# Classification on Waterbirds severity 1.0 (test)

Source: [Classification on Waterbirds severity 1.0 (test)](<https://www.sota2.com/research/sota/classification-on-waterbirds-severity-1-0-test>)

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

Data updated: 2026-02-26T05:29:48.781Z

Evaluation of general Classification performance on the test split of the Waterbirds severity 1.0 dataset, reporting standard 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 | Classification |
| Dataset (including any stated split) | Waterbirds severity 1.0 (test) |
| Metric | Accuracy |
| Unit | SCALAR |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/classification-on-waterbirds-severity-1-0-test.md?metric=Accuracy>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Intrinsic Feature Guidance | 0.6522 | Not recorded | 68fa73b21e209131cea5df8e |
| LfF+BE | 0.6258 | Not recorded | 68fa73b21e209131cea5df8e |
| LfF | 0.6178 | Not recorded | 68fa73b21e209131cea5df8e |
| DisEnt | 0.6005 | Not recorded | 68fa73b21e209131cea5df8e |
| LNL | 0.5968 | Not recorded | 68fa73b21e209131cea5df8e |
| HEX | 0.5828 | Not recorded | 68fa73b21e209131cea5df8e |
| Vanilla | 0.5807 | Not recorded | 68fa73b21e209131cea5df8e |
| EnD | 0.5781 | Not recorded | 68fa73b21e209131cea5df8e |
| ReBias | 0.5593 | Not recorded | 68fa73b21e209131cea5df8e |
| DisEnt+BE | 0.541 | Not recorded | 68fa73b21e209131cea5df8e |

### Intrinsic Feature Guidance

Accuracy: 0.6522. Result ID: 699309e53a6c3148491340b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df8e.md>)

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

### LfF+BE

Accuracy: 0.6258. Result ID: 699309e53a6c3148491340b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3df92.md>)

Recorded evaluation configuration: {"extension":"Bias Extension"}. This record does not assert independent reproduction.

### LfF

Accuracy: 0.6178. Result ID: 699309e53a6c3148491340b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c11e209131cea1e11f.md>)

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

### DisEnt

Accuracy: 0.6005. Result ID: 699309e53a6c3148491340b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df8e.md>)

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

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

### LNL

Accuracy: 0.5968. Result ID: 699309e53a6c3148491340b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa659e1e209131cea0b3bb.md>)

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

### HEX

Accuracy: 0.5828. Result ID: 699309e53a6c3148491340b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65861e209131cea0ad27.md>)

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

### Vanilla

Accuracy: 0.5807. Result ID: 699309e53a6c3148491340af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

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

### EnD

Accuracy: 0.5781. Result ID: 699309e53a6c3148491340b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e481e209131cea3ef48.md>)

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

### ReBias

Accuracy: 0.5593. Result ID: 699309e53a6c3148491340b3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d71e209131cea18dcf.md>)

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

### DisEnt+BE

Accuracy: 0.541. Result ID: 699309e53a6c3148491340b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73b21e209131cea5df8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e201e209131cea3df92.md>)

Recorded evaluation configuration: {"extension":"Bias Extension"}. This record does not assert independent reproduction.

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