# Pathology image classification on WSSSLUAD

Source: [Pathology image classification on WSSSLUAD](<https://www.sota2.com/research/sota/pathology-image-classification-on-wsssluad>)

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

Data updated: 2026-03-23T10:54:15.655Z

Evaluation of Pathology image classification performance on the WSSSLUAD 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 | Pathology image classification |
| Dataset (including any stated split) | WSSSLUAD |
| 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/pathology-image-classification-on-wsssluad.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Patho–CLIP–L | 95.89 | Not recorded | 68fa79861e209131cea7e018 |
| Patho–CLIP–B | 91.8 | Not recorded | 68fa79861e209131cea7e018 |
| PathCLIP | 91.25 | Not recorded | 68fa79861e209131cea7e018 |
| PubmedCLIP | 91.25 | Not recorded | 68fa79861e209131cea7e018 |
| QuiltNet | 90.5 | Not recorded | 68fa79861e209131cea7e018 |
| MUSK | 87.5 | Not recorded | 68fa79861e209131cea7e018 |
| PLIP | 86.21 | Not recorded | 68fa79861e209131cea7e018 |
| PathGen–CLIP–L | 82.5 | Not recorded | 68fa79861e209131cea7e018 |
| OpenAI–CLIP–B | 81.25 | Not recorded | 68fa79861e209131cea7e018 |
| PathGen–CLIP | 81.06 | Not recorded | 68fa79861e209131cea7e018 |
| OpenAI–CLIP–L | 76.25 | Not recorded | 68fa79861e209131cea7e018 |
| CONCH | 65.14 | Not recorded | 68fa79861e209131cea7e018 |

### Patho–CLIP–L

Accuracy: 95.89. Result ID: 69c11bc947f34ce924a95c12.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### Patho–CLIP–B

Accuracy: 91.8. Result ID: 69c11bc947f34ce924a95c11.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### PathCLIP

Accuracy: 91.25. Result ID: 69c11bc947f34ce924a95c0a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### PubmedCLIP

Accuracy: 91.25. Result ID: 69c11bc947f34ce924a95c0f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### QuiltNet

Accuracy: 90.5. Result ID: 69c11bc947f34ce924a95c0e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76881e209131cea6d7d4.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### MUSK

Accuracy: 87.5. Result ID: 69c11bc947f34ce924a95c10.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### PLIP

Accuracy: 86.21. Result ID: 69c11bc947f34ce924a95c09.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### PathGen–CLIP–L

Accuracy: 82.5. Result ID: 69c11bc947f34ce924a95c0d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ec1e209131cea5ee59.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### OpenAI–CLIP–B

Accuracy: 81.25. Result ID: 69c11bc947f34ce924a95c07.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### PathGen–CLIP

Accuracy: 81.06. Result ID: 69c11bc947f34ce924a95c0c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73ec1e209131cea5ee59.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### OpenAI–CLIP–L

Accuracy: 76.25. Result ID: 69c11bc947f34ce924a95c08.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69581e209131cea21ad0.md>)

[Implementation](<https://github.com/OpenAI/CLIP>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

### CONCH

Accuracy: 65.14. Result ID: 69c11bc947f34ce924a95c0b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79861e209131cea7e018.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

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