# Object Detection on BDD100K (test) using Precision/Recall Rate Metrics

Source: [Object Detection on BDD100K (test) using Precision/Recall Rate Metrics](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-test-using-precision-recall-rate-metrics>)

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

Data updated: 2026-02-26T05:58:49.337Z

Evaluation of Object Detection performance on the test split of the BDD100K dataset, reporting precision and recall values corresponding to specific operating points (low-rate and high-rate).

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) | BDD100K (test) |
| Metric | Precision (low-rate) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Precision (low-rate)](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-test-using-precision-recall-rate-metrics.md?metric=Precision%20(low-rate)>): Higher is better; unit: SCALAR.

- [Precision (high-rate)](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-test-using-precision-recall-rate-metrics.md?metric=Precision%20(high-rate)>): Higher is better; unit: SCALAR.

- [Recall (low-rate)](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-test-using-precision-recall-rate-metrics.md?metric=Recall%20(low-rate)>): Higher is better; unit: SCALAR.

- [Recall (high-rate)](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-test-using-precision-recall-rate-metrics.md?metric=Recall%20(high-rate)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Precision (low-rate) | Result date | Report paper |
| --- | --- | --- | --- |
| RL-RC-DoT | 0.36 | Not recorded | 68fa77931e209131cea74110 |
| x264 | 0.22 | Not recorded | 68fa77931e209131cea74110 |

### RL-RC-DoT

Precision (low-rate): 0.36. Result ID: 6995442e3badfaffe630fd76.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea74110.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77931e209131cea74110.md>)

Recorded evaluation configuration: {"Detector":"YOLOv5-nano","Encoder":"x264 \[41\] controlled by RL-RC-DoT policy"}. This record does not assert independent reproduction.

### x264

Precision (low-rate): 0.22. Result ID: 6995442e3badfaffe630fd75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77931e209131cea74110.md>)

Recorded evaluation configuration: {"Detector":"YOLOv5-nano","Encoder":"x264 \[41\]"}. This record does not assert independent reproduction.

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