# Semantic Segmentation on ACDC Night (test)

Source: [Semantic Segmentation on ACDC Night (test)](<https://www.sota2.com/research/sota/semantic-segmentation-on-acdc-night-test>)

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

Data updated: 2026-02-26T05:28:59.077Z

Evaluation of Semantic Segmentation performance specifically on the test split of the ACDC dataset under 'night' conditions.

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 | Semantic Segmentation |
| Dataset (including any stated split) | ACDC Night (test) |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/semantic-segmentation-on-acdc-night-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [Average Forgetting](<https://www.sota2.com/research/sota/semantic-segmentation-on-acdc-night-test.md?metric=Average%20Forgetting>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Replay + DINO | 62.4 | Not recorded | 68fa6fbf1e209131cea47329 |
| DINO + AutoAlb + CN | 62.1 | Not recorded | 68fa6fbf1e209131cea47329 |
| Replay + AutoAlb + CN | 61.8 | Not recorded | 68fa6fbf1e209131cea47329 |
| EWC + AutoAlb + CN | 58.5 | Not recorded | 68fa6fbf1e209131cea47329 |
| Replay | 58.2 | Not recorded | 68fa6fbf1e209131cea47329 |
| EWC + DINO | 58.1 | Not recorded | 68fa6fbf1e209131cea47329 |
| EWC | 52.8 | Not recorded | 68fa6fbf1e209131cea47329 |

### Replay + DINO

Accuracy: 62.4. Result ID: 6990ea4b3a6c31484904428a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Implementation](<https://www.sota2.com/github.com/tobiaskalb/feature-reuse-css>)

Recorded evaluation configuration: {"SSL Pre-training":"DINO"}. This record does not assert independent reproduction.

### DINO + AutoAlb + CN

Accuracy: 62.1. Result ID: 6990ea4b3a6c31484904428c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Implementation](<https://www.sota2.com/github.com/tobiaskalb/feature-reuse-css>)

Recorded evaluation configuration: {"SSL Pre-training":"DINO","Augmentation":"AutoAlb","Normalisation":"CN"}. This record does not assert independent reproduction.

### Replay + AutoAlb + CN

Accuracy: 61.8. Result ID: 6990ea4b3a6c31484904428b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Implementation](<https://www.sota2.com/github.com/tobiaskalb/feature-reuse-css>)

Recorded evaluation configuration: {"Augmentation":"AutoAlb","Normalisation":"CN"}. This record does not assert independent reproduction.

### EWC + AutoAlb + CN

Accuracy: 58.5. Result ID: 6990ea4b3a6c314849044288.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Implementation](<https://www.sota2.com/github.com/tobiaskalb/feature-reuse-css>)

Recorded evaluation configuration: {"Augmentation":"AutoAlb","Normalisation":"CN"}. This record does not assert independent reproduction.

### Replay

Accuracy: 58.2. Result ID: 6990ea4b3a6c314849044289.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d711e209131cea39eba.md>)

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

### EWC + DINO

Accuracy: 58.1. Result ID: 6990ea4b3a6c314849044287.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Implementation](<https://www.sota2.com/github.com/tobiaskalb/feature-reuse-css>)

Recorded evaluation configuration: {"SSL Pre-training":"DINO"}. This record does not assert independent reproduction.

### EWC

Accuracy: 52.8. Result ID: 6990ea4b3a6c314849044286.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fbf1e209131cea47329.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

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

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