# Pulmonary Nodule Classification on ChestX-ray14

Source: [Pulmonary Nodule Classification on ChestX-ray14](<https://www.sota2.com/research/sota/pulmonary-nodule-classification-on-chestx-ray14>)

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

Data updated: 2026-03-04T15:56:31.649Z

Evaluation of model performance specifically for classifying the presence of pulmonary nodules using the ChestX-ray14 dataset, typically measured using AUC.

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 | Pulmonary nodule classification |
| Dataset (including any stated split) | ChestX-ray14 |
| Metric | AUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/pulmonary-nodule-classification-on-chestx-ray14.md?metric=AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| DiT-XL/2 | 0.9318 | Not recorded | 69a66c642d603e6de3e3d276 |
| CRFILL | 0.9296 | Not recorded | 69a66c642d603e6de3e3d276 |
| ACGAN | 0.9281 | Not recorded | 69a66c642d603e6de3e3d276 |
| ReACGAN | 0.9259 | Not recorded | 69a66c642d603e6de3e3d276 |
| 10k real | 0.9008 | Not recorded | 69a66c642d603e6de3e3d276 |

### DiT-XL/2

AUC: 0.9318. Result ID: 69a856246dbb7075b94fa015.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d276.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d276.md>)

Recorded evaluation configuration: {"Augmentation":"10k real + 10k DiT-XL/2(Ours)"}. This record does not assert independent reproduction.

### CRFILL

AUC: 0.9296. Result ID: 69a856246dbb7075b94fa014.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d276.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69961e209131cea22ddd.md>)

[Implementation](<https://github.com/zsyzzsoft/co-mod-gan>)

Recorded evaluation configuration: {"Augmentation":"10k real + 10k CRFILL"}. This record does not assert independent reproduction.

### ACGAN

AUC: 0.9281. Result ID: 69a856246dbb7075b94fa012.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d276.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63801e209131ce9fef1e.md>)

[Implementation](<https://github.com/openai/improved-gan/>)

Recorded evaluation configuration: {"Augmentation":"10k real + 10k ACGAN"}. This record does not assert independent reproduction.

### ReACGAN

AUC: 0.9259. Result ID: 69a856246dbb7075b94fa013.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d276.md>)

Recorded evaluation configuration: {"Augmentation":"10k real + 10k ReACGAN"}. This record does not assert independent reproduction.

### 10k real

AUC: 0.9008. Result ID: 69a856246dbb7075b94fa011.

[Reporting paper](<https://www.sota2.com/research/paper/69a66c642d603e6de3e3d276.md>)

Recorded evaluation configuration: {"Augmentation":"10k real"}. This record does not assert independent reproduction.

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