# Object Detection on FRED canonical (train)

Source: [Object Detection on FRED canonical (train)](<https://www.sota2.com/research/sota/object-detection-on-fred-canonical-train>)

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

Data updated: 2026-05-19T11:15:35.050Z

Evaluation of Object Detection performance on the training split of the FRED canonical 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) | FRED canonical (train) |
| Metric | mAP@30 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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@30](<https://www.sota2.com/research/sota/object-detection-on-fred-canonical-train.md?metric=mAP%4030>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP@30 | Result date | Report paper |
| --- | --- | --- | --- |
| Sequence cohort gate | 71.2 | Not recorded | 6a0beeebdbc836b87d82c868 |
| R-STDP candidate-reliability gate | 58.2 | Not recorded | 6a0beeebdbc836b87d82c868 |
| STDP-Tube | 44.8 | Not recorded | 6a0beeebdbc836b87d82c868 |

### Sequence cohort gate

mAP@30: 71.2. Result ID: 6a0c4655fbc373592c034892.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeebdbc836b87d82c868.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beeebdbc836b87d82c868.md>)

Recorded evaluation configuration: {"Label use":"weak (counts)"}. This record does not assert independent reproduction.

### R-STDP candidate-reliability gate

mAP@30: 58.2. Result ID: 6a0c4655fbc373592c034893.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeebdbc836b87d82c868.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beeebdbc836b87d82c868.md>)

Recorded evaluation configuration: {"Label use":"weak (binary)"}. This record does not assert independent reproduction.

### STDP-Tube

mAP@30: 44.8. Result ID: 6a0c4655fbc373592c034894.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beeebdbc836b87d82c868.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beeebdbc836b87d82c868.md>)

Recorded evaluation configuration: {"Label use":"unsupervised"}. This record does not assert independent reproduction.

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