# Image Classification on SpuCo Dogs

Source: [Image Classification on SpuCo Dogs](<https://www.sota2.com/research/sota/image-classification-on-spuco-dogs>)

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

Data updated: 2026-03-23T11:04:16.695Z

Evaluation of Image Classification performance on the SpuCo Dogs dataset, reporting metrics related to group accuracy variance.

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 | Image Classification |
| Dataset (including any stated split) | SpuCo Dogs |
| Metric | Group Accuracy Variance |
| Unit | SCALAR |
| Direction | Lower 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

- [Group Accuracy Variance](<https://www.sota2.com/research/sota/image-classification-on-spuco-dogs.md?metric=Group%20Accuracy%20Variance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Group Accuracy Variance | Result date | Report paper |
| --- | --- | --- | --- |
| UW | 6.5 | Not recorded | 68fa7a961e209131cea840f8 |
| GroupDRO | 10 | Not recorded | 68fa7a961e209131cea840f8 |
| SupER | 28.4 | Not recorded | 68fa7a961e209131cea840f8 |
| CnC | 261.7 | Not recorded | 68fa7a961e209131cea840f8 |
| DFR | 282.9 | Not recorded | 68fa7a961e209131cea840f8 |
| CVaR DRO | 558.5 | Not recorded | 68fa7a961e209131cea840f8 |
| LfF | 582.9 | Not recorded | 68fa7a961e209131cea840f8 |
| ERM | 603.9 | Not recorded | 68fa7a961e209131cea840f8 |
| JTT | 621.4 | Not recorded | 68fa7a961e209131cea840f8 |
| IRM | 776.7 | Not recorded | 68fa7a961e209131cea840f8 |

### UW

Group Accuracy Variance: 6.5. Result ID: 69c11d1547f34ce924a967a8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a961e209131cea840f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159c7.md>)

Recorded evaluation configuration: {"Group Info?":"Yes","Train Twice?":"No"}. This record does not assert independent reproduction.

### GroupDRO

Group Accuracy Variance: 10. Result ID: 69c11d1547f34ce924a967aa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a961e209131cea840f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159c7.md>)

Recorded evaluation configuration: {"Group Info?":"Yes","Train Twice?":"No"}. This record does not assert independent reproduction.

### SupER

Group Accuracy Variance: 28.4. Result ID: 69c11d1547f34ce924a967a7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a961e209131cea840f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a961e209131cea840f8.md>)

Recorded evaluation configuration: {"Group Info?":"No","Train Twice?":"No"}. This record does not assert independent reproduction.

### CnC

Group Accuracy Variance: 261.7. Result ID: 69c11d1547f34ce924a967a6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a961e209131cea840f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2bc.md>)

Recorded evaluation configuration: {"Group Info?":"No","Train Twice?":"Yes"}. This record does not assert independent reproduction.

### DFR

Group Accuracy Variance: 282.9. Result ID: 69c11d1547f34ce924a967ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a961e209131cea840f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe41e209131cea47f22.md>)

Recorded evaluation configuration: {"Group Info?":"Yes","Train Twice?":"Yes"}. This record does not assert independent reproduction.

### CVaR DRO

Group Accuracy Variance: 558.5. Result ID: 69c11d1547f34ce924a967a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a961e209131cea840f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa57a11e209131ce9a71e6.md>)

Recorded evaluation configuration: {"Group Info?":"No","Train Twice?":"No"}. This record does not assert independent reproduction.

### LfF

Group Accuracy Variance: 582.9. Result ID: 69c11d1547f34ce924a967a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a961e209131cea840f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2bc.md>)

Recorded evaluation configuration: {"Group Info?":"No","Train Twice?":"No"}. This record does not assert independent reproduction.

### ERM

Group Accuracy Variance: 603.9. Result ID: 69c11d1547f34ce924a967a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a961e209131cea840f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b191e209131cea2c2bc.md>)

Recorded evaluation configuration: {"Group Info?":"No","Train Twice?":"No"}. This record does not assert independent reproduction.

### JTT

Group Accuracy Variance: 621.4. Result ID: 69c11d1547f34ce924a967a5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a961e209131cea840f8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ade1e209131cea2aeeb.md>)

Recorded evaluation configuration: {"Group Info?":"No","Train Twice?":"Yes"}. This record does not assert independent reproduction.

### IRM

Group Accuracy Variance: 776.7. Result ID: 69c11d1547f34ce924a967a9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a961e209131cea840f8.md>)

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

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

Recorded evaluation configuration: {"Group Info?":"Yes","Train Twice?":"No"}. This record does not assert independent reproduction.

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