# Pulmonary nodule classification on JSRT

Source: [Pulmonary nodule classification on JSRT](<https://www.sota2.com/research/sota/pulmonary-nodule-classification-on-jsrt>)

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

Data updated: 2026-03-12T08:24:38.066Z

Evaluation of models for classifying pulmonary nodules using the JSRT dataset, reporting classification metrics such as 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) | JSRT |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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-jsrt.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| DiT-XL/2 | 90.23 | Not recorded | 69a66c642d603e6de3e3d276 |
| ReACGAN | 88.08 | Not recorded | 69a66c642d603e6de3e3d276 |
| CRFILL | 87.86 | Not recorded | 69a66c642d603e6de3e3d276 |
| ACGAN | 87.8 | Not recorded | 69a66c642d603e6de3e3d276 |
| X-WIN | 85.7 | Not recorded | 691ea0a5d6b0dd334292e03f |
| 10k real | 85.6 | Not recorded | 69a66c642d603e6de3e3d276 |
| X-WIN | 84.8 | Not recorded | 691ea0a5d6b0dd334292e03f |
| CheXFound | 84.6 | Not recorded | 691ea0a5d6b0dd334292e03f |
| Ark+ | 80.7 | Not recorded | 691ea0a5d6b0dd334292e03f |
| CheXWorld | 79.1 | Not recorded | 691ea0a5d6b0dd334292e03f |
| MaCo | 74.5 | Not recorded | 691ea0a5d6b0dd334292e03f |
| CXR-Align | 73.4 | Not recorded | 691ea0a5d6b0dd334292e03f |
| CARZero | 72.3 | Not recorded | 691ea0a5d6b0dd334292e03f |
| I-JEPA | 69.9 | Not recorded | 691ea0a5d6b0dd334292e03f |
| CheXAgent | 63.4 | Not recorded | 691ea0a5d6b0dd334292e03f |
| RAD-DINO | 62.3 | Not recorded | 691ea0a5d6b0dd334292e03f |
| DINOv2 | 55.9 | Not recorded | 691ea0a5d6b0dd334292e03f |

### DiT-XL/2

AUC: 90.23. Result ID: 69a856246dbb7075b94fa010.

[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.

### ReACGAN

AUC: 88.08. Result ID: 69a856246dbb7075b94fa00e.

[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.

### CRFILL

AUC: 87.86. Result ID: 69a856246dbb7075b94fa00f.

[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: 87.8. Result ID: 69a856246dbb7075b94fa00d.

[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.

### X-WIN

AUC: 85.7. Result ID: 69b2782c6dbb7075b95d0572.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

Recorded evaluation configuration: {"Pretrain. data":"372K CXRs + 32K CT volumes","Backbone":"ViT-Large","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### 10k real

AUC: 85.6. Result ID: 69a856246dbb7075b94fa00c.

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

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

### X-WIN

AUC: 84.8. Result ID: 69b2782c6dbb7075b95d0571.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

Recorded evaluation configuration: {"Pretrain. data":"372K CXRs + 32K CT volumes","Backbone":"ViT-Base","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### CheXFound

AUC: 84.6. Result ID: 69b2782c6dbb7075b95d056a.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79821e209131cea7de75.md>)

Recorded evaluation configuration: {"Pretrain. data":"987K CXRs","Backbone":"ViT-Large","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### Ark+

AUC: 80.7. Result ID: 69b2782c6dbb7075b95d056b.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

Recorded evaluation configuration: {"Pretrain. data":"704K CXRs","Backbone":"Swin-Base","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### CheXWorld

AUC: 79.1. Result ID: 69b2782c6dbb7075b95d056c.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78201e209131cea76e60.md>)

[Implementation](<https://github.com/LeapLabTHU/CheXWorld>)

Recorded evaluation configuration: {"Pretrain. data":"448K CXRs","Backbone":"ViT-Base","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### MaCo

AUC: 74.5. Result ID: 69b2782c6dbb7075b95d056f.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ac1e209131cea6314b.md>)

Recorded evaluation configuration: {"Pretrain. data":"377K CXRs w/ reports","Backbone":"ViT-Base","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### CXR-Align

AUC: 73.4. Result ID: 69b2782c6dbb7075b95d056e.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78d81e209131cea7abcb.md>)

Recorded evaluation configuration: {"Pretrain. data":"325K CXRs w/ reports","Backbone":"ViT-Base","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### CARZero

AUC: 72.3. Result ID: 69b2782c6dbb7075b95d056d.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa729a1e209131cea576cb.md>)

[Implementation](<https://github.com/laihaoran/CARZero>)

Recorded evaluation configuration: {"Pretrain. data":"377K CXRs w/ reports","Backbone":"ViT-Base","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### I-JEPA

AUC: 69.9. Result ID: 69b2782c6dbb7075b95d0567.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f061e209131cea43581.md>)

Recorded evaluation configuration: {"Pretrain. data":"ImageNet-1K","Backbone":"ViT-Large","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### CheXAgent

AUC: 63.4. Result ID: 69b2782c6dbb7075b95d0570.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76531e209131cea6c706.md>)

Recorded evaluation configuration: {"Pretrain. data":"1.07M CXRs w/ text","Backbone":"ViT-Large","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### RAD-DINO

AUC: 62.3. Result ID: 69b2782c6dbb7075b95d0569.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76e61e209131cea6fc77.md>)

Recorded evaluation configuration: {"Pretrain. data":"LVD-142M + 838K CXRs","Backbone":"ViT-Base","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

### DINOv2

AUC: 55.9. Result ID: 69b2782c6dbb7075b95d0568.

[Reporting paper](<https://www.sota2.com/research/paper/691ea0a5d6b0dd334292e03f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72181e209131cea546c3.md>)

[Implementation](<https://github.com/facebookresearch/dinov2>)

Recorded evaluation configuration: {"Pretrain. data":"LVD-142M","Backbone":"ViT-Base","Evaluation protocol":"linear probing"}. This record does not assert independent reproduction.

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