# High-Spectral Image Classification on Houston (test)

Source: [High-Spectral Image Classification on Houston (test)](<https://www.sota2.com/research/sota/high-spectral-image-classification-on-houston-test>)

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

Data updated: 2026-02-26T05:54:02.154Z

Evaluation of High-Spectral Image Classification performance on the test split of the Houston dataset, reporting accuracy metrics like OA, AA, and Kappa.

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 | High-Spectral Image Classification |
| Dataset (including any stated split) | Houston (test) |
| Metric | OA |
| 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

- [OA](<https://www.sota2.com/research/sota/high-spectral-image-classification-on-houston-test.md?metric=OA>): Higher is better; unit: PERCENT.

- [AA](<https://www.sota2.com/research/sota/high-spectral-image-classification-on-houston-test.md?metric=AA>): Higher is better; unit: PERCENT.

- [Kappa](<https://www.sota2.com/research/sota/high-spectral-image-classification-on-houston-test.md?metric=Kappa>): Higher is better; unit: PERCENT.

## Recorded results

| Method | OA | Result date | Report paper |
| --- | --- | --- | --- |
| DisentangleFormer | 92.62 | Not recorded | 6932673ed6b0dd3342934471 |
| A-SPN | 88.4 | Not recorded | 6932673ed6b0dd3342934471 |
| SpectraFormer | 88.01 | Not recorded | 6932673ed6b0dd3342934471 |
| SwinT | 86.7 | Not recorded | 6932673ed6b0dd3342934471 |
| ViT | 71.86 | Not recorded | 6932673ed6b0dd3342934471 |

### DisentangleFormer

OA: 92.62. Result ID: 699894805698665ec4f661ac.

[Reporting paper](<https://www.sota2.com/research/paper/6932673ed6b0dd3342934471.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6932673ed6b0dd3342934471.md>)

Recorded evaluation configuration: {"variant":"2-stage"}. This record does not assert independent reproduction.

### A-SPN

OA: 88.4. Result ID: 699894805698665ec4f661ab.

[Reporting paper](<https://www.sota2.com/research/paper/6932673ed6b0dd3342934471.md>)

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

### SpectraFormer

OA: 88.01. Result ID: 699894805698665ec4f661a8.

[Reporting paper](<https://www.sota2.com/research/paper/6932673ed6b0dd3342934471.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7c1e209131cea34405.md>)

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

### SwinT

OA: 86.7. Result ID: 699894805698665ec4f661aa.

[Reporting paper](<https://www.sota2.com/research/paper/6932673ed6b0dd3342934471.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a8c1e209131cea28b62.md>)

[Implementation](<https://github.com/microsoft/Swin-Transformer>)

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

### ViT

OA: 71.86. Result ID: 699894805698665ec4f661a9.

[Reporting paper](<https://www.sota2.com/research/paper/6932673ed6b0dd3342934471.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0b1e209131cea25b04.md>)

[Implementation](<https://github.com/google-research/vision_transformer>)

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

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