# WSI Classification on CAMELYON

Source: [WSI Classification on CAMELYON](<https://www.sota2.com/research/sota/wsi-classification-on-camelyon>)

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

Data updated: 2026-02-26T05:43:19.258Z

Evaluation of Whole Slide Image (WSI) Classification performance on the CAMELYON dataset, reporting F1-score and Balanced Accuracy (B-Acc).

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 | WSI Classification |
| Dataset (including any stated split) | CAMELYON |
| 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/wsi-classification-on-camelyon.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Balanced Accuracy](<https://www.sota2.com/research/sota/wsi-classification-on-camelyon.md?metric=Balanced%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| RetMIL | 87.24 | Not recorded | 68fa72961e209131cea57563 |
| TransMIL | 84.06 | Not recorded | 68fa72961e209131cea57563 |
| DSMIL | 83.98 | Not recorded | 68fa72961e209131cea57563 |
| CLAM-MB | 83.06 | Not recorded | 68fa72961e209131cea57563 |
| ABMIL | 81.27 | Not recorded | 68fa72961e209131cea57563 |
| HAG-MIL | 79.35 | Not recorded | 68fa72961e209131cea57563 |
| HIPT | 78.92 | Not recorded | 68fa72961e209131cea57563 |

### RetMIL

F1 Score: 87.24. Result ID: 699244c13a6c3148490dc4cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72961e209131cea57563.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72961e209131cea57563.md>)

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

### TransMIL

F1 Score: 84.06. Result ID: 699244c13a6c3148490dc4cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72961e209131cea57563.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9e3.md>)

[Implementation](<https://github.com/szc19990412/TransMIL>)

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

### DSMIL

F1 Score: 83.98. Result ID: 699244c13a6c3148490dc4cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72961e209131cea57563.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b21e209131cea23838.md>)

[Implementation](<https://github.com/binli123/dsmil-wsi>)

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

### CLAM-MB

F1 Score: 83.06. Result ID: 699244c13a6c3148490dc4ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72961e209131cea57563.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f041e209131ce9e6f7a.md>)

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

### ABMIL

F1 Score: 81.27. Result ID: 699244c13a6c3148490dc4c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72961e209131cea57563.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64861e209131cea052eb.md>)

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

### HAG-MIL

F1 Score: 79.35. Result ID: 699244c13a6c3148490dc4ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72961e209131cea57563.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa700d1e209131cea48e30.md>)

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

### HIPT

F1 Score: 78.92. Result ID: 699244c13a6c3148490dc4cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72961e209131cea57563.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3553c.md>)

[Implementation](<https://github.com/mahmoodlab/HIPT>)

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

Page 1 of 1. This is an index page, not the full collection.