# Object Detection on STF Snow Rain (test)

Source: [Object Detection on STF Snow Rain (test)](<https://www.sota2.com/research/sota/object-detection-on-stf-snow-rain-test>)

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

Data updated: 2026-02-26T05:23:05.346Z

Evaluation of standard Object Detection performance on the test split of the STF Snow Rain dataset, reporting Average Precision (AP) broken down by difficulty levels (easy, moderate, hard).

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) | STF Snow Rain (test) |
| Metric | AP (Easy) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [AP (Easy)](<https://www.sota2.com/research/sota/object-detection-on-stf-snow-rain-test.md?metric=AP%20(Easy)>): Higher is better; unit: PERCENT.

- [AP (Moderate)](<https://www.sota2.com/research/sota/object-detection-on-stf-snow-rain-test.md?metric=AP%20(Moderate)>): Higher is better; unit: PERCENT.

- [AP (Hard)](<https://www.sota2.com/research/sota/object-detection-on-stf-snow-rain-test.md?metric=AP%20(Hard)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP (Easy) | Result date | Report paper |
| --- | --- | --- | --- |
| Scene-adaptive CBAM | 89.37 | Not recorded | 68fa71061e209131cea4ea47 |
| Scene-agnostic CBAM | 89.25 | Not recorded | 68fa71061e209131cea4ea47 |
| RGB only | 88.92 | Not recorded | 68fa71061e209131cea4ea47 |
| Gated only | 84.03 | Not recorded | 68fa71061e209131cea4ea47 |

### Scene-adaptive CBAM

AP (Easy): 89.37. Result ID: 69918bda3a6c31484908e16f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4ea47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4ea47.md>)

[Implementation](<https://github.com/dsriaditya999/RGBXFusion>)

Recorded evaluation configuration: {"Scene Adaptation":"Adaptive"}. This record does not assert independent reproduction.

### Scene-agnostic CBAM

AP (Easy): 89.25. Result ID: 69918bda3a6c31484908e16e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4ea47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4ea47.md>)

[Implementation](<https://github.com/dsriaditya999/RGBXFusion>)

Recorded evaluation configuration: {"Scene Adaptation":"Agnostic"}. This record does not assert independent reproduction.

### RGB only

AP (Easy): 88.92. Result ID: 69918bda3a6c31484908e16c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4ea47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d51e209131cea18cb9.md>)

[Implementation](<https://github.com/princeton-computational-imaging/SeeingThroughFog>)

Recorded evaluation configuration: {"Modality":"RGB"}. This record does not assert independent reproduction.

### Gated only

AP (Easy): 84.03. Result ID: 69918bda3a6c31484908e16d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71061e209131cea4ea47.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d51e209131cea18cb9.md>)

[Implementation](<https://github.com/princeton-computational-imaging/SeeingThroughFog>)

Recorded evaluation configuration: {"Modality":"Gated"}. This record does not assert independent reproduction.

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