# Object Detection on Cityscapes -\> ACDC Round 1 (test)

Source: [Object Detection on Cityscapes -\> ACDC Round 1 (test)](<https://www.sota2.com/research/sota/object-detection-on-cityscapes-acdc-round-1-test>)

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

Data updated: 2026-02-26T06:04:06.396Z

Evaluation of Object Detection performance on the ACDC Round 1 test set, reporting metrics specifically for adverse conditions including Snow, Rain, Night, and Fog.

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) | Cityscapes -\> ACDC Round 1 (test) |
| Metric | Score (Snow) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Score (Snow)](<https://www.sota2.com/research/sota/object-detection-on-cityscapes-acdc-round-1-test.md?metric=Score%20(Snow)>): Higher is better; unit: PERCENT.

- [Score (Rain)](<https://www.sota2.com/research/sota/object-detection-on-cityscapes-acdc-round-1-test.md?metric=Score%20(Rain)>): Higher is better; unit: PERCENT.

- [Score (Night)](<https://www.sota2.com/research/sota/object-detection-on-cityscapes-acdc-round-1-test.md?metric=Score%20(Night)>): Higher is better; unit: PERCENT.

- [Score (Fog)](<https://www.sota2.com/research/sota/object-detection-on-cityscapes-acdc-round-1-test.md?metric=Score%20(Fog)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Score (Snow) | Result date | Report paper |
| --- | --- | --- | --- |
| Sensitivity-Guided Pruning | 23.4 | Not recorded | 68fa791a1e209131cea7c249 |
| WHW | 23.2 | Not recorded | 68fa791a1e209131cea7c249 |
| ActMAD | 22.8 | Not recorded | 68fa791a1e209131cea7c249 |
| TeST | 22 | Not recorded | 68fa791a1e209131cea7c249 |
| STFAR | 21.9 | Not recorded | 68fa791a1e209131cea7c249 |
| Direct Test | 21.8 | Not recorded | 68fa791a1e209131cea7c249 |
| DUA | 20.9 | Not recorded | 68fa791a1e209131cea7c249 |

### Sensitivity-Guided Pruning

Score (Snow): 23.4. Result ID: 6995c62a3badfaffe6c991cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791a1e209131cea7c249.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa791a1e209131cea7c249.md>)

Recorded evaluation configuration: {"Fwd FLOPS":"226.2","Bwd FLOPS":"226.6","Total FLOPS":"452.8"}. This record does not assert independent reproduction.

### WHW

Score (Snow): 23.2. Result ID: 6995c62a3badfaffe6c991ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791a1e209131cea7c249.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71721e209131cea514c1.md>)

Recorded evaluation configuration: {"Fwd FLOPS":"253.0","Bwd FLOPS":"255.2","Total FLOPS":"508.2"}. This record does not assert independent reproduction.

### ActMAD

Score (Snow): 22.8. Result ID: 6995c62a3badfaffe6c991c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791a1e209131cea7c249.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee61e209131cea42c2c.md>)

[Implementation](<https://github.com/jmiemirza/ActMAD>)

Recorded evaluation configuration: {"Fwd FLOPS":"250.7","Bwd FLOPS":"501.4","Total FLOPS":"752.2"}. This record does not assert independent reproduction.

### TeST

Score (Snow): 22. Result ID: 6995c62a3badfaffe6c991c6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791a1e209131cea7c249.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d841e209131cea3a522.md>)

Recorded evaluation configuration: {"Fwd FLOPS":"1011.1","Bwd FLOPS":"953.2","Total FLOPS":"1964.2"}. This record does not assert independent reproduction.

### STFAR

Score (Snow): 21.9. Result ID: 6995c62a3badfaffe6c991c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791a1e209131cea7c249.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ef01e209131cea4307d.md>)

Recorded evaluation configuration: {"Fwd FLOPS":"501.4","Bwd FLOPS":"501.4","Total FLOPS":"1002.9"}. This record does not assert independent reproduction.

### Direct Test

Score (Snow): 21.8. Result ID: 6995c62a3badfaffe6c991c5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791a1e209131cea7c249.md>)

Recorded evaluation configuration: {"Fwd FLOPS":"250.7","Bwd FLOPS":"0","Total FLOPS":"250.7"}. This record does not assert independent reproduction.

### DUA

Score (Snow): 20.9. Result ID: 6995c62a3badfaffe6c991c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa791a1e209131cea7c249.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea3277e.md>)

[Implementation](<https://github.com/jmiemirza/DUA>)

Recorded evaluation configuration: {"Fwd FLOPS":"250.7","Bwd FLOPS":"0","Total FLOPS":"250.7"}. This record does not assert independent reproduction.

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