# Cancer Subtyping on Average (UBC-OCEAN, CAMELYON, TUPAC16) (test)

Source: [Cancer Subtyping on Average (UBC-OCEAN, CAMELYON, TUPAC16) (test)](<https://www.sota2.com/research/sota/cancer-subtyping-on-average-ubc-ocean-camelyon-tupac16-test>)

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

Data updated: 2026-02-26T05:29:47.876Z

Evaluation of Cancer Subtyping models using the combined test splits of UBC-OCEAN, CAMELYON, and TUPAC16 datasets, reporting Accuracy and 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 | Cancer Subtyping |
| Dataset (including any stated split) | Average (UBC-OCEAN, CAMELYON, TUPAC16) (test) |
| Metric | Accuracy |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/cancer-subtyping-on-average-ubc-ocean-camelyon-tupac16-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/cancer-subtyping-on-average-ubc-ocean-camelyon-tupac16-test.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HistGen | 82.7 | Not recorded | 68fa73a81e209131cea5dba9 |
| AB-MIL | 80.9 | Not recorded | 68fa73a81e209131cea5dba9 |
| DTFD-MIL | 79.9 | Not recorded | 68fa73a81e209131cea5dba9 |
| DS-MIL | 79.7 | Not recorded | 68fa73a81e209131cea5dba9 |
| TransMIL | 79.5 | Not recorded | 68fa73a81e209131cea5dba9 |
| MaxMIL | 78.5 | Not recorded | 68fa73a81e209131cea5dba9 |
| MeanMIL | 73.8 | Not recorded | 68fa73a81e209131cea5dba9 |

### HistGen

Accuracy: 82.7. Result ID: 6992fd4f3a6c31484912e3ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

[Implementation](<https://github.com/dddavid4real/HistGen>)

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

### AB-MIL

Accuracy: 80.9. Result ID: 6992fd4f3a6c31484912e3ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

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

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

### DTFD-MIL

Accuracy: 79.9. Result ID: 6992fd4f3a6c31484912e3ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31c2d.md>)

[Implementation](<https://github.com/hrzhang1123/DTFD-MIL>)

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

### DS-MIL

Accuracy: 79.7. Result ID: 6992fd4f3a6c31484912e3ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

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

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

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

### TransMIL

Accuracy: 79.5. Result ID: 6992fd4f3a6c31484912e3eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

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

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

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

### MaxMIL

Accuracy: 78.5. Result ID: 6992fd4f3a6c31484912e3e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

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

### MeanMIL

Accuracy: 73.8. Result ID: 6992fd4f3a6c31484912e3e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5dba9.md>)

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

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