# Cancer Subtyping on TUPAC16 (test)

Source: [Cancer Subtyping on TUPAC16 (test)](<https://www.sota2.com/research/sota/cancer-subtyping-on-tupac16-test>)

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

Data updated: 2026-02-26T05:29:47.847Z

Evaluation of Cancer Subtyping models using the test split of the TUPAC16 dataset, typically 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) | TUPAC16 (test) |
| Metric | Accuracy |
| Unit | SCALAR |
| 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-tupac16-test.md?metric=Accuracy>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| HistGen | 0.604 | Not recorded | 68fa73a81e209131cea5dba9 |
| AB-MIL | 0.573 | Not recorded | 68fa73a81e209131cea5dba9 |
| MeanMIL | 0.571 | Not recorded | 68fa73a81e209131cea5dba9 |
| DS-MIL | 0.559 | Not recorded | 68fa73a81e209131cea5dba9 |
| DTFD-MIL | 0.555 | Not recorded | 68fa73a81e209131cea5dba9 |
| TransMIL | 0.541 | Not recorded | 68fa73a81e209131cea5dba9 |
| MaxMIL | 0.514 | Not recorded | 68fa73a81e209131cea5dba9 |

### HistGen

Accuracy: 0.604. Result ID: 6992fd4f3a6c31484912e3e7.

[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: 0.573. Result ID: 6992fd4f3a6c31484912e3e3.

[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.

### MeanMIL

Accuracy: 0.571. Result ID: 6992fd4f3a6c31484912e3e2.

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

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

### DS-MIL

Accuracy: 0.559. Result ID: 6992fd4f3a6c31484912e3e5.

[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.

### DTFD-MIL

Accuracy: 0.555. Result ID: 6992fd4f3a6c31484912e3e6.

[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.

### TransMIL

Accuracy: 0.541. Result ID: 6992fd4f3a6c31484912e3e4.

[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: 0.514. Result ID: 6992fd4f3a6c31484912e3e1.

[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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