Deepfake
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | DeepFake JSD = 0.545 (GS) | TP643 | 20 | |
| Image Classification | DeepFake JSD = 1e-4 (RS) | True Positives (TP)793 | 20 | |
| Tamper Localization | DeepFake | IoU39 | 12 | |
| AI-generated image detection | Deepfake dataset | Accuracy89.71 | 11 | |
| AI-generated text detection | Deepfake In-distribution, Cross-domains & Cross-models | Average Recall96.15 | 10 | |
| Fake image detection | Deepfake | AA99.06 | 9 | |
| Fake Image Detection | Deepfake (test) | AP92.82 | 6 | |
| AI-generated text detection | Deepfake Cross-domains & Cross-models (test) | Avg Recall0.9615 | 6 | |
| AI-generated text detection | Deepfake Out-of-distribution Unseen Domains | Avg Recall89.63 | 6 | |
| AI-generated text detection | Deepfake Out-of-distribution Unseen Models | Avg Recall0.9303 | 6 | |
| AI-generated text detection | Deepfake Domain-specific & Model-specific (In-distribution) | Average Recall99.77 | 5 | |
| AI-generated text detection | Deepfake Cross-domains Model-specific (In-distribution) | Avg Recall96.73 | 5 |
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