# Remote Sensing Image Classification on FUSRS

Source: [Remote Sensing Image Classification on FUSRS](<https://www.sota2.com/research/sota/remote-sensing-image-classification-on-fusrs>)

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

Data updated: 2026-02-26T05:46:25.693Z

Evaluation of Remote Sensing Image Classification performance on the FUSRS dataset, measured using Head Macro F1-Score and Tail 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 | Remote Sensing Image Classification |
| Dataset (including any stated split) | FUSRS |
| Metric | Head Macro F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Head Macro F1 Score](<https://www.sota2.com/research/sota/remote-sensing-image-classification-on-fusrs.md?metric=Head%20Macro%20F1%20Score>): Higher is better; unit: PERCENT.

- [Tail Macro F1 Score](<https://www.sota2.com/research/sota/remote-sensing-image-classification-on-fusrs.md?metric=Tail%20Macro%20F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Head Macro F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| CLORA w/ debLoRA | 92.5 | Not recorded | 68fa75151e209131cea659df |
| LORA w/ debLoRA | 90.1 | Not recorded | 68fa75151e209131cea659df |
| CLORA | 89.9 | Not recorded | 68fa75151e209131cea659df |
| LORA w/ SADE \[68\] | 89.6 | Not recorded | 68fa75151e209131cea659df |
| Fine-Tune | 88.6 | Not recorded | 68fa75151e209131cea659df |
| LORA | 87.1 | Not recorded | 68fa75151e209131cea659df |
| LORA w/ ResLT \[9\] | 86.6 | Not recorded | 68fa75151e209131cea659df |
| Zero-Shot | 78.3 | Not recorded | 68fa75151e209131cea659df |

### CLORA w/ debLoRA

Head Macro F1 Score: 92.5. Result ID: 699373bb3a6c314849160a69.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75151e209131cea659df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea659df.md>)

[Implementation](<https://github.com/doem97/deblora>)

Recorded evaluation configuration: {"Foundation Model":"SatMAE","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### LORA w/ debLoRA

Head Macro F1 Score: 90.1. Result ID: 699373bb3a6c314849160a6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75151e209131cea659df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75151e209131cea659df.md>)

[Implementation](<https://github.com/doem97/deblora>)

Recorded evaluation configuration: {"Foundation Model":"SatMAE","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### CLORA

Head Macro F1 Score: 89.9. Result ID: 699373bb3a6c314849160a68.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75151e209131cea659df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b51e209131cea58125.md>)

[Implementation](<https://github.com/yue-zhongqi/tif>)

Recorded evaluation configuration: {"Foundation Model":"SatMAE","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### LORA w/ SADE \[68\]

Head Macro F1 Score: 89.6. Result ID: 699373bb3a6c314849160a6c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75151e209131cea659df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc51e209131cea3c01a.md>)

[Implementation](<https://github.com/Vanint/SADE-AgnosticLT>)

Recorded evaluation configuration: {"Foundation Model":"SatMAE","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### Fine-Tune

Head Macro F1 Score: 88.6. Result ID: 699373bb3a6c314849160a67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75151e209131cea659df.md>)

Recorded evaluation configuration: {"Foundation Model":"SatMAE","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### LORA

Head Macro F1 Score: 87.1. Result ID: 699373bb3a6c314849160a6a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75151e209131cea659df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b121e209131cea2bf59.md>)

[Implementation](<https://github.com/microsoft/LoRA>)

Recorded evaluation configuration: {"Foundation Model":"SatMAE","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### LORA w/ ResLT \[9\]

Head Macro F1 Score: 86.6. Result ID: 699373bb3a6c314849160a6b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75151e209131cea659df.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c891e209131cea348fa.md>)

[Implementation](<https://github.com/jiequancui/ResLT>)

Recorded evaluation configuration: {"Foundation Model":"SatMAE","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction.

### Zero-Shot

Head Macro F1 Score: 78.3. Result ID: 699373bb3a6c314849160a66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa75151e209131cea659df.md>)

Recorded evaluation configuration: {"Foundation Model":"SatMAE","Evaluation Protocol":"Linear Probing"}. This record does not assert independent reproduction.

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