# Breast Cancer Metastases Classification on Camelyon17-WILDS (test)

Source: [Breast Cancer Metastases Classification on Camelyon17-WILDS (test)](<https://www.sota2.com/research/sota/breast-cancer-metastases-classification-on-camelyon17-wilds-test>)

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

Data updated: 2026-02-26T05:38:58.970Z

Evaluation of breast cancer metastases classification performance on the test split of the Camelyon17-WILDS dataset, reporting Accuracy and F1 scores broken down by five specific centers (1, 3, 4, 5).

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 | Breast cancer metastases classification |
| Dataset (including any stated split) | Camelyon17-WILDS (test) |
| Metric | Center 1 Accuracy |
| 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

- [Center 1 Accuracy](<https://www.sota2.com/research/sota/breast-cancer-metastases-classification-on-camelyon17-wilds-test.md?metric=Center%201%20Accuracy>): Higher is better; unit: PERCENT.

- [Center 1 F1 Score](<https://www.sota2.com/research/sota/breast-cancer-metastases-classification-on-camelyon17-wilds-test.md?metric=Center%201%20F1%20Score>): Higher is better; unit: PERCENT.

- [Center 3 Accuracy](<https://www.sota2.com/research/sota/breast-cancer-metastases-classification-on-camelyon17-wilds-test.md?metric=Center%203%20Accuracy>): Higher is better; unit: PERCENT.

- [Center 3 F1 Score](<https://www.sota2.com/research/sota/breast-cancer-metastases-classification-on-camelyon17-wilds-test.md?metric=Center%203%20F1%20Score>): Higher is better; unit: PERCENT.

- [Center 4 Accuracy](<https://www.sota2.com/research/sota/breast-cancer-metastases-classification-on-camelyon17-wilds-test.md?metric=Center%204%20Accuracy>): Higher is better; unit: PERCENT.

- [Center 4 F1 Score](<https://www.sota2.com/research/sota/breast-cancer-metastases-classification-on-camelyon17-wilds-test.md?metric=Center%204%20F1%20Score>): Higher is better; unit: PERCENT.

- [Center 5 Accuracy](<https://www.sota2.com/research/sota/breast-cancer-metastases-classification-on-camelyon17-wilds-test.md?metric=Center%205%20Accuracy>): Higher is better; unit: PERCENT.

- [Center 5 F1 Score](<https://www.sota2.com/research/sota/breast-cancer-metastases-classification-on-camelyon17-wilds-test.md?metric=Center%205%20F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Center 1 Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| VL2V\* + DIPT | 96.85 | Not recorded | 692d2159d6b0dd3342931a10 |
| VL2V\* | 96.32 | Not recorded | 692d2159d6b0dd3342931a10 |
| RISE + DIPT | 95.98 | Not recorded | 692d2159d6b0dd3342931a10 |
| KD | 93.94 | Not recorded | 692d2159d6b0dd3342931a10 |
| VL2V + DIPT | 93.85 | Not recorded | 692d2159d6b0dd3342931a10 |
| VL2V | 93.24 | Not recorded | 692d2159d6b0dd3342931a10 |
| RISE | 90.16 | Not recorded | 692d2159d6b0dd3342931a10 |
| Agg. prompt Zero-Shot | 81.89 | Not recorded | 692d2159d6b0dd3342931a10 |

### VL2V\* + DIPT

Center 1 Accuracy: 96.85. Result ID: 6995e0783badfaffe6e7c86e.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

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

### VL2V\*

Center 1 Accuracy: 96.32. Result ID: 6995e0783badfaffe6e7c86d.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea565a1.md>)

[Implementation](<https://github.com/val-iisc/VL2V-ADiP.git>)

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

### RISE + DIPT

Center 1 Accuracy: 95.98. Result ID: 6995e0783badfaffe6e7c86a.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

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

### KD

Center 1 Accuracy: 93.94. Result ID: 6995e0783badfaffe6e7c868.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b81e209131ce9f5b87.md>)

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

### VL2V + DIPT

Center 1 Accuracy: 93.85. Result ID: 6995e0783badfaffe6e7c86c.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

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

### VL2V

Center 1 Accuracy: 93.24. Result ID: 6995e0783badfaffe6e7c86b.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72711e209131cea565a1.md>)

[Implementation](<https://github.com/val-iisc/VL2V-ADiP.git>)

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

### RISE

Center 1 Accuracy: 90.16. Result ID: 6995e0783badfaffe6e7c869.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b01e209131cea4c9b6.md>)

[Implementation](<https://www.sota2.com/github.com/OoDBag/RISE>)

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

### Agg. prompt Zero-Shot

Center 1 Accuracy: 81.89. Result ID: 6995e0783badfaffe6e7c867.

[Reporting paper](<https://www.sota2.com/research/paper/692d2159d6b0dd3342931a10.md>)

Recorded evaluation configuration: {"Backbone":"ResNet-50","Evaluation Protocol":"Zero-Shot"}. This record does not assert independent reproduction.

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