# Pathological Image Classification on TCGA melanoma (test)

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

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

Data updated: 2026-02-26T05:43:04.736Z

Evaluation of pathological image classification performance on the test split of the TCGA melanoma dataset, typically reporting metrics like F1 Score and Balanced Accuracy.

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 melanoma (test) |
| Metric | F1 Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/pathological-image-classification-on-tcga-melanoma-test.md?metric=F1%20Score>): Higher is better; unit: SCALAR.

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

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| SimTriplet | 0.6477 | Not recorded | 68fa697d1e209131cea2264f |
| SimSiam | 0.6275 | Not recorded | 68fa697d1e209131cea2264f |
| SimSiam | 0.6267 | Not recorded | 68fa697d1e209131cea2264f |
| MICLE | 0.5856 | Not recorded | 68fa697d1e209131cea2264f |
| SimSiam | 0.5421 | Not recorded | 68fa697d1e209131cea2264f |
| Supervised | 0.5146 | Not recorded | 68fa697d1e209131cea2264f |

### SimTriplet

F1 Score: 0.6477. Result ID: 698daf908b517eb433231d98.

[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: {"Unlabeled Images":"79k","Paired Inputs":true}. This record does not assert independent reproduction.

### SimSiam

F1 Score: 0.6275. Result ID: 698daf908b517eb433231d97.

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

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

Recorded evaluation configuration: {"Unlabeled Images":"79k","Paired Inputs":false,"Iteration variant":"2"}. This record does not assert independent reproduction.

### SimSiam

F1 Score: 0.6267. Result ID: 698daf908b517eb433231d96.

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

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

Recorded evaluation configuration: {"Unlabeled Images":"79k","Paired Inputs":false,"Iteration variant":"1"}. This record does not assert independent reproduction.

### MICLE

F1 Score: 0.5856. Result ID: 698daf908b517eb433231d94.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b11e209131cea2374f.md>)

Recorded evaluation configuration: {"Unlabeled Images":"79k","Paired Inputs":true,"Backbone Adjustment":"Replaced SimCLR with SimSiam"}. This record does not assert independent reproduction.

### SimSiam

F1 Score: 0.5421. Result ID: 698daf908b517eb433231d95.

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

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

Recorded evaluation configuration: {"Unlabeled Images":"39.5k","Paired Inputs":false}. This record does not assert independent reproduction.

### Supervised

F1 Score: 0.5146. Result ID: 698daf908b517eb433231d93.

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

Recorded evaluation configuration: {"Unlabeled Images":"0","Paired Inputs":false}. This record does not assert independent reproduction.

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