# Medical Image Classification on WILDSCamelyon (20% hold-out)

Source: [Medical Image Classification on WILDSCamelyon (20% hold-out)](<https://www.sota2.com/research/sota/medical-image-classification-on-wildscamelyon-20-percent-hold-out>)

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

Data updated: 2026-06-02T13:18:54.656Z

Evaluation of Medical Image Classification performance on the 20% hold-out split of the WILDSCamelyon dataset, reporting Balanced 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 | Medical Image Classification |
| Dataset (including any stated split) | WILDSCamelyon (20% hold-out) |
| Metric | Balanced Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Balanced Accuracy](<https://www.sota2.com/research/sota/medical-image-classification-on-wildscamelyon-20-percent-hold-out.md?metric=Balanced%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Balanced Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| DSBR | 96.5 | Not recorded | 6a1e6422dbd7150506f857b1 |
| DSBR | 95.6 | Not recorded | 6a1e6422dbd7150506f857b1 |
| ROID | 94.8 | Not recorded | 6a1e6422dbd7150506f857b1 |
| ROID | 94.3 | Not recorded | 6a1e6422dbd7150506f857b1 |
| DeYO | 93.5 | Not recorded | 6a1e6422dbd7150506f857b1 |
| DeYO | 92.7 | Not recorded | 6a1e6422dbd7150506f857b1 |
| Tent | 87.9 | Not recorded | 6a1e6422dbd7150506f857b1 |
| ResNet | 87.4 | Not recorded | 6a1e6422dbd7150506f857b1 |
| SAR | 87.4 | Not recorded | 6a1e6422dbd7150506f857b1 |
| Tent | 87.4 | Not recorded | 6a1e6422dbd7150506f857b1 |
| ViT | 87 | Not recorded | 6a1e6422dbd7150506f857b1 |
| SAR | 87 | Not recorded | 6a1e6422dbd7150506f857b1 |

### DSBR

Balanced Accuracy: 96.5. Result ID: 6a1ed822fbc373592c1adbe4.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### DSBR

Balanced Accuracy: 95.6. Result ID: 6a1ed822fbc373592c1adbea.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction.

### ROID

Balanced Accuracy: 94.8. Result ID: 6a1ed822fbc373592c1adbe2.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb6f.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### ROID

Balanced Accuracy: 94.3. Result ID: 6a1ed822fbc373592c1adbe8.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71071e209131cea4eb6f.md>)

Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction.

### DeYO

Balanced Accuracy: 93.5. Result ID: 6a1ed822fbc373592c1adbe9.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Implementation](<https://whitesnowdrop.github.io/DeYO/>)

Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction.

### DeYO

Balanced Accuracy: 92.7. Result ID: 6a1ed822fbc373592c1adbe3.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72801e209131cea56d2d.md>)

[Implementation](<https://whitesnowdrop.github.io/DeYO/>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### Tent

Balanced Accuracy: 87.9. Result ID: 6a1ed822fbc373592c1adbe0.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### ResNet

Balanced Accuracy: 87.4. Result ID: 6a1ed822fbc373592c1adbdf.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62321e209131ce9f8328.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### SAR

Balanced Accuracy: 87.4. Result ID: 6a1ed822fbc373592c1adbe1.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707e1e209131cea4b785.md>)

Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction.

### Tent

Balanced Accuracy: 87.4. Result ID: 6a1ed822fbc373592c1adbe6.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69941e209131cea22d2b.md>)

Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction.

### ViT

Balanced Accuracy: 87. Result ID: 6a1ed822fbc373592c1adbe5.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

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

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

Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction.

### SAR

Balanced Accuracy: 87. Result ID: 6a1ed822fbc373592c1adbe7.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e6422dbd7150506f857b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707e1e209131cea4b785.md>)

Recorded evaluation configuration: {"Backbone":"ViT"}. This record does not assert independent reproduction.

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