# Pathological Image Classification on pRCC (F1, Accuracy, AUC, p-value)

Source: [Pathological Image Classification on pRCC (F1, Accuracy, AUC, p-value)](<https://www.sota2.com/research/sota/pathological-image-classification-on-prcc-f1-accuracy-auc-p-value>)

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

Data updated: 2026-04-20T07:24:53.873Z

Evaluation of Pathological Image Classification performance on the pRCC dataset, reporting F1 Score, Accuracy, AUC, and p-value.

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 | Pathological Image Classification |
| Dataset (including any stated split) | pRCC |
| Metric | F1 Score |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/pathological-image-classification-on-prcc-f1-accuracy-auc-p-value.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/pathological-image-classification-on-prcc-f1-accuracy-auc-p-value.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/pathological-image-classification-on-prcc-f1-accuracy-auc-p-value.md?metric=AUC>): Higher is better; unit: PERCENT.

- [p-value](<https://www.sota2.com/research/sota/pathological-image-classification-on-prcc-f1-accuracy-auc-p-value.md?metric=p-value>): Lower is better; unit: SCALAR.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| SSMamba | 97.87 | Not recorded | 69e5b3167d0172140ec7e072 |
| UNI2 | 97.13 | Not recorded | 69e5b3167d0172140ec7e072 |
| Virchow2 | 94.68 | Not recorded | 69e5b3167d0172140ec7e072 |
| GigaPath | 92.89 | Not recorded | 69e5b3167d0172140ec7e072 |
| CTransPath | 92.8 | Not recorded | 69e5b3167d0172140ec7e072 |
| Swin | 92.69 | Not recorded | 69e5b3167d0172140ec7e072 |
| CONCH | 90.17 | Not recorded | 69e5b3167d0172140ec7e072 |
| ViT | 90.04 | Not recorded | 69e5b3167d0172140ec7e072 |
| MUSK | 89.85 | Not recorded | 69e5b3167d0172140ec7e072 |
| UNI | 87.5 | Not recorded | 69e5b3167d0172140ec7e072 |
| MAE | 87.17 | Not recorded | 69e5b3167d0172140ec7e072 |
| VMamba | 84.2 | Not recorded | 69e5b3167d0172140ec7e072 |

### SSMamba

F1 Score: 97.87. Result ID: 69e5d4c447f34ce924cba769.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

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

### UNI2

F1 Score: 97.13. Result ID: 69e5d4c447f34ce924cba763.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

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

### Virchow2

F1 Score: 94.68. Result ID: 69e5d4c447f34ce924cba767.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa758d1e209131cea688d5.md>)

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

### GigaPath

F1 Score: 92.89. Result ID: 69e5d4c447f34ce924cba766.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

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

### CTransPath

F1 Score: 92.8. Result ID: 69e5d4c447f34ce924cba768.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

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

### Swin

F1 Score: 92.69. Result ID: 69e5d4c447f34ce924cba75f.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.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.

### CONCH

F1 Score: 90.17. Result ID: 69e5d4c447f34ce924cba765.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fb51e209131cea46f53.md>)

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

### ViT

F1 Score: 90.04. Result ID: 69e5d4c447f34ce924cba75e.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.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.

### MUSK

F1 Score: 89.85. Result ID: 69e5d4c447f34ce924cba764.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

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

### UNI

F1 Score: 87.5. Result ID: 69e5d4c447f34ce924cba762.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

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

### MAE

F1 Score: 87.17. Result ID: 69e5d4c447f34ce924cba760.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7f1e209131cea2e973.md>)

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

### VMamba

F1 Score: 84.2. Result ID: 69e5d4c447f34ce924cba761.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa777c1e209131cea7381c.md>)

[Implementation](<https://github.com/AtlasAnalyticsLab/2DMamba>)

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

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