# WSI Classification on CRC (internal)

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

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

Data updated: 2026-04-10T01:02:55.433Z

Evaluation of Whole Slide Image (WSI)-level classification performance on the internal CRC dataset, measured using Area Under the Curve (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 | WSI Classification |
| Dataset (including any stated split) | CRC (internal) |
| Metric | AUC |
| Unit | PERCENT |
| 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

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

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| ILRA | 70.2 | Not recorded | 69d7329f7d0172140ec76c12 |
| MAMMOTH-TransM | 69.9 | Not recorded | 69d7329f7d0172140ec76c12 |
| ROAM | 69.9 | Not recorded | 69d7329f7d0172140ec76c12 |
| CLAM-MB | 69.7 | Not recorded | 69d7329f7d0172140ec76c12 |
| CLAM-SB | 69.7 | Not recorded | 69d7329f7d0172140ec76c12 |
| PAMoE | 69.6 | Not recorded | 69d7329f7d0172140ec76c12 |
| MAMMOTH-ABMIL | 69.6 | Not recorded | 69d7329f7d0172140ec76c12 |
| ABMIL | 69.3 | Not recorded | 69d7329f7d0172140ec76c12 |
| DSMIL | 68.7 | Not recorded | 69d7329f7d0172140ec76c12 |
| TransMIL | 67.7 | Not recorded | 69d7329f7d0172140ec76c12 |
| MeanPool | 67.1 | Not recorded | 69d7329f7d0172140ec76c12 |
| OTSurv | 66.1 | Not recorded | 69d7329f7d0172140ec76c12 |
| MaxPool | 63.6 | Not recorded | 69d7329f7d0172140ec76c12 |

### ILRA

AUC: 70.2. Result ID: 69d84c2547f34ce924c09f60.

[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

AUC: 69.9. Result ID: 69d84c2547f34ce924c09f64.

[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.

### ROAM

AUC: 69.9. Result ID: 69d84c2547f34ce924c09f69.

[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.

### CLAM-MB

AUC: 69.7. Result ID: 69d84c2547f34ce924c09f61.

[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.

### CLAM-SB

AUC: 69.7. Result ID: 69d84c2547f34ce924c09f68.

[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.

### PAMoE

AUC: 69.6. Result ID: 69d84c2547f34ce924c09f65.

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

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

### MAMMOTH-ABMIL

AUC: 69.6. Result ID: 69d84c2547f34ce924c09f67.

[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.

### ABMIL

AUC: 69.3. Result ID: 69d84c2547f34ce924c09f62.

[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.

### DSMIL

AUC: 68.7. Result ID: 69d84c2547f34ce924c09f66.

[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.

### TransMIL

AUC: 67.7. Result ID: 69d84c2547f34ce924c09f63.

[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.

### MeanPool

AUC: 67.1. Result ID: 69d84c2547f34ce924c09f5e.

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

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

### OTSurv

AUC: 66.1. Result ID: 69d84c2547f34ce924c09f5d.

[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.

### MaxPool

AUC: 63.6. Result ID: 69d84c2547f34ce924c09f5f.

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

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

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