# Image Classification on WaterBird (I.I.D)

Source: [Image Classification on WaterBird (I.I.D)](<https://www.sota2.com/research/sota/image-classification-on-waterbird-i-i-d>)

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

Data updated: 2026-02-26T05:28:17.108Z

Evaluation of Image Classification performance on the I.I.D split of the WaterBird dataset, reporting 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 | Image Classification |
| Dataset (including any stated split) | WaterBird (I.I.D) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/image-classification-on-waterbird-i-i-d.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GDRO\* | 97.4 | Not recorded | 68fa6c681e209131cea33e46 |
| ERM | 97.3 | Not recorded | 68fa6c681e209131cea33e46 |
| Ablation | 96.8 | Not recorded | 68fa6c681e209131cea33e46 |
| Ours | 96.8 | Not recorded | 68fa6c681e209131cea33e46 |
| RSC | 95.6 | Not recorded | 68fa6c681e209131cea33e46 |

### GDRO\*

Accuracy: 97.4. Result ID: 698f11a83a6c314849f576fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c681e209131cea33e46.md>)

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

Recorded evaluation configuration: {"Domain ID":"Yes"}. This record does not assert independent reproduction.

### ERM

Accuracy: 97.3. Result ID: 698f11a83a6c314849f576ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c681e209131cea33e46.md>)

Recorded evaluation configuration: {"Domain ID":"No"}. This record does not assert independent reproduction.

### Ablation

Accuracy: 96.8. Result ID: 698f11a83a6c314849f57701.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c681e209131cea33e46.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c681e209131cea33e46.md>)

[Implementation](<https://github.com/cvlab-columbia/CT4Recognition>)

Recorded evaluation configuration: {"Domain ID":"No"}. This record does not assert independent reproduction.

### Ours

Accuracy: 96.8. Result ID: 698f11a83a6c314849f57702.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c681e209131cea33e46.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c681e209131cea33e46.md>)

[Implementation](<https://github.com/cvlab-columbia/CT4Recognition>)

Recorded evaluation configuration: {"Domain ID":"No"}. This record does not assert independent reproduction.

### RSC

Accuracy: 95.6. Result ID: 698f11a83a6c314849f57700.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c681e209131cea33e46.md>)

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

Recorded evaluation configuration: {"Domain ID":"No"}. This record does not assert independent reproduction.

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