# Dataset Auditing on UCF-101

Source: [Dataset Auditing on UCF-101](<https://www.sota2.com/research/sota/dataset-auditing-on-ucf-101>)

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

Data updated: 2026-02-26T05:40:41.936Z

Evaluation of Dataset Auditing performance on the UCF-101 dataset, reporting metrics such as Delta-acc, TPR, and FPR.

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 | Dataset Auditing |
| Dataset (including any stated split) | UCF-101 |
| Metric | Delta-acc |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [Delta-acc](<https://www.sota2.com/research/sota/dataset-auditing-on-ucf-101.md?metric=Delta-acc>): Higher is better; unit: SCALAR.

- [TPR](<https://www.sota2.com/research/sota/dataset-auditing-on-ucf-101.md?metric=TPR>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/dataset-auditing-on-ucf-101.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [FPR](<https://www.sota2.com/research/sota/dataset-auditing-on-ucf-101.md?metric=FPR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | Delta-acc | Result date | Report paper |
| --- | --- | --- | --- |
| VICTOR | -0.011 | Not recorded | 69423925456146936285068c |
| VICTOR | -0.012 | Not recorded | 69423925456146936285068c |
| ML-DA | -0.014 | Not recorded | 69423925456146936285068c |
| ML-DA | -0.015 | Not recorded | 69423925456146936285068c |
| VICTOR | -0.021 | Not recorded | 69423925456146936285068c |
| ML-DA | -0.024 | Not recorded | 69423925456146936285068c |
| MT | -0.036 | Not recorded | 69423925456146936285068c |
| MT | -0.038 | Not recorded | 69423925456146936285068c |
| MT | -0.038 | Not recorded | 69423925456146936285068c |

### VICTOR

Delta-acc: -0.011. Result ID: 6997009c5698665ec44da573.

[Reporting paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

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

### VICTOR

Delta-acc: -0.012. Result ID: 6997009c5698665ec44da570.

[Reporting paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

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

### ML-DA

Delta-acc: -0.014. Result ID: 6997009c5698665ec44da56e.

[Reporting paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebbf.md>)

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

### ML-DA

Delta-acc: -0.015. Result ID: 6997009c5698665ec44da571.

[Reporting paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebbf.md>)

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

### VICTOR

Delta-acc: -0.021. Result ID: 6997009c5698665ec44da56d.

[Reporting paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

Recorded evaluation configuration: {"Model":"I3D"}. This record does not assert independent reproduction.

### ML-DA

Delta-acc: -0.024. Result ID: 6997009c5698665ec44da56b.

[Reporting paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b91e209131cea6ebbf.md>)

Recorded evaluation configuration: {"Model":"I3D"}. This record does not assert independent reproduction.

### MT

Delta-acc: -0.036. Result ID: 6997009c5698665ec44da56f.

[Reporting paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78bb1e209131cea7a1a5.md>)

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

### MT

Delta-acc: -0.038. Result ID: 6997009c5698665ec44da56c.

[Reporting paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78bb1e209131cea7a1a5.md>)

Recorded evaluation configuration: {"Model":"I3D"}. This record does not assert independent reproduction.

### MT

Delta-acc: -0.038. Result ID: 6997009c5698665ec44da572.

[Reporting paper](<https://www.sota2.com/research/paper/69423925456146936285068c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78bb1e209131cea7a1a5.md>)

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

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