# Object Detection on All Synthetic to BDD100K (val)

Source: [Object Detection on All Synthetic to BDD100K (val)](<https://www.sota2.com/research/sota/object-detection-on-all-synthetic-to-bdd100k-val>)

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

Data updated: 2026-02-26T06:09:23.621Z

Evaluation of Object Detection performance on the validation split of the domain adaptation task from a collection of synthetic datasets ('All Synthetic') to the BDD100K 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) | All Synthetic to BDD100K (val) |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/object-detection-on-all-synthetic-to-bdd100k-val.md?metric=mAP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| CDN | 47.2 | Not recorded | 68fa680b1e209131cea19c76 |
| SWDA | 44.3 | Not recorded | 68fa680b1e209131cea19c76 |
| CDN | 43.6 | Not recorded | 68fa680b1e209131cea19c76 |
| Source | 42.8 | Not recorded | 68fa680b1e209131cea19c76 |
| SWDA | 41.3 | Not recorded | 68fa680b1e209131cea19c76 |
| Source | 38.2 | Not recorded | 68fa680b1e209131cea19c76 |

### CDN

mAP: 47.2. Result ID: 698d55ad8b517eb43320b8d7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c76.md>)

Recorded evaluation configuration: {"Backbone":"Faster-R50"}. This record does not assert independent reproduction.

### SWDA

mAP: 44.3. Result ID: 698d55ad8b517eb43320b8d6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658b1e209131cea0b010.md>)

[Implementation](<https://github.com/VisionLearningGroup/DA_Detection>)

Recorded evaluation configuration: {"Backbone":"Faster-R50"}. This record does not assert independent reproduction.

### CDN

mAP: 43.6. Result ID: 698d55ad8b517eb43320b8d4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c76.md>)

Recorded evaluation configuration: {"Backbone":"Faster-R18"}. This record does not assert independent reproduction.

### Source

mAP: 42.8. Result ID: 698d55ad8b517eb43320b8d5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c76.md>)

Recorded evaluation configuration: {"Backbone":"Faster-R50"}. This record does not assert independent reproduction.

### SWDA

mAP: 41.3. Result ID: 698d55ad8b517eb43320b8d3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658b1e209131cea0b010.md>)

[Implementation](<https://github.com/VisionLearningGroup/DA_Detection>)

Recorded evaluation configuration: {"Backbone":"Faster-R18"}. This record does not assert independent reproduction.

### Source

mAP: 38.2. Result ID: 698d55ad8b517eb43320b8d2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa680b1e209131cea19c76.md>)

Recorded evaluation configuration: {"Backbone":"Faster-R18"}. This record does not assert independent reproduction.

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