# Data Contamination Detection on ImageNet (NM G)

Source: [Data Contamination Detection on ImageNet (NM G)](<https://www.sota2.com/research/sota/data-contamination-detection-on-imagenet-nm-g>)

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

Data updated: 2026-06-24T07:24:47.833Z

Evaluation of model performance in detecting data contamination within the ImageNet (NM G) dataset, typically measured using Area Under the Curve (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 | Data Contamination Detection |
| Dataset (including any stated split) | ImageNet (NM G) |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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/data-contamination-detection-on-imagenet-nm-g.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| DCB | 100 | Not recorded | 6a3b64b2206542251d7c97d9 |
| DCB | 98.4 | Not recorded | 6a3b64b2206542251d7c97d9 |
| PRADA | 67.4 | Not recorded | 6a3b64b2206542251d7c97d9 |
| ICAS | 62.3 | Not recorded | 6a3b64b2206542251d7c97d9 |
| PRADA | 57.3 | Not recorded | 6a3b64b2206542251d7c97d9 |
| ICAS | 54.2 | Not recorded | 6a3b64b2206542251d7c97d9 |

### DCB

AUC: 100. Result ID: 6a3b8623fbc373592c43846d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64b2206542251d7c97d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3b64b2206542251d7c97d9.md>)

Recorded evaluation configuration: {"Model":"LightningDiT-XL"}. This record does not assert independent reproduction.

### DCB

AUC: 98.4. Result ID: 6a3b8623fbc373592c43846a.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64b2206542251d7c97d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3b64b2206542251d7c97d9.md>)

Recorded evaluation configuration: {"Model":"REPA-SiT-XL/2"}. This record does not assert independent reproduction.

### PRADA

AUC: 67.4. Result ID: 6a3b8623fbc373592c43846c.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64b2206542251d7c97d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69268995d6b0dd3342930411.md>)

Recorded evaluation configuration: {"Model":"LightningDiT-XL"}. This record does not assert independent reproduction.

### ICAS

AUC: 62.3. Result ID: 6a3b8623fbc373592c43846b.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64b2206542251d7c97d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79eb1e209131cea7ff25.md>)

Recorded evaluation configuration: {"Model":"LightningDiT-XL"}. This record does not assert independent reproduction.

### PRADA

AUC: 57.3. Result ID: 6a3b8623fbc373592c438469.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64b2206542251d7c97d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69268995d6b0dd3342930411.md>)

Recorded evaluation configuration: {"Model":"REPA-SiT-XL/2"}. This record does not assert independent reproduction.

### ICAS

AUC: 54.2. Result ID: 6a3b8623fbc373592c438468.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b64b2206542251d7c97d9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79eb1e209131cea7ff25.md>)

Recorded evaluation configuration: {"Model":"REPA-SiT-XL/2"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
