# Species Classification on iWildCam WILDS

Source: [Species Classification on iWildCam WILDS](<https://www.sota2.com/research/sota/species-classification-on-iwildcam-wilds>)

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

Data updated: 2026-04-21T08:31:51.385Z

Evaluation of species classification performance on the iWildCam WILDS dataset, reporting Macro F1 score.

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 | Species Classification |
| Dataset (including any stated split) | iWildCam WILDS |
| Metric | Macro F1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Macro F1](<https://www.sota2.com/research/sota/species-classification-on-iwildcam-wilds.md?metric=Macro%20F1>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Macro F1 | Result date | Report paper |
| --- | --- | --- | --- |
| CORAL | 0.327 | Not recorded | 68fa76241e209131cea6b73b |
| Shared-Base + HyRe | 0.31 | Not recorded | 68fa76241e209131cea6b73b |
| Shared-Base | 0.309 | Not recorded | 68fa76241e209131cea6b73b |
| ERM | 0.308 | Not recorded | 68fa76241e209131cea6b73b |
| IRMX (PAIR) | 0.279 | Not recorded | 68fa76241e209131cea6b73b |
| IRMX | 0.267 | Not recorded | 68fa76241e209131cea6b73b |
| Group DRO | 0.238 | Not recorded | 68fa76241e209131cea6b73b |
| Fish | 0.22 | Not recorded | 68fa76241e209131cea6b73b |
| IRM | 0.151 | Not recorded | 68fa76241e209131cea6b73b |

### CORAL

Macro F1: 0.327. Result ID: 69e735f147f34ce924cd6cd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62fe1e209131ce9fc1c4.md>)

[Implementation](<https://github.com/VisionLearningGroup/CORAL>)

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### Shared-Base + HyRe

Macro F1: 0.31. Result ID: 69e735f147f34ce924cd6cde.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

Recorded evaluation configuration: {"DL":"X"}. This record does not assert independent reproduction.

### Shared-Base

Macro F1: 0.309. Result ID: 69e735f147f34ce924cd6cdd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

Recorded evaluation configuration: {"DL":"X"}. This record does not assert independent reproduction.

### ERM

Macro F1: 0.308. Result ID: 69e735f147f34ce924cd6cdc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

Recorded evaluation configuration: {"DL":"X"}. This record does not assert independent reproduction.

### IRMX (PAIR)

Macro F1: 0.279. Result ID: 69e735f147f34ce924cd6cd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### IRMX

Macro F1: 0.267. Result ID: 69e735f147f34ce924cd6cd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### Group DRO

Macro F1: 0.238. Result ID: 69e735f147f34ce924cd6cda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

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

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### Fish

Macro F1: 0.22. Result ID: 69e735f147f34ce924cd6cdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

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

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

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

### IRM

Macro F1: 0.151. Result ID: 69e735f147f34ce924cd6cd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa76241e209131cea6b73b.md>)

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

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

Recorded evaluation configuration: {"DL":"O"}. This record does not assert independent reproduction.

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