# Lung Cancer Staging on Lung cancer staging full labels (cross-validation)

Source: [Lung Cancer Staging on Lung cancer staging full labels (cross-validation)](<https://www.sota2.com/research/sota/lung-cancer-staging-on-lung-cancer-staging-full-labels-cross-validation>)

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

Data updated: 2026-02-26T05:54:23.510Z

Evaluation of lung cancer staging performance using Overall Accuracy and Minor-class Accuracy on the full cross-validation set of the Lung cancer staging dataset.

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 | Lung cancer staging |
| Dataset (including any stated split) | Lung cancer staging full labels (cross-validation) |
| Metric | Overall Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Overall Accuracy](<https://www.sota2.com/research/sota/lung-cancer-staging-on-lung-cancer-staging-full-labels-cross-validation.md?metric=Overall%20Accuracy>): Higher is better; unit: PERCENT.

- [Minor-class Accuracy](<https://www.sota2.com/research/sota/lung-cancer-staging-on-lung-cancer-staging-full-labels-cross-validation.md?metric=Minor-class%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Overall Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Trad.+3DSiam+SE | 53.8 | Not recorded | 68fa6a551e209131cea27784 |
| Supervised Learning | 52.6 | Not recorded | 68fa6a551e209131cea27784 |
| Trad.+3DSiam+RE | 52.4 | Not recorded | 68fa6a551e209131cea27784 |
| Trad.+3DSiam | 49.5 | Not recorded | 68fa6a551e209131cea27784 |
| Trad. radiomics | 49 | Not recorded | 68fa6a551e209131cea27784 |
| 3DSiam+SE | 47.1 | Not recorded | 68fa6a551e209131cea27784 |
| Rubik's cube | 45.9 | Not recorded | 68fa6a551e209131cea27784 |
| 3DSiam | 45.9 | Not recorded | 68fa6a551e209131cea27784 |
| 3DSiam+RE | 45.9 | Not recorded | 68fa6a551e209131cea27784 |

### Trad.+3DSiam+SE

Overall Accuracy: 53.8. Result ID: 698e2b05ffc3901de09b5744.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"full"}. This record does not assert independent reproduction.

### Supervised Learning

Overall Accuracy: 52.6. Result ID: 698e2b05ffc3901de09b5746.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

Recorded evaluation configuration: {"Training Labels":"full"}. This record does not assert independent reproduction.

### Trad.+3DSiam+RE

Overall Accuracy: 52.4. Result ID: 698e2b05ffc3901de09b5745.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"full"}. This record does not assert independent reproduction.

### Trad.+3DSiam

Overall Accuracy: 49.5. Result ID: 698e2b05ffc3901de09b5743.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"full"}. This record does not assert independent reproduction.

### Trad. radiomics

Overall Accuracy: 49. Result ID: 698e2b05ffc3901de09b573e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

Recorded evaluation configuration: {"Training Labels":"full"}. This record does not assert independent reproduction.

### 3DSiam+SE

Overall Accuracy: 47.1. Result ID: 698e2b05ffc3901de09b5741.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"full"}. This record does not assert independent reproduction.

### Rubik's cube

Overall Accuracy: 45.9. Result ID: 698e2b05ffc3901de09b573f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66771e209131cea1050b.md>)

Recorded evaluation configuration: {"Training Labels":"full"}. This record does not assert independent reproduction.

### 3DSiam

Overall Accuracy: 45.9. Result ID: 698e2b05ffc3901de09b5740.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"full"}. This record does not assert independent reproduction.

### 3DSiam+RE

Overall Accuracy: 45.9. Result ID: 698e2b05ffc3901de09b5742.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a551e209131cea27784.md>)

[Implementation](<https://github.com/hongweilibran/imbalanced-SSL>)

Recorded evaluation configuration: {"Training Labels":"full"}. This record does not assert independent reproduction.

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