# WSI Classification on PANDA (QWK)

Source: [WSI Classification on PANDA (QWK)](<https://www.sota2.com/research/sota/wsi-classification-on-panda-qwk>)

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

Data updated: 2026-04-10T01:02:55.463Z

Evaluation of Whole Slide Image (WSI) classification performance on the PANDA dataset, measured using Quadratic Weighted Kappa (QWK).

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) | PANDA (internal) |
| Metric | QWK |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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

- [QWK](<https://www.sota2.com/research/sota/wsi-classification-on-panda-qwk.md?metric=QWK>): Higher is better; unit: SCALAR.

## Recorded results

| Method | QWK | Result date | Report paper |
| --- | --- | --- | --- |
| ROAM | 0.917 | Not recorded | 69d7329f7d0172140ec76c12 |
| ILRA | 0.916 | Not recorded | 69d7329f7d0172140ec76c12 |
| CLAM-SB | 0.915 | Not recorded | 69d7329f7d0172140ec76c12 |
| ABMIL | 0.913 | Not recorded | 69d7329f7d0172140ec76c12 |
| CLAM-MB | 0.911 | Not recorded | 69d7329f7d0172140ec76c12 |
| MeanPool | 0.893 | Not recorded | 69d7329f7d0172140ec76c12 |
| MAMMOTH-TransM | 0.893 | Not recorded | 69d7329f7d0172140ec76c12 |
| MAMMOTH-ABMIL | 0.892 | Not recorded | 69d7329f7d0172140ec76c12 |
| PAMoE | 0.885 | Not recorded | 69d7329f7d0172140ec76c12 |
| TransMIL | 0.884 | Not recorded | 69d7329f7d0172140ec76c12 |
| OTSurv | 0.873 | Not recorded | 69d7329f7d0172140ec76c12 |
| DSMIL | 0.873 | Not recorded | 69d7329f7d0172140ec76c12 |
| MaxPool | 0.811 | Not recorded | 69d7329f7d0172140ec76c12 |

### ROAM

QWK: 0.917. Result ID: 69d84c2547f34ce924c09f76.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### ILRA

QWK: 0.916. Result ID: 69d84c2547f34ce924c09f6d.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### CLAM-SB

QWK: 0.915. Result ID: 69d84c2547f34ce924c09f75.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

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

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### ABMIL

QWK: 0.913. Result ID: 69d84c2547f34ce924c09f6f.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

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

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### CLAM-MB

QWK: 0.911. Result ID: 69d84c2547f34ce924c09f6e.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

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

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### MeanPool

QWK: 0.893. Result ID: 69d84c2547f34ce924c09f6b.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### MAMMOTH-TransM

QWK: 0.893. Result ID: 69d84c2547f34ce924c09f71.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21ad70636e5bf4afc4d7e.md>)

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### MAMMOTH-ABMIL

QWK: 0.892. Result ID: 69d84c2547f34ce924c09f74.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c21ad70636e5bf4afc4d7e.md>)

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### PAMoE

QWK: 0.885. Result ID: 69d84c2547f34ce924c09f72.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### TransMIL

QWK: 0.884. Result ID: 69d84c2547f34ce924c09f70.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

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

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

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### OTSurv

QWK: 0.873. Result ID: 69d84c2547f34ce924c09f6a.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79b31e209131cea7ef69.md>)

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### DSMIL

QWK: 0.873. Result ID: 69d84c2547f34ce924c09f73.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

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

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

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

### MaxPool

QWK: 0.811. Result ID: 69d84c2547f34ce924c09f6c.

[Reporting paper](<https://www.sota2.com/research/paper/69d7329f7d0172140ec76c12.md>)

Recorded evaluation configuration: {"Enc.":"UNI2-h"}. This record does not assert independent reproduction.

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