# Pathological Image Classification on MHIST (test)

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

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

Data updated: 2026-04-20T07:24:53.935Z

Evaluation of Pathological Image Classification performance on the test split of the MHIST dataset, reporting F1 score, Accuracy, and 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) | MHIST (test) |
| Metric | F1 Score |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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-mhist-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| SSMamba | 83 | Not recorded | 69e5b3167d0172140ec7e072 |
| GigaPath | 82.31 | Not recorded | 69e5b3167d0172140ec7e072 |
| MUSK | 82 | Not recorded | 69e5b3167d0172140ec7e072 |
| Virchow2 | 80.56 | Not recorded | 69e5b3167d0172140ec7e072 |
| CONCH | 80.26 | Not recorded | 69e5b3167d0172140ec7e072 |
| UNI2 | 78 | Not recorded | 69e5b3167d0172140ec7e072 |
| UNI | 77.19 | Not recorded | 69e5b3167d0172140ec7e072 |

### SSMamba

F1 Score: 83. Result ID: 69e5d4c447f34ce924cba7ac.

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

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

Recorded evaluation configuration: {"Training Dataset":"NCT"}. This record does not assert independent reproduction.

### GigaPath

F1 Score: 82.31. Result ID: 69e5d4c447f34ce924cba7aa.

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

Recorded evaluation configuration: {"Training Dataset":"NCT"}. This record does not assert independent reproduction.

### MUSK

F1 Score: 82. Result ID: 69e5d4c447f34ce924cba7a8.

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

Recorded evaluation configuration: {"Training Dataset":"NCT"}. This record does not assert independent reproduction.

### Virchow2

F1 Score: 80.56. Result ID: 69e5d4c447f34ce924cba7ab.

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

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

Recorded evaluation configuration: {"Training Dataset":"NCT"}. This record does not assert independent reproduction.

### CONCH

F1 Score: 80.26. Result ID: 69e5d4c447f34ce924cba7a9.

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

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

Recorded evaluation configuration: {"Training Dataset":"NCT"}. This record does not assert independent reproduction.

### UNI2

F1 Score: 78. Result ID: 69e5d4c447f34ce924cba7a7.

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

Recorded evaluation configuration: {"Training Dataset":"NCT"}. This record does not assert independent reproduction.

### UNI

F1 Score: 77.19. Result ID: 69e5d4c447f34ce924cba7a6.

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

Recorded evaluation configuration: {"Training Dataset":"NCT"}. This record does not assert independent reproduction.

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