# Seed-Relative Semantic Drift Measurement on ImageNet

Source: [Seed-Relative Semantic Drift Measurement on ImageNet](<https://www.sota2.com/research/sota/seed-relative-semantic-drift-measurement-on-imagenet>)

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

Data updated: 2026-06-04T11:13:18.084Z

Evaluation of the semantic drift observed in a model relative to its random initialization seed when trained or evaluated on the ImageNet dataset.

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 | Seed-Relative Semantic Drift Measurement |
| Dataset (including any stated split) | ImageNet |
| Metric | Semantic Drift (Seed-Relative) |
| Unit | SCALAR |
| Direction | Lower 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

- [Semantic Drift (Seed-Relative)](<https://www.sota2.com/research/sota/seed-relative-semantic-drift-measurement-on-imagenet.md?metric=Semantic%20Drift%20(Seed-Relative)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Semantic Drift (Seed-Relative) | Result date | Report paper |
| --- | --- | --- | --- |
| LATTE | 0.0664 | Not recorded | 6a2106d0c10484bac23f042f |
| SINVAD | 0.0932 | Not recorded | 6a2106d0c10484bac23f042f |
| Mimicry | 0.1137 | Not recorded | 6a2106d0c10484bac23f042f |

### LATTE

Semantic Drift (Seed-Relative): 0.0664. Result ID: 6a215dbbfbc373592c1e0590.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106d0c10484bac23f042f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2106d0c10484bac23f042f.md>)

Recorded evaluation configuration: {"Inference Setting":"single-model","Encoder":"DINOv2"}. This record does not assert independent reproduction.

### SINVAD

Semantic Drift (Seed-Relative): 0.0932. Result ID: 6a215dbbfbc373592c1e0591.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106d0c10484bac23f042f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa678d1e209131cea16e79.md>)

Recorded evaluation configuration: {"Inference Setting":"single-model","Encoder":"DINOv2"}. This record does not assert independent reproduction.

### Mimicry

Semantic Drift (Seed-Relative): 0.1137. Result ID: 6a215dbbfbc373592c1e0592.

[Reporting paper](<https://www.sota2.com/research/paper/6a2106d0c10484bac23f042f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78741e209131cea7866e.md>)

Recorded evaluation configuration: {"Inference Setting":"single-model","Encoder":"DINOv2"}. This record does not assert independent reproduction.

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