# Image Classification on UC Merced (test)

Source: [Image Classification on UC Merced (test)](<https://www.sota2.com/research/sota/image-classification-on-uc-merced-test>)

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

Data updated: 2026-06-16T06:59:13.880Z

Evaluation of Image Classification performance on the test split of the UC Merced 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 | Image Classification |
| Dataset (including any stated split) | UC Merced (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 14 of 14 |
| 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-uc-merced-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| LG-ViT | 99.93 | Not recorded | 6a30d894d33dfb23e783cc3a |
| CBAM+RDN | 99.82 | Not recorded | 6a30d894d33dfb23e783cc3a |
| DenseNet-FCN | 99.5 | Not recorded | 6a30d894d33dfb23e783cc3a |
| OURS | 99.04 | Not recorded | 6a30d894d33dfb23e783cc3a |
| SAL-TS-Net | 98.9 | Not recorded | 6a30d894d33dfb23e783cc3a |
| UrbanScape-Net | 98.83 | Not recorded | 6a30d894d33dfb23e783cc3a |
| VGG-16-CapsNet | 98.81 | Not recorded | 6a30d894d33dfb23e783cc3a |
| CGKD | 98.57 | Not recorded | 6a30d894d33dfb23e783cc3a |
| MCKD | 98.22 | Not recorded | 6a30d894d33dfb23e783cc3a |
| CNN+SWIN | 98.1 | Not recorded | 6a30d894d33dfb23e783cc3a |
| GFNet-KD-E3C | 97.9 | Not recorded | 6a30d894d33dfb23e783cc3a |
| CSAT | 97.86 | Not recorded | 6a30d894d33dfb23e783cc3a |
| PairKD | 94.9 | Not recorded | 6a30d894d33dfb23e783cc3a |
| GMN-KD | 92.62 | Not recorded | 6a30d894d33dfb23e783cc3a |

### LG-ViT

Accuracy: 99.93. Result ID: 6a30f43efbc373592c2c9e7e.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"Non-KD-Based"}. This record does not assert independent reproduction.

### CBAM+RDN

Accuracy: 99.82. Result ID: 6a30f43efbc373592c2c9e7b.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"Non-KD-Based"}. This record does not assert independent reproduction.

### DenseNet-FCN

Accuracy: 99.5. Result ID: 6a30f43efbc373592c2c9e79.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"Non-KD-Based"}. This record does not assert independent reproduction.

### OURS

Accuracy: 99.04. Result ID: 6a30f43efbc373592c2c9e85.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"KD-Based"}. This record does not assert independent reproduction.

### SAL-TS-Net

Accuracy: 98.9. Result ID: 6a30f43efbc373592c2c9e78.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"Non-KD-Based"}. This record does not assert independent reproduction.

### UrbanScape-Net

Accuracy: 98.83. Result ID: 6a30f43efbc373592c2c9e7d.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"Non-KD-Based"}. This record does not assert independent reproduction.

### VGG-16-CapsNet

Accuracy: 98.81. Result ID: 6a30f43efbc373592c2c9e7a.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"Non-KD-Based"}. This record does not assert independent reproduction.

### CGKD

Accuracy: 98.57. Result ID: 6a30f43efbc373592c2c9e81.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"KD-Based"}. This record does not assert independent reproduction.

### MCKD

Accuracy: 98.22. Result ID: 6a30f43efbc373592c2c9e84.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"KD-Based"}. This record does not assert independent reproduction.

### CNN+SWIN

Accuracy: 98.1. Result ID: 6a30f43efbc373592c2c9e7f.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"Non-KD-Based"}. This record does not assert independent reproduction.

### GFNet-KD-E3C

Accuracy: 97.9. Result ID: 6a30f43efbc373592c2c9e80.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"KD-Based"}. This record does not assert independent reproduction.

### CSAT

Accuracy: 97.86. Result ID: 6a30f43efbc373592c2c9e7c.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"Non-KD-Based"}. This record does not assert independent reproduction.

### PairKD

Accuracy: 94.9. Result ID: 6a30f43efbc373592c2c9e82.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"KD-Based"}. This record does not assert independent reproduction.

### GMN-KD

Accuracy: 92.62. Result ID: 6a30f43efbc373592c2c9e83.

[Reporting paper](<https://www.sota2.com/research/paper/6a30d894d33dfb23e783cc3a.md>)

Recorded evaluation configuration: {"Type":"KD-Based"}. This record does not assert independent reproduction.

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