# Deepfake Detection on OmniFake (In-the-Wild) Source: [Deepfake Detection on OmniFake (In-the-Wild)]() Collection index: [llms.txt]() Data updated: 2026-03-24T15:42:27.602Z Evaluation of Deepfake Detection performance on the in-the-wild split of the OmniFake dataset, reporting accuracy metrics related to DFDC, So-Fake, and WildRF. 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) | OmniFake (In-the-Wild) | | Metric | DFDC Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [DFDC Accuracy](): Higher is better; unit: PERCENT. - [So-Fake Accuracy](): Higher is better; unit: PERCENT. - [WildRF Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | DFDC Accuracy | Result date | Report paper | | --- | --- | --- | --- | | VIGIL | 88 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | VIGIL Cold-Start | 87.5 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | Co-SPY | 84.9 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | Veritas | 83.5 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | D^3 | 82.7 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | DDA | 82.3 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | Kimi-K2.5 | 76.7 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | UnivFD | 76 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | AIDE | 75.5 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | FakeVLM | 75.3 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | C2P-CLIP | 72.7 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | GPT-5.2 | 72 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | NPR | 70.6 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | Gemini-3-Pro | 69.3 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | SAFE | 63.9 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | GLM-4.6V | 60.6 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | Qwen3-VL-8B | 57.9 | Not recorded | 69c21a9f0636e5bf4afc49c3 | ### VIGIL DFDC Accuracy: 88. Result ID: 69c2b0d147f34ce924abd798. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### VIGIL Cold-Start DFDC Accuracy: 87.5. Result ID: 69c2b0d147f34ce924abd797. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B","mode":"Cold-Start"}. This record does not assert independent reproduction. ### Co-SPY DFDC Accuracy: 84.9. Result ID: 69c2b0d147f34ce924abd78e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Veritas DFDC Accuracy: 83.5. Result ID: 69c2b0d147f34ce924abd796. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D^3 DFDC Accuracy: 82.7. Result ID: 69c2b0d147f34ce924abd78d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DDA DFDC Accuracy: 82.3. Result ID: 69c2b0d147f34ce924abd78f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Kimi-K2.5 DFDC Accuracy: 76.7. Result ID: 69c2b0d147f34ce924abd792. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UnivFD DFDC Accuracy: 76. Result ID: 69c2b0d147f34ce924abd788. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AIDE DFDC Accuracy: 75.5. Result ID: 69c2b0d147f34ce924abd78b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FakeVLM DFDC Accuracy: 75.3. Result ID: 69c2b0d147f34ce924abd795. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C2P-CLIP DFDC Accuracy: 72.7. Result ID: 69c2b0d147f34ce924abd78c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-5.2 DFDC Accuracy: 72. Result ID: 69c2b0d147f34ce924abd793. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NPR DFDC Accuracy: 70.6. Result ID: 69c2b0d147f34ce924abd789. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-3-Pro DFDC Accuracy: 69.3. Result ID: 69c2b0d147f34ce924abd794. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAFE DFDC Accuracy: 63.9. Result ID: 69c2b0d147f34ce924abd78a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GLM-4.6V DFDC Accuracy: 60.6. Result ID: 69c2b0d147f34ce924abd791. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-8B DFDC Accuracy: 57.9. Result ID: 69c2b0d147f34ce924abd790. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.