# Pathological Image Classification on TCGA 25% labels (test)

Source: [Pathological Image Classification on TCGA 25% labels (test)](<https://www.sota2.com/research/sota/pathological-image-classification-on-tcga-25-percent-labels-test>)

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

Data updated: 2026-02-26T05:37:29.835Z

Evaluation of pathological image classification performance on the test split of the TCGA dataset, specifically utilizing a subset defined by 25% of the labels.

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 | Pathological Image Classification |
| Dataset (including any stated split) | TCGA 25% labels (test) |
| Metric | Balanced Acc |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Balanced Acc](<https://www.sota2.com/research/sota/pathological-image-classification-on-tcga-25-percent-labels-test.md?metric=Balanced%20Acc>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Balanced Acc | Result date | Report paper |
| --- | --- | --- | --- |
| SimTriplet | 72.8 | Not recorded | 68fa697d1e209131cea2264f |
| SimSiam | 69.86 | Not recorded | 68fa697d1e209131cea2264f |
| Supervised | 48.95 | Not recorded | 68fa697d1e209131cea2264f |

### SimTriplet

Balanced Acc: 72.8. Result ID: 698daf908b517eb433231da1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa697d1e209131cea2264f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697d1e209131cea2264f.md>)

[Implementation](<https://github.com/hrlblab/SimTriplet>)

Recorded evaluation configuration: {"Percentage of Used Annotated Training Data":"25%"}. This record does not assert independent reproduction.

### SimSiam

Balanced Acc: 69.86. Result ID: 698daf908b517eb433231da0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa697d1e209131cea2264f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68c61e209131cea1e54d.md>)

Recorded evaluation configuration: {"Percentage of Used Annotated Training Data":"25%"}. This record does not assert independent reproduction.

### Supervised

Balanced Acc: 48.95. Result ID: 698daf908b517eb433231d9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa697d1e209131cea2264f.md>)

Recorded evaluation configuration: {"Percentage of Used Annotated Training Data":"25%"}. This record does not assert independent reproduction.

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