# Pathological Image Classification on PAIP 2019 (AUC)

Source: [Pathological Image Classification on PAIP 2019 (AUC)](<https://www.sota2.com/research/sota/pathological-image-classification-on-paip-2019-auc>)

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

Data updated: 2026-04-20T07:24:53.668Z

Evaluation of Pathological Image Classification performance on the PAIP 2019 dataset, reporting AUC.

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) | PAIP 2019 |
| Metric | AUC |
| 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

- [AUC](<https://www.sota2.com/research/sota/pathological-image-classification-on-paip-2019-auc.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| SSMamba | 97.19 | Not recorded | 69e5b3167d0172140ec7e072 |
| Virchow2 | 97.05 | Not recorded | 69e5b3167d0172140ec7e072 |
| UNI | 95.51 | Not recorded | 69e5b3167d0172140ec7e072 |
| UNI2 | 95.47 | Not recorded | 69e5b3167d0172140ec7e072 |
| MUSK | 94.71 | Not recorded | 69e5b3167d0172140ec7e072 |
| GigaPath | 94.25 | Not recorded | 69e5b3167d0172140ec7e072 |
| CTransPath | 88.43 | Not recorded | 69e5b3167d0172140ec7e072 |
| VMamba | 88.42 | Not recorded | 69e5b3167d0172140ec7e072 |
| Swin | 87.33 | Not recorded | 69e5b3167d0172140ec7e072 |
| MAE | 86.62 | Not recorded | 69e5b3167d0172140ec7e072 |
| ViT | 86.25 | Not recorded | 69e5b3167d0172140ec7e072 |
| CONCH | 83.85 | Not recorded | 69e5b3167d0172140ec7e072 |

### SSMamba

AUC: 97.19. Result ID: 69e5d4c447f34ce924cba6eb.

[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.

### Virchow2

AUC: 97.05. Result ID: 69e5d4c447f34ce924cba6e9.

[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.

### UNI

AUC: 95.51. Result ID: 69e5d4c447f34ce924cba6e4.

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

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

### UNI2

AUC: 95.47. Result ID: 69e5d4c447f34ce924cba6e5.

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

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

### MUSK

AUC: 94.71. Result ID: 69e5d4c447f34ce924cba6e6.

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

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

### GigaPath

AUC: 94.25. Result ID: 69e5d4c447f34ce924cba6e8.

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

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

### CTransPath

AUC: 88.43. Result ID: 69e5d4c447f34ce924cba6ea.

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

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

### VMamba

AUC: 88.42. Result ID: 69e5d4c447f34ce924cba6e3.

[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.

### Swin

AUC: 87.33. Result ID: 69e5d4c447f34ce924cba6e1.

[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.

### MAE

AUC: 86.62. Result ID: 69e5d4c447f34ce924cba6e2.

[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.

### ViT

AUC: 86.25. Result ID: 69e5d4c447f34ce924cba6e0.

[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.

### CONCH

AUC: 83.85. Result ID: 69e5d4c447f34ce924cba6e7.

[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.

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