# Face Forgery Detection on CDF v1 (test)

Source: [Face Forgery Detection on CDF v1 (test)](<https://www.sota2.com/research/sota/face-forgery-detection-on-cdf-v1-test>)

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

Data updated: 2026-03-26T15:33:49.130Z

Evaluation of Face Forgery Detection performance on the test split of the CDF v1 dataset, measured using Frame-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) | CDF v1 (test) |
| Metric | Frame-Level AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 19 of 19 |
| 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

- [Frame-Level AUC](<https://www.sota2.com/research/sota/face-forgery-detection-on-cdf-v1-test.md?metric=Frame-Level%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Frame-Level AUC | Result date | Report paper |
| --- | --- | --- | --- |
| KND | 91.6 | Not recorded | 69c4bdb30636e5bf4afc771d |
| CoRIT | 90.9 | Not recorded | 69c4bdb30636e5bf4afc771d |
| FIA-USA | 90.1 | Not recorded | 69c4bdb30636e5bf4afc771d |
| ED \[13\] | 88.7 | Not recorded | 69c4bdb30636e5bf4afc771d |
| FreqDebias | 87.5 | Not recorded | 69c4bdb30636e5bf4afc771d |
| LSDA | 86.7 | Not recorded | 69c4bdb30636e5bf4afc771d |
| ForAda | 83.7 | Not recorded | 69c4bdb30636e5bf4afc771d |
| ED \[55\] | 81.8 | Not recorded | 69c4bdb30636e5bf4afc771d |
| SPSL | 81.5 | Not recorded | 69c4bdb30636e5bf4afc771d |
| SRM | 79.3 | Not recorded | 69c4bdb30636e5bf4afc771d |
| EfficientB4 | 79.1 | Not recorded | 69c4bdb30636e5bf4afc771d |
| FWA | 79 | Not recorded | 69c4bdb30636e5bf4afc771d |
| FFD | 78.4 | Not recorded | 69c4bdb30636e5bf4afc771d |
| Xception | 77.9 | Not recorded | 69c4bdb30636e5bf4afc771d |
| UCF | 77.9 | Not recorded | 69c4bdb30636e5bf4afc771d |
| F3Net | 77.7 | Not recorded | 69c4bdb30636e5bf4afc771d |
| Recce | 76.8 | Not recorded | 69c4bdb30636e5bf4afc771d |
| UniFD | 74.3 | Not recorded | 69c4bdb30636e5bf4afc771d |
| Face X-ray | 70.9 | Not recorded | 69c4bdb30636e5bf4afc771d |

### KND

Frame-Level AUC: 91.6. Result ID: 69c551d147f34ce924af97b0.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

Recorded evaluation configuration: {"Venues":"MM’25"}. This record does not assert independent reproduction.

### CoRIT

Frame-Level AUC: 90.9. Result ID: 69c551d147f34ce924af97b6.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

Recorded evaluation configuration: {"Venues":"-","Backbone":"CLIP-ViT-L/14","Optimizer":"SAM","Backbone Status":"Frozen"}. This record does not assert independent reproduction.

### FIA-USA

Frame-Level AUC: 90.1. Result ID: 69c551d147f34ce924af97b3.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7ba11e209131cea89764.md>)

Recorded evaluation configuration: {"Venues":"NIPS’25"}. This record does not assert independent reproduction.

### ED \[13\]

Frame-Level AUC: 88.7. Result ID: 69c551d147f34ce924af97b2.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7a0c1e209131cea80ccc.md>)

Recorded evaluation configuration: {"Venues":"TIP’25"}. This record does not assert independent reproduction.

### FreqDebias

Frame-Level AUC: 87.5. Result ID: 69c551d147f34ce924af97b1.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c86.md>)

Recorded evaluation configuration: {"Venues":"CVPR’25"}. This record does not assert independent reproduction.

### LSDA

Frame-Level AUC: 86.7. Result ID: 69c551d147f34ce924af97af.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72ac1e209131cea57c21.md>)

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

Recorded evaluation configuration: {"Venues":"CVPR’24"}. This record does not assert independent reproduction.

### ForAda

Frame-Level AUC: 83.7. Result ID: 69c551d147f34ce924af97b5.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

Recorded evaluation configuration: {"Venues":"CVPR’25","Backbone":"CLIP-ViT-L/14","Optimizer":"SAM","Backbone Status":"Trainable"}. This record does not assert independent reproduction.

### ED \[55\]

Frame-Level AUC: 81.8. Result ID: 69c551d147f34ce924af97ae.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5b7f1e209131ce9c8f0f.md>)

Recorded evaluation configuration: {"Venues":"AAAI’24"}. This record does not assert independent reproduction.

### SPSL

Frame-Level AUC: 81.5. Result ID: 69c551d147f34ce924af97aa.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

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

Recorded evaluation configuration: {"Venues":"CVPR’21"}. This record does not assert independent reproduction.

### SRM

Frame-Level AUC: 79.3. Result ID: 69c551d147f34ce924af97ab.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

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

Recorded evaluation configuration: {"Venues":"CVPR’21"}. This record does not assert independent reproduction.

### EfficientB4

Frame-Level AUC: 79.1. Result ID: 69c551d147f34ce924af97a5.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa684f1e209131cea1b521.md>)

[Implementation](<https://github.com/tensorflow/tpu/tree/master/models/official/efficientnet>)

Recorded evaluation configuration: {"Venues":"ICML’19"}. This record does not assert independent reproduction.

### FWA

Frame-Level AUC: 79. Result ID: 69c551d147f34ce924af97a6.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

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

Recorded evaluation configuration: {"Venues":"CVPRW’19"}. This record does not assert independent reproduction.

### FFD

Frame-Level AUC: 78.4. Result ID: 69c551d147f34ce924af97a9.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

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

Recorded evaluation configuration: {"Venues":"CVPR’20"}. This record does not assert independent reproduction.

### Xception

Frame-Level AUC: 77.9. Result ID: 69c551d147f34ce924af97a4.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

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

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

Recorded evaluation configuration: {"Venues":"ICCV’19"}. This record does not assert independent reproduction.

### UCF

Frame-Level AUC: 77.9. Result ID: 69c551d147f34ce924af97ad.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

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

Recorded evaluation configuration: {"Venues":"ICCV’23"}. This record does not assert independent reproduction.

### F3Net

Frame-Level AUC: 77.7. Result ID: 69c551d147f34ce924af97a7.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

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

Recorded evaluation configuration: {"Venues":"AAAI’20"}. This record does not assert independent reproduction.

### Recce

Frame-Level AUC: 76.8. Result ID: 69c551d147f34ce924af97ac.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

Recorded evaluation configuration: {"Venues":"CVPR’22"}. This record does not assert independent reproduction.

### UniFD

Frame-Level AUC: 74.3. Result ID: 69c551d147f34ce924af97b4.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72b11e209131cea57ee9.md>)

Recorded evaluation configuration: {"Venues":"CVPR’23","Backbone":"CLIP-ViT-L/14","Optimizer":"SAM","Backbone Status":"Frozen"}. This record does not assert independent reproduction.

### Face X-ray

Frame-Level AUC: 70.9. Result ID: 69c551d147f34ce924af97a8.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb30636e5bf4afc771d.md>)

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

Recorded evaluation configuration: {"Venues":"CVPR’20"}. This record does not assert independent reproduction.

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