33.5. Result ID: 6992939b3a6c3148490fe825.

[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: 33.3. Result ID: 6992939b3a6c3148490fe822.

[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.

### DOLG

mAP: 32.7. Result ID: 6992939b3a6c3148490fe823.

[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.

### SOLAR

mAP: 30.7. Result ID: 6992939b3a6c3148490fe821.

[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.

### CiDeR-FT

mAP: 30.1. Result ID: 6992939b3a6c3148490fe81f.

[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: 27.4. Result ID: 6992939b3a6c3148490fe820.

[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: 24.7. Result ID: 6992939b3a6c3148490fe81d.

[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: 22.4. Result ID: 6992939b3a6c3148490fe81e.

[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: 19.7. Result ID: 6992939b3a6c3148490fe824.

[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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