# Deepfake Detection on Celeb-DF CD2 v2

Source: [Deepfake Detection on Celeb-DF CD2 v2](<https://www.sota2.com/research/sota/deepfake-detection-on-celeb-df-cd2-v2>)

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

Data updated: 2026-02-26T05:24:30.581Z

Evaluation of Deepfake Detection performance on the Celeb-DF CD2 v2 dataset, reporting AUC scores.

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) | Celeb-DF CD2 v2 |
| Metric | AUC |
| 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

- [AUC](<https://www.sota2.com/research/sota/deepfake-detection-on-celeb-df-cd2-v2.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| ICT-Ref | 94.43 | Not recorded | 68fa6c2a1e209131cea32799 |
| ICT | 85.71 | Not recorded | 68fa6c2a1e209131cea32799 |
| PCL+I2G | 81.8 | Not recorded | 68fa6c2a1e209131cea32799 |
| DSP-FWA | 81.41 | Not recorded | 68fa6c2a1e209131cea32799 |
| Xcep-c23 | 77.82 | Not recorded | 68fa6c2a1e209131cea32799 |
| FFD | 77.8 | Not recorded | 68fa6c2a1e209131cea32799 |
| Face X-ray | 75.39 | Not recorded | 68fa6c2a1e209131cea32799 |
| Two-Branch | 73.41 | Not recorded | 68fa6c2a1e209131cea32799 |
| Nirkin et al. | 66 | Not recorded | 68fa6c2a1e209131cea32799 |
| FWA | 64.87 | Not recorded | 68fa6c2a1e209131cea32799 |
| Capsule | 63.65 | Not recorded | 68fa6c2a1e209131cea32799 |
| Multi-task | 61.06 | Not recorded | 68fa6c2a1e209131cea32799 |
| CNNDetect | 57.17 | Not recorded | 68fa6c2a1e209131cea32799 |
| Patch-Foren | 57.16 | Not recorded | 68fa6c2a1e209131cea32799 |
| MesoInc4 | 53.6 | Not recorded | 68fa6c2a1e209131cea32799 |
| Xcep-c0 | 50.37 | Not recorded | 68fa6c2a1e209131cea32799 |

### ICT-Ref

AUC: 94.43. Result ID: 698ee5a2a4474a45981feb9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Implementation](<https://github.com/LightDXY/ICT_DeepFake>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### ICT

AUC: 85.71. Result ID: 698ee5a2a4474a45981feb9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Implementation](<https://github.com/LightDXY/ICT_DeepFake>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### PCL+I2G

AUC: 81.8. Result ID: 698ee5a2a4474a45981feb9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a771e209131cea2854d.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Close-set"}. This record does not assert independent reproduction.

### DSP-FWA

AUC: 81.41. Result ID: 698ee5a2a4474a45981feb95.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c81e209131cea0c7ca.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### Xcep-c23

AUC: 77.82. Result ID: 698ee5a2a4474a45981feb93.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f418.md>)

[Implementation](<https://github.com/ondyari/FaceForensics>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### FFD

AUC: 77.8. Result ID: 698ee5a2a4474a45981feb98.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68a21e209131cea1d479.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### Face X-ray

AUC: 75.39. Result ID: 698ee5a2a4474a45981feb99.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa675a1e209131cea15c24.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### Two-Branch

AUC: 73.41. Result ID: 698ee5a2a4474a45981feb9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68451e209131cea1aecd.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Close-set"}. This record does not assert independent reproduction.

### Nirkin et al.

AUC: 66. Result ID: 698ee5a2a4474a45981feb9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68331e209131cea1ab44.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### FWA

AUC: 64.87. Result ID: 698ee5a2a4474a45981feb94.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c81e209131cea0c7ca.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### Capsule

AUC: 63.65. Result ID: 698ee5a2a4474a45981feb91.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f52.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### Multi-task

AUC: 61.06. Result ID: 698ee5a2a4474a45981feb8f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65df1e209131cea0d006.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### CNNDetect

AUC: 57.17. Result ID: 698ee5a2a4474a45981feb96.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67581e209131cea15b26.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### Patch-Foren

AUC: 57.16. Result ID: 698ee5a2a4474a45981feb97.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68371e209131cea1ada5.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### MesoInc4

AUC: 53.6. Result ID: 698ee5a2a4474a45981feb90.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cc1e209131cea241fa.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

### Xcep-c0

AUC: 50.37. Result ID: 698ee5a2a4474a45981feb92.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c2a1e209131cea32799.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66421e209131cea0f418.md>)

[Implementation](<https://github.com/ondyari/FaceForensics>)

Recorded evaluation configuration: {"Evaluation Protocol":"Open-set"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
