# Object Detection on HOPE BOP v2 (test)

Source: [Object Detection on HOPE BOP v2 (test)](<https://www.sota2.com/research/sota/object-detection-on-hope-bop-v2-test>)

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

Data updated: 2026-02-26T05:22:54.029Z

Evaluation of Object Detection performance on the test split of the HOPE BOP v2 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) | HOPE BOP v2 (test) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [AP](<https://www.sota2.com/research/sota/object-detection-on-hope-bop-v2-test.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| NeMO | 41.1 | Not recorded | 69842476a8b01e76cc8ee9f1 |
| GFreeDet-SAM | 38.4 | Not recorded | 69842476a8b01e76cc8ee9f1 |
| dounseen-SAM-CTL | 38 | Not recorded | 69842476a8b01e76cc8ee9f1 |
| GFreeDet-FastSAM | 36.4 | Not recorded | 69842476a8b01e76cc8ee9f1 |
| CNOS (SAM) | 34.5 | Not recorded | 69842476a8b01e76cc8ee9f1 |

### NeMO

AP: 41.1. Result ID: 699746b35698665ec497c51f.

[Reporting paper](<https://www.sota2.com/research/paper/69842476a8b01e76cc8ee9f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69842476a8b01e76cc8ee9f1.md>)

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

### GFreeDet-SAM

AP: 38.4. Result ID: 699746b35698665ec497c51e.

[Reporting paper](<https://www.sota2.com/research/paper/69842476a8b01e76cc8ee9f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa783c1e209131cea7756a.md>)

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

### dounseen-SAM-CTL

AP: 38. Result ID: 699746b35698665ec497c51c.

[Reporting paper](<https://www.sota2.com/research/paper/69842476a8b01e76cc8ee9f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71481e209131cea506a5.md>)

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

### GFreeDet-FastSAM

AP: 36.4. Result ID: 699746b35698665ec497c51d.

[Reporting paper](<https://www.sota2.com/research/paper/69842476a8b01e76cc8ee9f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa783c1e209131cea7756a.md>)

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

### CNOS (SAM)

AP: 34.5. Result ID: 699746b35698665ec497c51b.

[Reporting paper](<https://www.sota2.com/research/paper/69842476a8b01e76cc8ee9f1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70601e209131cea4ab72.md>)

Recorded evaluation configuration: {"Onboarding":"Static onboarding"}. This record does not assert independent reproduction.

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