# Memorization Detection on ImageNet-DiT

Source: [Memorization Detection on ImageNet-DiT](<https://www.sota2.com/research/sota/memorization-detection-on-imagenet-dit>)

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

Data updated: 2026-02-26T05:25:05.286Z

Evaluation of model memorization detection performance on the ImageNet-DiT dataset, typically measured using AUC and TPR.

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 | Memorization Detection |
| Dataset (including any stated split) | ImageNet-DiT |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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/memorization-detection-on-imagenet-dit.md?metric=AUC>): Higher is better; unit: PERCENT.

- [TPR](<https://www.sota2.com/research/sota/memorization-detection-on-imagenet-dit.md?metric=TPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| Representation-based Memorization Detection | 99.5 | Not recorded | 694cc4ec53fdd5c36173a6d0 |
| Ros+25 | 97.1 | Not recorded | 694cc4ec53fdd5c36173a6d0 |

### Representation-based Memorization Detection

AUC: 99.5. Result ID: 699940b85698665ec4aac489.

[Reporting paper](<https://www.sota2.com/research/paper/694cc4ec53fdd5c36173a6d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/694cc4ec53fdd5c36173a6d0.md>)

Recorded evaluation configuration: {"Prompt Free?":"Yes","Time":"0.015"}. This record does not assert independent reproduction.

### Ros+25

AUC: 97.1. Result ID: 699940b85698665ec4aac488.

[Reporting paper](<https://www.sota2.com/research/paper/694cc4ec53fdd5c36173a6d0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77691e209131cea7321c.md>)

Recorded evaluation configuration: {"Prompt Free?":"Yes","Time":"0.031"}. This record does not assert independent reproduction.

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