# Object Detection on RIVA (test)

Source: [Object Detection on RIVA (test)](<https://www.sota2.com/research/sota/object-detection-on-riva-test>)

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

Data updated: 2026-03-26T13:37:24.913Z

Evaluation of Object Detection performance on the test split of the RIVA dataset.

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 | Object Detection |
| Dataset (including any stated split) | RIVA (test) |
| Metric | mAP50-95 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [mAP50-95](<https://www.sota2.com/research/sota/object-detection-on-riva-test.md?metric=mAP50-95>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP50-95 | Result date | Report paper |
| --- | --- | --- | --- |
| Ensemble | 14.7 | Not recorded | 69c4bd730636e5bf4afc74e6 |
| Weighted Dataloader | 11.4 | Not recorded | 69c4bd730636e5bf4afc74e6 |
| Loss Reweighting | 10.8 | Not recorded | 69c4bd730636e5bf4afc74e6 |
| Transfer Learning | 10.6 | Not recorded | 69c4bd730636e5bf4afc74e6 |

### Ensemble

mAP50-95: 14.7. Result ID: 69c5360647f34ce924aecdaf.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bd730636e5bf4afc74e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bd730636e5bf4afc74e6.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Weighted Dataloader

mAP50-95: 11.4. Result ID: 69c5360647f34ce924aecdae.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bd730636e5bf4afc74e6.md>)

Recorded evaluation configuration: {"Weight on Ensemble":"0.114"}. This record does not assert independent reproduction.

### Loss Reweighting

mAP50-95: 10.8. Result ID: 69c5360647f34ce924aecdac.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bd730636e5bf4afc74e6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67b11e209131cea17d7f.md>)

Recorded evaluation configuration: {"Weight on Ensemble":"0.108"}. This record does not assert independent reproduction.

### Transfer Learning

mAP50-95: 10.6. Result ID: 69c5360647f34ce924aecdad.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bd730636e5bf4afc74e6.md>)

Recorded evaluation configuration: {"Weight on Ensemble":"0.106"}. This record does not assert independent reproduction.

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