# Whole Slide Image Classification on TCGA-NSCLC (five-fold cross-validation)

Source: [Whole Slide Image Classification on TCGA-NSCLC (five-fold cross-validation)](<https://www.sota2.com/research/sota/whole-slide-image-classification-on-tcga-nsclc-five-fold-cross-validation>)

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

Data updated: 2026-02-26T05:29:53.539Z

Evaluation of Whole Slide Image classification performance on the TCGA-NSCLC dataset using five-fold cross-validation, reporting metrics like Accuracy, AUC, and F1 score.

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 | Whole Slide Image Classification |
| Dataset (including any stated split) | TCGA-NSCLC (five-fold cross-validation) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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/whole-slide-image-classification-on-tcga-nsclc-five-fold-cross-validation.md?metric=Accuracy>): Higher is better; unit: PERCENT.

- [AUC](<https://www.sota2.com/research/sota/whole-slide-image-classification-on-tcga-nsclc-five-fold-cross-validation.md?metric=AUC>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/whole-slide-image-classification-on-tcga-nsclc-five-fold-cross-validation.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SlideGCD-DTFDMIL | 0.8983 | Not recorded | 68fa74321e209131cea605d9 |
| SlideGCD-ABMIL | 0.8957 | Not recorded | 68fa74321e209131cea605d9 |
| SlideGCD-PatchGCN | 0.8829 | Not recorded | 68fa74321e209131cea605d9 |
| ABMIL | 0.8696 | Not recorded | 68fa74321e209131cea605d9 |
| SlideGCD-TransMIL | 0.8682 | Not recorded | 68fa74321e209131cea605d9 |
| PatchGCN | 0.8662 | Not recorded | 68fa74321e209131cea605d9 |
| DTFDMIL | 0.8642 | Not recorded | 68fa74321e209131cea605d9 |
| TransMIL | 0.8582 | Not recorded | 68fa74321e209131cea605d9 |

### SlideGCD-DTFDMIL

Accuracy: 0.8983. Result ID: 699341c03a6c31484914c00f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

[Implementation](<https://github.com/HFUT-miaLab/SlideGCD>)

Recorded evaluation configuration: {"Protocol":"Five-fold CV","Collaborator":"DTFDMIL"}. This record does not assert independent reproduction.

### SlideGCD-ABMIL

Accuracy: 0.8957. Result ID: 699341c03a6c31484914c009.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

[Implementation](<https://github.com/HFUT-miaLab/SlideGCD>)

Recorded evaluation configuration: {"Protocol":"Five-fold CV","Collaborator":"ABMIL"}. This record does not assert independent reproduction.

### SlideGCD-PatchGCN

Accuracy: 0.8829. Result ID: 699341c03a6c31484914c00b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

[Implementation](<https://github.com/HFUT-miaLab/SlideGCD>)

Recorded evaluation configuration: {"Protocol":"Five-fold CV","Collaborator":"PatchGCN"}. This record does not assert independent reproduction.

### ABMIL

Accuracy: 0.8696. Result ID: 699341c03a6c31484914c008.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

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

Recorded evaluation configuration: {"Protocol":"Five-fold CV","Mode":"Baseline"}. This record does not assert independent reproduction.

### SlideGCD-TransMIL

Accuracy: 0.8682. Result ID: 699341c03a6c31484914c00d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

[Implementation](<https://github.com/HFUT-miaLab/SlideGCD>)

Recorded evaluation configuration: {"Protocol":"Five-fold CV","Collaborator":"TransMIL"}. This record does not assert independent reproduction.

### PatchGCN

Accuracy: 0.8662. Result ID: 699341c03a6c31484914c00a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5f1d1e209131ce9e7a1d.md>)

[Implementation](<https://github.com/mahmoodlab/Patch-GCN>)

Recorded evaluation configuration: {"Protocol":"Five-fold CV","Mode":"Baseline"}. This record does not assert independent reproduction.

### DTFDMIL

Accuracy: 0.8642. Result ID: 699341c03a6c31484914c00e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c0e1e209131cea31c2d.md>)

[Implementation](<https://github.com/hrzhang1123/DTFD-MIL>)

Recorded evaluation configuration: {"Protocol":"Five-fold CV","Mode":"Baseline"}. This record does not assert independent reproduction.

### TransMIL

Accuracy: 0.8582. Result ID: 699341c03a6c31484914c00c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74321e209131cea605d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b2d1e209131cea2c9e3.md>)

[Implementation](<https://github.com/szc19990412/TransMIL>)

Recorded evaluation configuration: {"Protocol":"Five-fold CV","Mode":"Baseline"}. This record does not assert independent reproduction.

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