# Face Forgery Detection on Face Forensics in the Wild (FFIW)

Source: [Face Forgery Detection on Face Forensics in the Wild (FFIW)](<https://www.sota2.com/research/sota/face-forgery-detection-on-face-forensics-in-the-wild-ffiw>)

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

Data updated: 2026-04-16T07:53:20.598Z

Evaluation of Face Forgery Detection performance on the Face Forensics in the Wild (FFIW) dataset, focusing on video-level 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 | Face Forgery Detection |
| Dataset (including any stated split) | Face Forensics in the Wild (FFIW) |
| Metric | Video-level AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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

- [Video-level AUC](<https://www.sota2.com/research/sota/face-forgery-detection-on-face-forensics-in-the-wild-ffiw.md?metric=Video-level%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Video-level AUC | Result date | Report paper |
| --- | --- | --- | --- |
| VRAG-DFD | 93.49 | Not recorded | 69e06cf97d0172140ec7c959 |
| Effort | 92.1 | Not recorded | 69e06cf97d0172140ec7c959 |
| M2F2-Det | 88.7 | Not recorded | 69e06cf97d0172140ec7c959 |
| χ2-DFD | 86.7 | Not recorded | 69e06cf97d0172140ec7c959 |
| FreqBlender | 86.14 | Not recorded | 69e06cf97d0172140ec7c959 |
| SBI | 84.83 | Not recorded | 69e06cf97d0172140ec7c959 |
| LESB | 83.01 | Not recorded | 69e06cf97d0172140ec7c959 |
| AUNet | 81.45 | Not recorded | 69e06cf97d0172140ec7c959 |
| SRM | 80.6 | Not recorded | 69e06cf97d0172140ec7c959 |
| SPSL | 79.4 | Not recorded | 69e06cf97d0172140ec7c959 |
| LTW | 76.63 | Not recorded | 69e06cf97d0172140ec7c959 |
| DCL | 71.14 | Not recorded | 69e06cf97d0172140ec7c959 |
| CORE | 71 | Not recorded | 69e06cf97d0172140ec7c959 |
| F3-Net | 70.11 | Not recorded | 69e06cf97d0172140ec7c959 |
| UCF | 69.7 | Not recorded | 69e06cf97d0172140ec7c959 |

### VRAG-DFD

Video-level AUC: 93.49. Result ID: 69e094c647f34ce924c99b87.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

Recorded evaluation configuration: {"Venue":"CVPRF 2026","Explainable":"true","Research Topic":"MLLM + Dynamic RAG"}. This record does not assert independent reproduction.

### Effort

Video-level AUC: 92.1. Result ID: 69e094c647f34ce924c99b84.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78a71e209131cea79a6c.md>)

Recorded evaluation configuration: {"Venue":"ICML 2025","Explainable":"false","Research Topic":"Fine-tune CLIP-ViT"}. This record does not assert independent reproduction.

### M2F2-Det

Video-level AUC: 88.7. Result ID: 69e094c647f34ce924c99b86.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77a21e209131cea7481e.md>)

[Implementation](<https://www.sota2.com/link>)

Recorded evaluation configuration: {"Venue":"CVPR 2025","Explainable":"true","Research Topic":"MLLM + Static Knowledge"}. This record does not assert independent reproduction.

### χ2-DFD

Video-level AUC: 86.7. Result ID: 69e094c647f34ce924c99b85.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e51e209131cea7b0b9.md>)

Recorded evaluation configuration: {"Venue":"NeurIPS 2025","Explainable":"true","Research Topic":"MLLM + Detector"}. This record does not assert independent reproduction.

### FreqBlender

Video-level AUC: 86.14. Result ID: 69e094c647f34ce924c99b82.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d01e209131cea69fdc.md>)

Recorded evaluation configuration: {"Venue":"NeurIPS 2024","Explainable":"false","Research Topic":"Frequency + Blending"}. This record does not assert independent reproduction.

### SBI

Video-level AUC: 84.83. Result ID: 69e094c647f34ce924c99b7d.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c5d1e209131cea3399c.md>)

[Implementation](<https://github.com/mapooon/SelfBlendedImages>)

Recorded evaluation configuration: {"Venue":"CVPR 2022","Explainable":"false","Research Topic":"Blending"}. This record does not assert independent reproduction.

### LESB

Video-level AUC: 83.01. Result ID: 69e094c647f34ce924c99b83.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

Recorded evaluation configuration: {"Venue":"WACVW 2025","Explainable":"false","Research Topic":"Blending"}. This record does not assert independent reproduction.

### AUNet

Video-level AUC: 81.45. Result ID: 69e094c647f34ce924c99b80.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

Recorded evaluation configuration: {"Venue":"CVPR 2023","Explainable":"false","Research Topic":"Facial AU"}. This record does not assert independent reproduction.

### SRM

Video-level AUC: 80.6. Result ID: 69e094c647f34ce924c99b7c.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69901e209131cea22ad5.md>)

Recorded evaluation configuration: {"Venue":"CVPR 2021","Explainable":"false","Research Topic":"Attention + FPN"}. This record does not assert independent reproduction.

### SPSL

Video-level AUC: 79.4. Result ID: 69e094c647f34ce924c99b7b.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa697d1e209131cea226a3.md>)

Recorded evaluation configuration: {"Venue":"CVPR 2021","Explainable":"false","Research Topic":"Phase Spectrum"}. This record does not assert independent reproduction.

### LTW

Video-level AUC: 76.63. Result ID: 69e094c647f34ce924c99b7a.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

Recorded evaluation configuration: {"Venue":"AAAI 2021","Explainable":"false","Research Topic":"Meta Training"}. This record does not assert independent reproduction.

### DCL

Video-level AUC: 71.14. Result ID: 69e094c647f34ce924c99b7f.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b7c1e209131cea2e7bb.md>)

Recorded evaluation configuration: {"Venue":"AAAI 2022","Explainable":"false","Research Topic":"Contrastive Learning"}. This record does not assert independent reproduction.

### CORE

Video-level AUC: 71. Result ID: 69e094c647f34ce924c99b7e.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea35555.md>)

Recorded evaluation configuration: {"Venue":"CVPR 2022","Explainable":"false","Research Topic":"Augmentation"}. This record does not assert independent reproduction.

### F3-Net

Video-level AUC: 70.11. Result ID: 69e094c647f34ce924c99b79.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa689c1e209131cea1d080.md>)

Recorded evaluation configuration: {"Venue":"ECCV 2020","Explainable":"false","Research Topic":"Frequency + CNN"}. This record does not assert independent reproduction.

### UCF

Video-level AUC: 69.7. Result ID: 69e094c647f34ce924c99b81.

[Reporting paper](<https://www.sota2.com/research/paper/69e06cf97d0172140ec7c959.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71021e209131cea4e7e8.md>)

Recorded evaluation configuration: {"Venue":"ICCV 2023","Explainable":"false","Research Topic":"Disentanglement"}. This record does not assert independent reproduction.

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