# Pathological Image Classification on LaC (AUC)

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

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

Data updated: 2026-04-20T07:24:53.558Z

Evaluation of Pathological Image Classification performance on the LaC 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) | LaC |
| Metric | AUC (LaC) |
| 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 (LaC)](<https://www.sota2.com/research/sota/pathological-image-classification-on-lac-auc.md?metric=AUC%20(LaC)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC (LaC) | Result date | Report paper |
| --- | --- | --- | --- |
| SSMamba | 99.65 | Not recorded | 69e5b3167d0172140ec7e072 |
| GigaPath | 99.48 | Not recorded | 69e5b3167d0172140ec7e072 |
| Virchow2 | 98.07 | Not recorded | 69e5b3167d0172140ec7e072 |
| UNI2 | 96.7 | Not recorded | 69e5b3167d0172140ec7e072 |
| UNI | 96.08 | Not recorded | 69e5b3167d0172140ec7e072 |
| CTransPath | 94.47 | Not recorded | 69e5b3167d0172140ec7e072 |
| MUSK | 93.64 | Not recorded | 69e5b3167d0172140ec7e072 |
| MAE | 92.67 | Not recorded | 69e5b3167d0172140ec7e072 |
| CONCH | 92.52 | Not recorded | 69e5b3167d0172140ec7e072 |
| Swin | 92.46 | Not recorded | 69e5b3167d0172140ec7e072 |
| VMamba | 92.44 | Not recorded | 69e5b3167d0172140ec7e072 |
| ViT | 90.92 | Not recorded | 69e5b3167d0172140ec7e072 |

### SSMamba

AUC (LaC): 99.65. Result ID: 69e5d4c447f34ce924cba6c7.

[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

AUC (LaC): 99.48. Result ID: 69e5d4c447f34ce924cba6c4.

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

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

### Virchow2

AUC (LaC): 98.07. Result ID: 69e5d4c447f34ce924cba6c5.

[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

AUC (LaC): 96.7. Result ID: 69e5d4c447f34ce924cba6c1.

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

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

### UNI

AUC (LaC): 96.08. Result ID: 69e5d4c447f34ce924cba6c0.

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

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

### CTransPath

AUC (LaC): 94.47. Result ID: 69e5d4c447f34ce924cba6c6.

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

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

### MUSK

AUC (LaC): 93.64. Result ID: 69e5d4c447f34ce924cba6c2.

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

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

### MAE

AUC (LaC): 92.67. Result ID: 69e5d4c447f34ce924cba6be.

[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

AUC (LaC): 92.52. Result ID: 69e5d4c447f34ce924cba6c3.

[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.

### Swin

AUC (LaC): 92.46. Result ID: 69e5d4c447f34ce924cba6bd.

[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.

### VMamba

AUC (LaC): 92.44. Result ID: 69e5d4c447f34ce924cba6bf.

[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.

### ViT

AUC (LaC): 90.92. Result ID: 69e5d4c447f34ce924cba6bc.

[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.

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