# Latent Class Attack Detection on TinyImageNet 10-class subset

Source: [Latent Class Attack Detection on TinyImageNet 10-class subset](<https://www.sota2.com/research/sota/latent-class-attack-detection-on-tinyimagenet-10-class-subset>)

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

Data updated: 2026-06-30T08:19:30.749Z

Evaluation of model robustness against Latent Class Attacks specifically on the 10-class subset derived from the TinyImageNet dataset, measured using ROC 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 | Latent class attack detection |
| Dataset (including any stated split) | TinyImageNet 10-class subset |
| Metric | ROC AUC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [ROC AUC](<https://www.sota2.com/research/sota/latent-class-attack-detection-on-tinyimagenet-10-class-subset.md?metric=ROC%20AUC>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ROC AUC | Result date | Report paper |
| --- | --- | --- | --- |
| LC-CSO | 0.77 | Not recorded | 6a434d8eba73165dbb743ad4 |
| MMBD | 0.6 | Not recorded | 6a434d8eba73165dbb743ad4 |
| NC | 0.36 | Not recorded | 6a434d8eba73165dbb743ad4 |

### LC-CSO

ROC AUC: 0.77. Result ID: 6a437bf8fbc373592c946aca.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d8eba73165dbb743ad4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a434d8eba73165dbb743ad4.md>)

Recorded evaluation configuration: {"backbone":"ResNet-34"}. This record does not assert independent reproduction.

### MMBD

ROC AUC: 0.6. Result ID: 6a437bf8fbc373592c946ac9.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d8eba73165dbb743ad4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70381e209131cea49a5e.md>)

Recorded evaluation configuration: {"backbone":"ResNet-34"}. This record does not assert independent reproduction.

### NC

ROC AUC: 0.36. Result ID: 6a437bf8fbc373592c946ac8.

[Reporting paper](<https://www.sota2.com/research/paper/6a434d8eba73165dbb743ad4.md>)

Recorded evaluation configuration: {"backbone":"ResNet-34"}. This record does not assert independent reproduction.

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