# Pathological Image Classification on PAIP 2019

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

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

Data updated: 2026-04-20T07:24:53.397Z

Evaluation of Pathological Image Classification performance on the PAIP 2019 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 | Pathological Image Classification |
| Dataset (including any stated split) | PAIP 2019 |
| Metric | 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

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SSMamba | 99.53 | Not recorded | 69e5b3167d0172140ec7e072 |
| Virchow2 | 96.53 | Not recorded | 69e5b3167d0172140ec7e072 |
| UNI2 | 95.65 | Not recorded | 69e5b3167d0172140ec7e072 |
| UNI | 95.6 | Not recorded | 69e5b3167d0172140ec7e072 |
| GigaPath | 94.21 | Not recorded | 69e5b3167d0172140ec7e072 |
| MUSK | 93.05 | Not recorded | 69e5b3167d0172140ec7e072 |
| Swin | 92.1 | Not recorded | 69e5b3167d0172140ec7e072 |
| ViT | 91.89 | Not recorded | 69e5b3167d0172140ec7e072 |
| CTransPath | 89.73 | Not recorded | 69e5b3167d0172140ec7e072 |
| VMamba | 81.67 | Not recorded | 69e5b3167d0172140ec7e072 |
| MAE | 78.2 | Not recorded | 69e5b3167d0172140ec7e072 |
| CONCH | 76.85 | Not recorded | 69e5b3167d0172140ec7e072 |

### SSMamba

Accuracy: 99.53. Result ID: 69e5d4c447f34ce924cba673.

[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

Accuracy: 96.53. Result ID: 69e5d4c447f34ce924cba671.

[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.

### UNI2

Accuracy: 95.65. Result ID: 69e5d4c447f34ce924cba66d.

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

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

### UNI

Accuracy: 95.6. Result ID: 69e5d4c447f34ce924cba66c.

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

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

### GigaPath

Accuracy: 94.21. Result ID: 69e5d4c447f34ce924cba670.

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

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

### MUSK

Accuracy: 93.05. Result ID: 69e5d4c447f34ce924cba66e.

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

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

### Swin

Accuracy: 92.1. Result ID: 69e5d4c447f34ce924cba669.

[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.

### ViT

Accuracy: 91.89. Result ID: 69e5d4c447f34ce924cba668.

[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.

### CTransPath

Accuracy: 89.73. Result ID: 69e5d4c447f34ce924cba672.

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

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

### VMamba

Accuracy: 81.67. Result ID: 69e5d4c447f34ce924cba66b.

[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.

### MAE

Accuracy: 78.2. Result ID: 69e5d4c447f34ce924cba66a.

[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.

### CONCH

Accuracy: 76.85. Result ID: 69e5d4c447f34ce924cba66f.

[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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