# Domain Generalization on TerraInc (out-of-domain)

Source: [Domain Generalization on TerraInc (out-of-domain)](<https://www.sota2.com/research/sota/domain-generalization-on-terrainc-out-of-domain>)

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

Data updated: 2026-02-26T05:28:46.752Z

Evaluation of Domain Generalization performance on the TerraInc dataset under out-of-domain conditions, measured by Accuracy.

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 Generalization |
| Dataset (including any stated split) | TerraInc (out-of-domain) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 31 of 31 |
| 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/domain-generalization-on-terrainc-out-of-domain.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Miro | 50.4 | Not recorded | 68fa6ed01e209131cea42594 |
| SAGM | 48.8 | Not recorded | 68fa6ed01e209131cea42594 |
| SagNet | 48.6 | Not recorded | 68fa6ed01e209131cea42594 |
| mDSDI | 48.1 | Not recorded | 68fa6ed01e209131cea42594 |
| Mixup | 47.9 | Not recorded | 68fa6ed01e209131cea42594 |
| MLDG | 47.7 | Not recorded | 68fa6ed01e209131cea42594 |
| IRM | 47.6 | Not recorded | 68fa6ed01e209131cea42594 |
| CORAL | 47.6 | Not recorded | 68fa6ed01e209131cea42594 |
| SelfReg | 47 | Not recorded | 68fa6ed01e209131cea42594 |
| GSAM | 47 | Not recorded | 68fa6ed01e209131cea42594 |
| GMoE-S/16 | 46.7 | Not recorded | 68fa6e771e209131cea4009d |
| DANN | 46.7 | Not recorded | 68fa6ed01e209131cea42594 |
| RSC | 46.6 | Not recorded | 68fa6ed01e209131cea42594 |
| MMD | 46.5 | Not recorded | 68fa6e771e209131cea4009d |
| VREx | 46.4 | Not recorded | 68fa6ed01e209131cea42594 |
| CORAL | 46.3 | Not recorded | 68fa6e771e209131cea4009d |
| MLDG | 46.2 | Not recorded | 68fa6e771e209131cea4009d |
| ERM | 46.1 | Not recorded | 68fa6ed01e209131cea42594 |
| CDANN | 45.8 | Not recorded | 68fa6ed01e209131cea42594 |
| MTL | 45.6 | Not recorded | 68fa6ed01e209131cea42594 |
| ARM | 45.5 | Not recorded | 68fa6ed01e209131cea42594 |
| Fish | 45.1 | Not recorded | 68fa6ed01e209131cea42594 |
| AND-mask | 44.6 | Not recorded | 68fa6ed01e209131cea42594 |
| DANN | 44.4 | Not recorded | 68fa6e771e209131cea4009d |
| Mixstyle | 44 | Not recorded | 68fa6ed01e209131cea42594 |
| SAM | 43.3 | Not recorded | 68fa6ed01e209131cea42594 |
| GroupDRO | 43.2 | Not recorded | 68fa6ed01e209131cea42594 |
| MMD | 42.2 | Not recorded | 68fa6ed01e209131cea42594 |
| ViT-S/16 | 41.9 | Not recorded | 68fa6e771e209131cea4009d |
| ERM | 41.4 | Not recorded | 68fa6e771e209131cea4009d |
| IRM | 41.2 | Not recorded | 68fa6e771e209131cea4009d |

### Miro

Accuracy: 50.4. Result ID: 699060253a6c31484900196b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d111e209131cea376c5.md>)

[Implementation](<https://github.com/kakaobrain/miro>)

Recorded evaluation configuration: {"Pre-trained model":"CLIP"}. This record does not assert independent reproduction.

### SAGM

Accuracy: 48.8. Result ID: 699060253a6c31484900196e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Implementation](<https://github.com/Wang-pengfei/SAGM>)

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

### SagNet

Accuracy: 48.6. Result ID: 699060253a6c314849001967.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea2361e.md>)

[Implementation](<https://github.com/hyeonseobnam/sagnet>)

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

### mDSDI

Accuracy: 48.1. Result ID: 699060253a6c31484900196a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b0b1e209131cea2ba6a.md>)

[Implementation](<https://github.com/VinAIResearch/mDSDI>)

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

### Mixup

Accuracy: 47.9. Result ID: 699060253a6c314849001963.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66cc1e209131cea12678.md>)

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

### MLDG

Accuracy: 47.7. Result ID: 699060253a6c314849001964.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63b51e209131cea002c8.md>)

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

### IRM

Accuracy: 47.6. Result ID: 699060253a6c31484900195b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea15133.md>)

[Implementation](<https://github.com/facebookresearch/InvariantRiskMinimization>)

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

### CORAL

Accuracy: 47.6. Result ID: 699060253a6c314849001969.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62991e209131ce9fa0ca.md>)

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

### SelfReg

Accuracy: 47. Result ID: 699060253a6c314849001968.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69c81e209131cea23f41.md>)

[Implementation](<https://github.com/dnap512/SelfReg>)

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

### GSAM

Accuracy: 47. Result ID: 699060253a6c31484900196d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c141e209131cea31fba.md>)

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

### GMoE-S/16

Accuracy: 46.7. Result ID: 69901af33a6c314849fe2baa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e771e209131cea4009d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e771e209131cea4009d.md>)

Recorded evaluation configuration: {"Backbone":"GMoE-S/16","Selection Criterion":"leave-one-domain-out"}. This record does not assert independent reproduction.

### DANN

Accuracy: 46.7. Result ID: 699060253a6c314849001960.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627d1e209131ce9f988d.md>)

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

### RSC

Accuracy: 46.6. Result ID: 699060253a6c314849001961.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ec1e209131cea19278.md>)

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

### MMD

Accuracy: 46.5. Result ID: 69901af33a6c314849fe2ba7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e771e209131cea4009d.md>)

Recorded evaluation configuration: {"Selection Criterion":"leave-one-domain-out"}. This record does not assert independent reproduction.

### VREx

Accuracy: 46.4. Result ID: 699060253a6c31484900195d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69531e209131cea2190f.md>)

[Implementation](<https://anonymous.4open.science/r/12747e81-8505-43cb-b54e-e75e2344a397/>)

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

### CORAL

Accuracy: 46.3. Result ID: 69901af33a6c314849fe2ba6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e771e209131cea4009d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62991e209131ce9fa0ca.md>)

Recorded evaluation configuration: {"Selection Criterion":"leave-one-domain-out"}. This record does not assert independent reproduction.

### MLDG

Accuracy: 46.2. Result ID: 69901af33a6c314849fe2ba8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e771e209131cea4009d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63b51e209131cea002c8.md>)

Recorded evaluation configuration: {"Selection Criterion":"leave-one-domain-out"}. This record does not assert independent reproduction.

### ERM

Accuracy: 46.1. Result ID: 699060253a6c314849001965.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

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

### CDANN

Accuracy: 45.8. Result ID: 699060253a6c31484900195e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649a1e209131cea056f6.md>)

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

### MTL

Accuracy: 45.6. Result ID: 699060253a6c314849001962.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7e131e209131cea954a0.md>)

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

### ARM

Accuracy: 45.5. Result ID: 699060253a6c31484900195c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b601e209131cea2dd3e.md>)

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

### Fish

Accuracy: 45.1. Result ID: 699060253a6c314849001966.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a561e209131cea2785c.md>)

[Implementation](<https://github.com/YugeTen/fish>)

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

### AND-mask

Accuracy: 44.6. Result ID: 699060253a6c31484900195f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ade1e209131cea2aed2.md>)

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

### DANN

Accuracy: 44.4. Result ID: 69901af33a6c314849fe2ba5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e771e209131cea4009d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa627d1e209131ce9f988d.md>)

Recorded evaluation configuration: {"Selection Criterion":"leave-one-domain-out"}. This record does not assert independent reproduction.

### Mixstyle

Accuracy: 44. Result ID: 699060253a6c314849001959.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69ac1e209131cea233f3.md>)

[Implementation](<https://github.com/KaiyangZhou/mixstyle-release>)

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

### SAM

Accuracy: 43.3. Result ID: 699060253a6c31484900196c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69d81e209131cea248fb.md>)

[Implementation](<https://github.com/google-research/sam>)

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

### GroupDRO

Accuracy: 43.2. Result ID: 699060253a6c31484900195a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

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

### MMD

Accuracy: 42.2. Result ID: 699060253a6c314849001958.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ed01e209131cea42594.md>)

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

### ViT-S/16

Accuracy: 41.9. Result ID: 69901af33a6c314849fe2ba9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e771e209131cea4009d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

Recorded evaluation configuration: {"Backbone":"ViT-S/16","Selection Criterion":"leave-one-domain-out"}. This record does not assert independent reproduction.

### ERM

Accuracy: 41.4. Result ID: 69901af33a6c314849fe2ba3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e771e209131cea4009d.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Selection Criterion":"leave-one-domain-out"}. This record does not assert independent reproduction.

### IRM

Accuracy: 41.2. Result ID: 69901af33a6c314849fe2ba4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e771e209131cea4009d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea15133.md>)

[Implementation](<https://github.com/facebookresearch/InvariantRiskMinimization>)

Recorded evaluation configuration: {"Selection Criterion":"leave-one-domain-out"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
