# Land cover classification on Landcover IID (test)

Source: [Land cover classification on Landcover IID (test)](<https://www.sota2.com/research/sota/land-cover-classification-on-landcover-iid-test>)

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

Data updated: 2026-02-26T05:28:34.131Z

Evaluation of Land cover classification performance on the test split of the Landcover IID 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 | Land cover classification |
| Dataset (including any stated split) | Landcover IID (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/land-cover-classification-on-landcover-iid-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| ERM | 76.58 | Not recorded | 68fa6da51e209131cea3b25c |
| ERM | 75.92 | Not recorded | 68fa6da51e209131cea3b25c |
| EIIL | 72.61 | Not recorded | 68fa6da51e209131cea3b25c |
| ZIN | 72.56 | Not recorded | 68fa6da51e209131cea3b25c |
| ZIN | 72.18 | Not recorded | 68fa6da51e209131cea3b25c |
| LfF | 66.24 | Not recorded | 68fa6da51e209131cea3b25c |

### ERM

Accuracy: 76.58. Result ID: 698fcd073a6c314849fbf413.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b11e209131cea2370a.md>)

Recorded evaluation configuration: {"auxiliary\_information":"climate"}. This record does not assert independent reproduction.

### ERM

Accuracy: 75.92. Result ID: 698fcd073a6c314849fbf412.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b11e209131cea2370a.md>)

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

### EIIL

Accuracy: 72.61. Result ID: 698fcd073a6c314849fbf415.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5f1e209131cea27cee.md>)

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

### ZIN

Accuracy: 72.56. Result ID: 698fcd073a6c314849fbf416.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Implementation](<https://github.com/linyongver/ZIN_official>)

Recorded evaluation configuration: {"auxiliary\_information":"climate"}. This record does not assert independent reproduction.

### ZIN

Accuracy: 72.18. Result ID: 698fcd073a6c314849fbf417.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

[Implementation](<https://github.com/linyongver/ZIN_official>)

Recorded evaluation configuration: {"auxiliary\_information":"location"}. This record does not assert independent reproduction.

### LfF

Accuracy: 66.24. Result ID: 698fcd073a6c314849fbf414.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da51e209131cea3b25c.md>)

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

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

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