# Object Detection on ACDC Cityscapes -\> ACDC 10-Round Average (test)

Source: [Object Detection on ACDC Cityscapes -\> ACDC 10-Round Average (test)](<https://www.sota2.com/research/sota/object-detection-on-acdc-cityscapes-acdc-10-round-average-test>)

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

Data updated: 2026-02-26T05:35:50.050Z

Evaluation of Object Detection performance on the ACDC 10-Round Average test split, derived from the Cityscapes dataset context.

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) | ACDC Cityscapes -\> ACDC 10-Round Average (test) |
| Metric | Average Score |
| 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

- [Average Score](<https://www.sota2.com/research/sota/object-detection-on-acdc-cityscapes-acdc-10-round-average-test.md?metric=Average%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Score | Result date | Report paper |
| --- | --- | --- | --- |
| Sensitivity-Guided Pruning | 0.242 | Not recorded | 68fa791a1e209131cea7c249 |
| WHW | 0.236 | Not recorded | 68fa791a1e209131cea7c249 |
| ActMAD | 0.233 | Not recorded | 68fa791a1e209131cea7c249 |
| TeST | 0.221 | Not recorded | 68fa791a1e209131cea7c249 |
| STFAR | 0.221 | Not recorded | 68fa791a1e209131cea7c249 |
| Direct Test | 0.22 | Not recorded | 68fa791a1e209131cea7c249 |
| DUA | 0.211 | Not recorded | 68fa791a1e209131cea7c249 |

### Sensitivity-Guided Pruning

Average Score: 0.242. Result ID: 6995c62a3badfaffe6c991e0.

[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

Average Score: 0.236. Result ID: 6995c62a3badfaffe6c991df.

[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

Average Score: 0.233. Result ID: 6995c62a3badfaffe6c991de.

[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

Average Score: 0.221. Result ID: 6995c62a3badfaffe6c991db.

[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

Average Score: 0.221. Result ID: 6995c62a3badfaffe6c991dd.

[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

Average Score: 0.22. Result ID: 6995c62a3badfaffe6c991da.

[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

Average Score: 0.211. Result ID: 6995c62a3badfaffe6c991dc.

[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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