# LymInv classification on TCGA-CESC

Source: [LymInv classification on TCGA-CESC](<https://www.sota2.com/research/sota/lyminv-classification-on-tcga-cesc>)

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

Data updated: 2026-04-20T07:24:53.779Z

Evaluation of Lymph Node Invasion (LymInv) classification models on the TCGA-CESC cohort, reporting metrics such as AUC, F1, and 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 | LymInv classification |
| Dataset (including any stated split) | TCGA-CESC |
| Metric | AUC |
| 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

- [AUC](<https://www.sota2.com/research/sota/lyminv-classification-on-tcga-cesc.md?metric=AUC>): Higher is better; unit: PERCENT.

- [F1](<https://www.sota2.com/research/sota/lyminv-classification-on-tcga-cesc.md?metric=F1>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/lyminv-classification-on-tcga-cesc.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| SSMambaMIL | 0.6456 | Not recorded | 69e5b3167d0172140ec7e072 |
| DSMIL | 0.6044 | Not recorded | 69e5b3167d0172140ec7e072 |
| CLAM | 0.5824 | Not recorded | 69e5b3167d0172140ec7e072 |
| ABMIL | 0.5604 | Not recorded | 69e5b3167d0172140ec7e072 |
| MambaMIL | 0.522 | Not recorded | 69e5b3167d0172140ec7e072 |
| GigaPath | 0.5165 | Not recorded | 69e5b3167d0172140ec7e072 |
| SlideMax | 0.5055 | Not recorded | 69e5b3167d0172140ec7e072 |
| SlideAve | 0.4945 | Not recorded | 69e5b3167d0172140ec7e072 |
| S4MIL | 0.4945 | Not recorded | 69e5b3167d0172140ec7e072 |

### SSMambaMIL

AUC: 0.6456. Result ID: 69e5d4c447f34ce924cba733.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DSMIL

AUC: 0.6044. Result ID: 69e5d4c447f34ce924cba72f.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### CLAM

AUC: 0.5824. Result ID: 69e5d4c447f34ce924cba72e.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f041e209131ce9e6f7a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ABMIL

AUC: 0.5604. Result ID: 69e5d4c447f34ce924cba72d.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MambaMIL

AUC: 0.522. Result ID: 69e5d4c447f34ce924cba732.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72751e209131cea567b2.md>)

[Implementation](<https://github.com/isyangshu/MambaMIL>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GigaPath

AUC: 0.5165. Result ID: 69e5d4c447f34ce924cba730.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SlideMax

AUC: 0.5055. Result ID: 69e5d4c447f34ce924cba72c.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SlideAve

AUC: 0.4945. Result ID: 69e5d4c447f34ce924cba72b.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### S4MIL

AUC: 0.4945. Result ID: 69e5d4c447f34ce924cba731.

[Reporting paper](<https://www.sota2.com/research/paper/69e5b3167d0172140ec7e072.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fe81e209131cea48127.md>)

[Implementation](<https://github.com/MICS-Lab/s4_digital_pathology>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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