# Image Classification on WHU-earth

Source: [Image Classification on WHU-earth](<https://www.sota2.com/research/sota/image-classification-on-whu-earth>)

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

Data updated: 2026-02-26T05:31:50.578Z

Evaluation of Image Classification performance on the WHU-earth dataset, typically measured using 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) | WHU-earth |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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-whu-earth.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| GeoMELT | 78.33 | Not recorded | 69438a9f423ea4226572955a |
| RemoteCLIP | 70.83 | Not recorded | 68fa72f11e209131cea596e5 |
| RemoteCLIP | 70.83 | Not recorded | 68fa72f11e209131cea596e5 |
| RemoteCLIP | 68.33 | Not recorded | 69438a9f423ea4226572955a |
| RemoteCLIP | 63.12 | Not recorded | 68fa72f11e209131cea596e5 |
| RemoteCLIP | 63.12 | Not recorded | 68fa72f11e209131cea596e5 |
| RemoteCLIP | 63.12 | Not recorded | 69438a9f423ea4226572955a |
| CLIP | 58.33 | Not recorded | 68fa72f11e209131cea596e5 |
| CLIP | 58.33 | Not recorded | 68fa72f11e209131cea596e5 |
| CLIP | 56.46 | Not recorded | 69438a9f423ea4226572955a |
| RemoteCLIP | 56.25 | Not recorded | 68fa72f11e209131cea596e5 |
| RemoteCLIP | 56.25 | Not recorded | 68fa72f11e209131cea596e5 |
| CLIP | 51.18 | Not recorded | 68fa72f11e209131cea596e5 |
| CLIP | 51.18 | Not recorded | 68fa72f11e209131cea596e5 |
| CLIP | 40.62 | Not recorded | 69438a9f423ea4226572955a |
| CLIP | 40.42 | Not recorded | 68fa72f11e209131cea596e5 |
| CLIP | 40.42 | Not recorded | 68fa72f11e209131cea596e5 |

### GeoMELT

Accuracy: 78.33. Result ID: 699836c15698665ec4926ccc.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9f423ea4226572955a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69438a9f423ea4226572955a.md>)

Recorded evaluation configuration: {"Backbone":"BEiT-3","zero-shot":true}. This record does not assert independent reproduction.

### RemoteCLIP

Accuracy: 70.83. Result ID: 699288e83a6c3148490f9b55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Implementation](<https://github.com/ChenDelong1999/RemoteCLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14","zero-shot":true}. This record does not assert independent reproduction.

### RemoteCLIP

Accuracy: 70.83. Result ID: 699288e83a6c3148490f9bfa.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Implementation](<https://github.com/ChenDelong1999/RemoteCLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14","zero-shot":true}. This record does not assert independent reproduction.

### RemoteCLIP

Accuracy: 68.33. Result ID: 699836c15698665ec4926ccb.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9f423ea4226572955a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Implementation](<https://github.com/ChenDelong1999/RemoteCLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-L","zero-shot":true}. This record does not assert independent reproduction.

### RemoteCLIP

Accuracy: 63.12. Result ID: 699288e83a6c3148490f9b53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Implementation](<https://github.com/ChenDelong1999/RemoteCLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B-32","zero-shot":true}. This record does not assert independent reproduction.

### RemoteCLIP

Accuracy: 63.12. Result ID: 699288e83a6c3148490f9bf8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Implementation](<https://github.com/ChenDelong1999/RemoteCLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B-32","zero-shot":true}. This record does not assert independent reproduction.

### RemoteCLIP

Accuracy: 63.12. Result ID: 699836c15698665ec4926cca.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9f423ea4226572955a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Implementation](<https://github.com/ChenDelong1999/RemoteCLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B","zero-shot":true}. This record does not assert independent reproduction.

### CLIP

Accuracy: 58.33. Result ID: 699288e83a6c3148490f9b54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14","zero-shot":true}. This record does not assert independent reproduction.

### CLIP

Accuracy: 58.33. Result ID: 699288e83a6c3148490f9bf9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-L-14","zero-shot":true}. This record does not assert independent reproduction.

### CLIP

Accuracy: 56.46. Result ID: 699836c15698665ec4926cc9.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9f423ea4226572955a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-L","zero-shot":true}. This record does not assert independent reproduction.

### RemoteCLIP

Accuracy: 56.25. Result ID: 699288e83a6c3148490f9b51.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Implementation](<https://github.com/ChenDelong1999/RemoteCLIP>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","zero-shot":true}. This record does not assert independent reproduction.

### RemoteCLIP

Accuracy: 56.25. Result ID: 699288e83a6c3148490f9bf6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Implementation](<https://github.com/ChenDelong1999/RemoteCLIP>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","zero-shot":true}. This record does not assert independent reproduction.

### CLIP

Accuracy: 51.18. Result ID: 699288e83a6c3148490f9b52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B-32","zero-shot":true}. This record does not assert independent reproduction.

### CLIP

Accuracy: 51.18. Result ID: 699288e83a6c3148490f9bf7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B-32","zero-shot":true}. This record does not assert independent reproduction.

### CLIP

Accuracy: 40.62. Result ID: 699836c15698665ec4926cc8.

[Reporting paper](<https://www.sota2.com/research/paper/69438a9f423ea4226572955a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ViT-B","zero-shot":true}. This record does not assert independent reproduction.

### CLIP

Accuracy: 40.42. Result ID: 699288e83a6c3148490f9b50.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","zero-shot":true}. This record does not assert independent reproduction.

### CLIP

Accuracy: 40.42. Result ID: 699288e83a6c3148490f9bf5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f11e209131cea596e5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","zero-shot":true}. This record does not assert independent reproduction.

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