# Deepfake Detection on Deeper

Source: [Deepfake Detection on Deeper](<https://www.sota2.com/research/sota/deepfake-detection-on-deeper>)

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

Data updated: 2026-02-26T05:24:30.542Z

Evaluation of Deepfake Detection performance on the Deeper dataset, typically reporting 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 | Deepfake Detection |
| Dataset (including any stated split) | Deeper |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 13 of 13 |
| 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-deeper.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| ICT-Ref | 99.25 | Not recorded | 68fa6c2a1e209131cea32799 |
| ICT | 93.57 | Not recorded | 68fa6c2a1e209131cea32799 |
| Face X-ray | 72.35 | Not recorded | 68fa6c2a1e209131cea32799 |
| Xcep-c23 | 69.85 | Not recorded | 68fa6c2a1e209131cea32799 |
| Capsule | 68.44 | Not recorded | 68fa6c2a1e209131cea32799 |
| Multi-task | 65.32 | Not recorded | 68fa6c2a1e209131cea32799 |
| DSP-FWA | 60 | Not recorded | 68fa6c2a1e209131cea32799 |
| Xcep-c0 | 57.76 | Not recorded | 68fa6c2a1e209131cea32799 |
| CNNDetect | 57.16 | Not recorded | 68fa6c2a1e209131cea32799 |
| Patch-Foren | 55.35 | Not recorded | 68fa6c2a1e209131cea32799 |
| MesoInc4 | 51.41 | Not recorded | 68fa6c2a1e209131cea32799 |
| FFD | 46.64 | Not recorded | 68fa6c2a1e209131cea32799 |
| FWA | 45.46 | Not recorded | 68fa6c2a1e209131cea32799 |

### ICT-Ref

AUC: 99.25. Result ID: 698ee5a2a4474a45981feb81.

[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: 93.57. Result ID: 698ee5a2a4474a45981feb80.

[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.

### Face X-ray

AUC: 72.35. Result ID: 698ee5a2a4474a45981feb7f.

[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.

### Xcep-c23

AUC: 69.85. Result ID: 698ee5a2a4474a45981feb79.

[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.

### Capsule

AUC: 68.44. Result ID: 698ee5a2a4474a45981feb77.

[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: 65.32. Result ID: 698ee5a2a4474a45981feb75.

[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.

### DSP-FWA

AUC: 60. Result ID: 698ee5a2a4474a45981feb7b.

[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-c0

AUC: 57.76. Result ID: 698ee5a2a4474a45981feb78.

[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.

### CNNDetect

AUC: 57.16. Result ID: 698ee5a2a4474a45981feb7c.

[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: 55.35. Result ID: 698ee5a2a4474a45981feb7d.

[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: 51.41. Result ID: 698ee5a2a4474a45981feb76.

[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.

### FFD

AUC: 46.64. Result ID: 698ee5a2a4474a45981feb7e.

[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.

### FWA

AUC: 45.46. Result ID: 698ee5a2a4474a45981feb7a.

[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.

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