# Object Detection on BDD100K Night-Rainy

Source: [Object Detection on BDD100K Night-Rainy](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-night-rainy>)

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

Data updated: 2026-02-26T06:09:30.920Z

Evaluation of Object Detection performance on the BDD100K dataset specifically under Night and Rainy conditions, reporting class-specific metrics (e.g., car, person) and overall mAP.

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 Night-Rainy |
| Metric | mAP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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-bdd100k-night-rainy.md?metric=mAP>): Higher is better; unit: PERCENT.

- [Bus](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-night-rainy.md?metric=Bus>): Higher is better; unit: PERCENT.

- [Bike](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-night-rainy.md?metric=Bike>): Higher is better; unit: PERCENT.

- [Car](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-night-rainy.md?metric=Car>): Higher is better; unit: PERCENT.

- [Motorcycle](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-night-rainy.md?metric=Motorcycle>): Higher is better; unit: PERCENT.

- [Person](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-night-rainy.md?metric=Person>): Higher is better; unit: PERCENT.

- [Rider](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-night-rainy.md?metric=Rider>): Higher is better; unit: PERCENT.

- [Truck](<https://www.sota2.com/research/sota/object-detection-on-bdd100k-night-rainy.md?metric=Truck>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mAP | Result date | Report paper |
| --- | --- | --- | --- |
| SRCD | 17 | Not recorded | 68fa6ffb1e209131cea484fd |
| SHADE | 16.8 | Not recorded | 68fa6ffb1e209131cea484fd |
| CDSD | 16.6 | Not recorded | 68fa6ffb1e209131cea484fd |
| Faster-RCNN | 14.5 | Not recorded | 68fa6ffb1e209131cea484fd |
| IBN-Net | 14.3 | Not recorded | 68fa6ffb1e209131cea484fd |
| ISW | 14.1 | Not recorded | 68fa6ffb1e209131cea484fd |
| SW | 13.7 | Not recorded | 68fa6ffb1e209131cea484fd |
| IterNorm | 12.6 | Not recorded | 68fa6ffb1e209131cea484fd |

### SRCD

mAP: 17. Result ID: 699104943a6c314849050ccd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffb1e209131cea484fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ffb1e209131cea484fd.md>)

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

### SHADE

mAP: 16.8. Result ID: 699104943a6c314849050ccc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffb1e209131cea484fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d171e209131cea379c8.md>)

[Implementation](<https://github.com/HeliosZhao/SHADE2>)

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

### CDSD

mAP: 16.6. Result ID: 699104943a6c314849050ccb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffb1e209131cea484fd.md>)

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

### Faster-RCNN

mAP: 14.5. Result ID: 699104943a6c314849050cc6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffb1e209131cea484fd.md>)

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

### IBN-Net

mAP: 14.3. Result ID: 699104943a6c314849050cc8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffb1e209131cea484fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673e1e209131cea152bb.md>)

[Implementation](<https://github.com/XingangPan/IBN-Net>)

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

### ISW

mAP: 14.1. Result ID: 699104943a6c314849050cca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffb1e209131cea484fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b31e209131cea238c6.md>)

[Implementation](<https://github.com/shachoi/RobustNet>)

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

### SW

mAP: 13.7. Result ID: 699104943a6c314849050cc7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffb1e209131cea484fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66c91e209131cea1241d.md>)

[Implementation](<https://github.com/XingangPan/Switchable-Whitening>)

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

### IterNorm

mAP: 12.6. Result ID: 699104943a6c314849050cc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ffb1e209131cea484fd.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa658c1e209131cea0b053.md>)

[Implementation](<https://github.com/huangleiBuaa/IterNorm>)

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

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