# Object Detection on SDGOD Night Rainy

Source: [Object Detection on SDGOD Night Rainy](<https://www.sota2.com/research/sota/object-detection-on-sdgod-night-rainy>)

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

Data updated: 2026-03-16T09:39:23.201Z

Evaluation of Object Detection performance on the Night Rainy subset of the SDGOD dataset, reporting mAP and AP50.

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) | SDGOD Night Rainy |
| 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-sdgod-night-rainy.md?metric=mAP>): Higher is better; unit: PERCENT.

- [AP50](<https://www.sota2.com/research/sota/object-detection-on-sdgod-night-rainy.md?metric=AP50>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| Fine-tuning | 16.81 | Not recorded | 69b78e970636e5bf4afbdc5a |
| ABRA | 16.13 | Not recorded | 69b78e970636e5bf4afbdc5a |
| Source | 15.28 | Not recorded | 69b78e970636e5bf4afbdc5a |
| Task Analogy | 9.61 | Not recorded | 69b78e970636e5bf4afbdc5a |
| Zero shot | 9.19 | Not recorded | 69b78e970636e5bf4afbdc5a |
| ParamΔ | 7.86 | Not recorded | 69b78e970636e5bf4afbdc5a |

### Fine-tuning

mAP: 16.81. Result ID: 69b7cef647f34ce9249fd948.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e970636e5bf4afbdc5a.md>)

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

### ABRA

mAP: 16.13. Result ID: 69b7cef647f34ce9249fd94d.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e970636e5bf4afbdc5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69b78e970636e5bf4afbdc5a.md>)

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

### Source

mAP: 15.28. Result ID: 69b7cef647f34ce9249fd94a.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e970636e5bf4afbdc5a.md>)

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

### Task Analogy

mAP: 9.61. Result ID: 69b7cef647f34ce9249fd94b.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e970636e5bf4afbdc5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef01e209131cea43012.md>)

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

### Zero shot

mAP: 9.19. Result ID: 69b7cef647f34ce9249fd949.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e970636e5bf4afbdc5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74311e209131cea6055d.md>)

[Implementation](<https://github.com/IDEA-Research/GroundingDINO>)

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

### ParamΔ

mAP: 7.86. Result ID: 69b7cef647f34ce9249fd94c.

[Reporting paper](<https://www.sota2.com/research/paper/69b78e970636e5bf4afbdc5a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa785c1e209131cea77f89.md>)

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

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