# Domain-Generalized Segmentation on ACDC-POC

Source: [Domain-Generalized Segmentation on ACDC-POC](<https://www.sota2.com/research/sota/domain-generalized-segmentation-on-acdc-poc>)

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

Data updated: 2026-02-26T06:10:30.991Z

Evaluation of Domain-Generalized Segmentation performance on the ACDC-POC dataset, reporting Mean Intersection over Union (mIoU) and Mean Accuracy (mAcc).

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 | Domain-Generalized Segmentation |
| Dataset (including any stated split) | ACDC-POC |
| Metric | mIoU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [mIoU](<https://www.sota2.com/research/sota/domain-generalized-segmentation-on-acdc-poc.md?metric=mIoU>): Higher is better; unit: PERCENT.

- [mAcc](<https://www.sota2.com/research/sota/domain-generalized-segmentation-on-acdc-poc.md?metric=mAcc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | mIoU | Result date | Report paper |
| --- | --- | --- | --- |
| CG-Aug | 54.12 | Not recorded | 68fa75971e209131cea68d1b |
| CG-Aug | 51.75 | Not recorded | 68fa75971e209131cea68d1b |
| OOD + RuleAug | 50.36 | Not recorded | 68fa75971e209131cea68d1b |
| RuleAug | 48.6 | Not recorded | 68fa75971e209131cea68d1b |
| RobustNet | 47.41 | Not recorded | 68fa75971e209131cea68d1b |
| Mask2Anomaly | 47.32 | Not recorded | 68fa75971e209131cea68d1b |
| Baseline | 46.89 | Not recorded | 68fa75971e209131cea68d1b |
| OOD + RuleAug | 46.76 | Not recorded | 68fa75971e209131cea68d1b |
| RPL | 46.35 | Not recorded | 68fa75971e209131cea68d1b |
| PEBAL | 45.59 | Not recorded | 68fa75971e209131cea68d1b |

### CG-Aug

mIoU: 54.12. Result ID: 6993d7093a6c31484918e85f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Implementation](<https://github.com/gaozhitong/MultiShiftSeg>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":true,"DG Technique":true}. This record does not assert independent reproduction.

### CG-Aug

mIoU: 51.75. Result ID: 6993d7093a6c31484918e862.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Implementation](<https://github.com/gaozhitong/MultiShiftSeg>)

Recorded evaluation configuration: {"Backbone":"Mask2Former","OOD Technique":true,"DG Technique":true}. This record does not assert independent reproduction.

### OOD + RuleAug

mIoU: 50.36. Result ID: 6993d7093a6c31484918e861.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2c1e209131cea44401.md>)

Recorded evaluation configuration: {"Backbone":"Mask2Former","OOD Technique":true,"DG Technique":false}. This record does not assert independent reproduction.

### RuleAug

mIoU: 48.6. Result ID: 6993d7093a6c31484918e85a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2c1e209131cea44401.md>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":false,"DG Technique":true}. This record does not assert independent reproduction.

### RobustNet

mIoU: 47.41. Result ID: 6993d7093a6c31484918e85b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

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

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

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":false,"DG Technique":true}. This record does not assert independent reproduction.

### Mask2Anomaly

mIoU: 47.32. Result ID: 6993d7093a6c31484918e860.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70261e209131cea49672.md>)

[Implementation](<https://tinyurl.com/54ydrxvj>)

Recorded evaluation configuration: {"Backbone":"Mask2Former","OOD Technique":false,"DG Technique":false}. This record does not assert independent reproduction.

### Baseline

mIoU: 46.89. Result ID: 6993d7093a6c31484918e859.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64b91e209131cea06121.md>)

[Implementation](<https://github.com/tensorflow/models/tree/master/research/deeplab>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":false,"DG Technique":false}. This record does not assert independent reproduction.

### OOD + RuleAug

mIoU: 46.76. Result ID: 6993d7093a6c31484918e85e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2c1e209131cea44401.md>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":true,"DG Technique":false}. This record does not assert independent reproduction.

### RPL

mIoU: 46.35. Result ID: 6993d7093a6c31484918e85d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70571e209131cea4a69e.md>)

[Implementation](<https://github.com/yyliu01/RPL>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":false,"DG Technique":false}. This record does not assert independent reproduction.

### PEBAL

mIoU: 45.59. Result ID: 6993d7093a6c31484918e85c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75971e209131cea68d1b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d5a1e209131cea3965a.md>)

[Implementation](<https://github.com/tianyu0207/PEBAL>)

Recorded evaluation configuration: {"Backbone":"DeepLabv3+","OOD Technique":false,"DG Technique":false}. This record does not assert independent reproduction.

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