# Deepfake Detection on Facial Reenactment

Source: [Deepfake Detection on Facial Reenactment](<https://www.sota2.com/research/sota/deepfake-detection-on-facial-reenactment>)

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

Data updated: 2026-02-26T05:58:17.346Z

Evaluation of Deepfake Detection performance using Precision, Recall, and F1 scores on the Facial Reenactment 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 | Deepfake Detection |
| Dataset (including any stated split) | Facial Reenactment |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [Precision](<https://www.sota2.com/research/sota/deepfake-detection-on-facial-reenactment.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/deepfake-detection-on-facial-reenactment.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/deepfake-detection-on-facial-reenactment.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| CD | 97 | Not recorded | 68fa699d1e209131cea23173 |
| MagDR (CD+DD) | 97 | Not recorded | 68fa699d1e209131cea23173 |
| DD | 94 | Not recorded | 68fa699d1e209131cea23173 |
| DD | 92 | Not recorded | 68fa699d1e209131cea23173 |
| MagDR (CD+DD) | 92 | Not recorded | 68fa699d1e209131cea23173 |
| NNIF et al. | 85 | Not recorded | 68fa699d1e209131cea23173 |
| NNIF et al. | 80 | Not recorded | 68fa699d1e209131cea23173 |
| CD | 76 | Not recorded | 68fa699d1e209131cea23173 |
| OTD | 60 | Not recorded | 68fa699d1e209131cea23173 |
| Lu et al. | 56 | Not recorded | 68fa699d1e209131cea23173 |
| Meng et al. | 56 | Not recorded | 68fa699d1e209131cea23173 |
| Lu et al. | 50 | Not recorded | 68fa699d1e209131cea23173 |
| Meng et al. | 49 | Not recorded | 68fa699d1e209131cea23173 |
| Metzen et al. | 48 | Not recorded | 68fa699d1e209131cea23173 |
| Metzen et al. | 48 | Not recorded | 68fa699d1e209131cea23173 |
| OTD | 45 | Not recorded | 68fa699d1e209131cea23173 |

### CD

Precision: 97. Result ID: 698dc6ed8b517eb43323a883.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Implementation](<https://github.com/natanielruiz/disrupting-deepfakes>)

Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction.

### MagDR (CD+DD)

Precision: 97. Result ID: 698dc6ed8b517eb43323a885.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Implementation](<https://github.com/natanielruiz/disrupting-deepfakes>)

Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction.

### DD

Precision: 94. Result ID: 698dc6ed8b517eb43323a881.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Implementation](<https://github.com/natanielruiz/disrupting-deepfakes>)

Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction.

### DD

Precision: 92. Result ID: 698dc6ed8b517eb43323a880.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Implementation](<https://github.com/natanielruiz/disrupting-deepfakes>)

Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction.

### MagDR (CD+DD)

Precision: 92. Result ID: 698dc6ed8b517eb43323a884.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Implementation](<https://github.com/natanielruiz/disrupting-deepfakes>)

Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction.

### NNIF et al.

Precision: 85. Result ID: 698dc6ed8b517eb43323a87e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d06.md>)

Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction.

### NNIF et al.

Precision: 80. Result ID: 698dc6ed8b517eb43323a87f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67361e209131cea14d06.md>)

Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction.

### CD

Precision: 76. Result ID: 698dc6ed8b517eb43323a882.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Implementation](<https://github.com/natanielruiz/disrupting-deepfakes>)

Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction.

### OTD

Precision: 60. Result ID: 698dc6ed8b517eb43323a87c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction.

### Lu et al.

Precision: 56. Result ID: 698dc6ed8b517eb43323a876.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63881e209131ce9ff580.md>)

Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction.

### Meng et al.

Precision: 56. Result ID: 698dc6ed8b517eb43323a87b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a41e209131ce9fffb3.md>)

Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction.

### Lu et al.

Precision: 50. Result ID: 698dc6ed8b517eb43323a877.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63881e209131ce9ff580.md>)

Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction.

### Meng et al.

Precision: 49. Result ID: 698dc6ed8b517eb43323a87a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63a41e209131ce9fffb3.md>)

Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction.

### Metzen et al.

Precision: 48. Result ID: 698dc6ed8b517eb43323a878.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63211e209131ce9fd1ef.md>)

Recorded evaluation configuration: {"Attack Method":"C&W"}. This record does not assert independent reproduction.

### Metzen et al.

Precision: 48. Result ID: 698dc6ed8b517eb43323a879.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63211e209131ce9fd1ef.md>)

Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction.

### OTD

Precision: 45. Result ID: 698dc6ed8b517eb43323a87d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa699d1e209131cea23173.md>)

Recorded evaluation configuration: {"Attack Method":"PGD"}. This record does not assert independent reproduction.

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