# Pathological Image Classification on Ost

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

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

Data updated: 2026-04-20T07:24:53.504Z

Evaluation of Pathological Image Classification performance on the Ost 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) | Ost |
| 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-ost.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| UNI2 | 97.74 | Not recorded | 69e5b3167d0172140ec7e072 |
| SSMamba | 97.68 | Not recorded | 69e5b3167d0172140ec7e072 |
| GigaPath | 97.3 | Not recorded | 69e5b3167d0172140ec7e072 |
| Virchow2 | 96.83 | Not recorded | 69e5b3167d0172140ec7e072 |
| CONCH | 96.39 | Not recorded | 69e5b3167d0172140ec7e072 |
| UNI | 96.23 | Not recorded | 69e5b3167d0172140ec7e072 |
| MUSK | 96.23 | Not recorded | 69e5b3167d0172140ec7e072 |
| CTransPath | 95.79 | Not recorded | 69e5b3167d0172140ec7e072 |
| Swin | 95.59 | Not recorded | 69e5b3167d0172140ec7e072 |
| MAE | 93.81 | Not recorded | 69e5b3167d0172140ec7e072 |
| ViT | 92.5 | Not recorded | 69e5b3167d0172140ec7e072 |
| VMamba | 90.71 | Not recorded | 69e5b3167d0172140ec7e072 |

### UNI2

Accuracy: 97.74. Result ID: 69e5d4c447f34ce924cba6a9.

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

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

### SSMamba

Accuracy: 97.68. Result ID: 69e5d4c447f34ce924cba6af.

[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.

### GigaPath

Accuracy: 97.3. Result ID: 69e5d4c447f34ce924cba6ac.

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

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

### Virchow2

Accuracy: 96.83. Result ID: 69e5d4c447f34ce924cba6ad.

[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.

### CONCH

Accuracy: 96.39. Result ID: 69e5d4c447f34ce924cba6ab.

[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.

### UNI

Accuracy: 96.23. Result ID: 69e5d4c447f34ce924cba6a8.

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

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

### MUSK

Accuracy: 96.23. Result ID: 69e5d4c447f34ce924cba6aa.

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

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

### CTransPath

Accuracy: 95.79. Result ID: 69e5d4c447f34ce924cba6ae.

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

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

### Swin

Accuracy: 95.59. Result ID: 69e5d4c447f34ce924cba6a5.

[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

Accuracy: 93.81. Result ID: 69e5d4c447f34ce924cba6a6.

[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

Accuracy: 92.5. Result ID: 69e5d4c447f34ce924cba6a4.

[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.

### VMamba

Accuracy: 90.71. Result ID: 69e5d4c447f34ce924cba6a7.

[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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