Deepfake Detection on P2V
95.38Precision (Real)MesoNet
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MesoNetBase Model=MesoNet, CADD Enhanced Model=Baseline2026.01 | 95.38 | 9.12 | 16.64 | 96.09 | 99.98 | 98 | 96.06 | 96.09 | 94.51 | 98.08 | 5.93 | — | |
| CADDBase Model=LCNN, CADD Enhanced Model=CADD(T+C), Contextual Information=both transcript and context knowledge2026.01 | 88.89 | 56.08 | 68.77 | 98.07 | 99.69 | 98.87 | 97.67 | 97.82 | 97.58 | 97.27 | 8.55 | — | |
| CADDBase Model=LCNN, CADD Enhanced Model=CADD(C), Contextual Information=context-only2026.01 | 83.6 | 53.48 | 65.23 | 97.95 | 99.53 | 98.73 | 97.34 | 97.56 | 97.3 | 97.38 | 8.54 | — | |
| CADDBase Model=MesoNet, CADD Enhanced Model=CADD(C), Contextual Information=context-only2026.01 | 82.54 | 83.87 | 83.2 | 99.28 | 99.21 | 99.24 | 98.56 | 98.55 | 98.56 | 98.86 | 4.86 | — | |
| LCNNBase Model=LCNN, CADD Enhanced Model=Baseline2026.01 | 68.85 | 71.52 | 70.16 | 98.72 | 98.55 | 98.64 | 97.44 | 97.4 | 97.42 | 96.35 | 9.62 | — | |
| CADDBase Model=MesoNet, CADD Enhanced Model=CADD(T+C), Contextual Information=both transcript and context knowledge2026.01 | 67.53 | 92.06 | 77.91 | 99.64 | 98.02 | 98.82 | 98.26 | 97.76 | 97.93 | 99.2 | 4.05 | — | |
| CADDBase Model=SpecRNet, CADD Enhanced Model=CADD(T+C), Contextual Information=both transcript and context knowledge2026.01 | 59.7 | 82.84 | 69.39 | 99.22 | 97.5 | 98.35 | 97.53 | 96.87 | 97.11 | 97.84 | 6.44 | — | |
| CADDBase Model=RandomForest, CADD Enhanced Model=CADD(T), Contextual Information=transcript-only2026.01 | 55.81 | 2.03 | 3.92 | 97.09 | 99.95 | 98.5 | 95.86 | 97.04 | 95.69 | 64.81 | 40.02 | 0.985 | |
| RandomForestBase Model=RandomForest, CADD Enhanced Model=Baseline2026.01 | 53.63 | 1.73 | 3.36 | 97.08 | 99.95 | 98.5 | 95.79 | 97.04 | 95.67 | 64.85 | 40.08 | — | |
| CADDBase Model=RawNet3, CADD Enhanced Model=CADD(T+C), Contextual Information=both transcript and context knowledge2026.01 | 51.6 | 73.38 | 60.6 | 98.79 | 96.92 | 97.84 | 96.77 | 95.91 | 96.25 | 96.13 | 10.89 | — | |
| CADDBase Model=RandomForest, CADD Enhanced Model=CADD(C), Contextual Information=context-only2026.01 | 50 | 1.73 | 3.35 | 97.08 | 99.95 | 98.49 | 95.68 | 97.03 | 95.67 | 64.46 | 40.02 | 0.985 | |
| CADDBase Model=RawNet3, CADD Enhanced Model=CADD(C), Contextual Information=context-only2026.01 | 48.64 | 53.43 | 50.92 | 97.91 | 97.48 | 97.69 | 95.8 | 95.59 | 95.69 | 93.32 | 14.61 | — | |
| RawNet3Base Model=RawNet3, CADD Enhanced Model=Baseline2026.01 | 46.64 | 70.34 | 56.09 | 98.64 | 96.4 | 97.51 | 96.42 | 95.28 | 95.73 | 92.72 | 12.18 | — | |
| CADDBase Model=SpecRNet, CADD Enhanced Model=CADD(C), Contextual Information=context-only2026.01 | 45.14 | 86.23 | 59.26 | 99.36 | 95.31 | 97.29 | 97.04 | 94.92 | 95.66 | 94.89 | 10.66 | — | |
| CADDBase Model=RandomForest, CADD Enhanced Model=CADD(T+C), Contextual Information=both transcript and context knowledge2026.01 | 43.8 | 1.49 | 2.89 | 97.07 | 99.94 | 98.49 | 95.49 | 97.02 | 95.65 | 64.56 | 39.73 | 0.985 | |
| CADDBase Model=RawNet3, CADD Enhanced Model=CADD(T), Contextual Information=transcript-only2026.01 | 32.01 | 88.68 | 47.04 | 99.45 | 91.57 | 95.35 | 96.56 | 91.45 | 93.28 | 95.84 | 10 | — | |
| CADDBase Model=LCNN, CADD Enhanced Model=CADD(T), Contextual Information=transcript-only2026.01 | 27.87 | 79.8 | 41.31 | 99.01 | 90.76 | 94.71 | 95.97 | 90.29 | 92.42 | 93.6 | 13.15 | — | |
| SpecRNetBase Model=SpecRNet, CADD Enhanced Model=Baseline2026.01 | 24.04 | 83.58 | 37.34 | 99.17 | 88.18 | 93.36 | 95.96 | 87.99 | 90.96 | 93.23 | 13.49 | — | |
| CADDBase Model=SVC, CADD Enhanced Model=CADD(T+C), Contextual Information=both transcript and context knowledge2026.01 | 23.24 | 21.86 | 22.53 | 97.61 | 97.79 | 97.7 | 95.41 | 95.54 | 95.47 | 73.5 | 34.77 | 0.985 | |
| SVCBase Model=SVC, CADD Enhanced Model=Baseline2026.01 | 23.06 | 21.33 | 22.16 | 97.6 | 97.82 | 97.71 | 95.39 | 95.55 | 95.47 | 73.42 | 34.77 | — | |
| CADDBase Model=SVC, CADD Enhanced Model=CADD(C), Contextual Information=context-only2026.01 | 23.06 | 21.86 | 22.45 | 97.61 | 97.77 | 97.69 | 95.4 | 95.52 | 95.46 | 73.53 | 34.77 | 0.985 | |
| CADDBase Model=SVC, CADD Enhanced Model=CADD(T), Contextual Information=transcript-only2026.01 | 22.82 | 21.15 | 21.95 | 97.59 | 97.81 | 97.7 | 95.37 | 95.54 | 95.45 | 73.42 | 35.13 | 0.985 | |
| CADDBase Model=XGBoost, CADD Enhanced Model=CADD(T), Contextual Information=transcript-only2026.01 | 22.08 | 22.04 | 22.06 | 97.62 | 97.62 | 97.62 | 95.37 | 95.38 | 95.38 | 69.93 | 36.38 | 0.708 | |
| CADDBase Model=XGBoost, CADD Enhanced Model=CADD(T+C), Contextual Information=both transcript and context knowledge2026.01 | 21.88 | 21.33 | 21.6 | 97.6 | 97.67 | 97.63 | 95.35 | 95.4 | 95.38 | 69.48 | 37.1 | — | |
| XGBoostBase Model=XGBoost, CADD Enhanced Model=Baseline2026.01 | 20.63 | 22.22 | 21.4 | 97.61 | 97.38 | 97.5 | 95.33 | 95.15 | 95.24 | 69.98 | 36.02 | — | |
| CADDBase Model=MesoNet, CADD Enhanced Model=CADD(T), Contextual Information=transcript-only2026.01 | 19.67 | 1.18 | 2.22 | 95.76 | 99.79 | 97.73 | 92.5 | 95.56 | 93.64 | 74.71 | 31.13 | — | |
| CADDBase Model=XGBoost, CADD Enhanced Model=CADD(C), Contextual Information=context-only2026.01 | 18.62 | 18.82 | 18.72 | 97.52 | 97.48 | 97.5 | 95.17 | 95.15 | 95.16 | 69.89 | 35.3 | 0.016 | |
| CADDBase Model=SpecRNet, CADD Enhanced Model=CADD(T), Contextual Information=transcript-only2026.01 | 13.69 | 91.76 | 23.83 | 99.51 | 74.12 | 84.96 | 95.83 | 74.87 | 82.34 | 92.32 | 15.72 | — | |
| CADDBase Model=LR, CADD Enhanced Model=CADD(C), Contextual Information=context-only2026.01 | 5.81 | 45.34 | 10.3 | 97.89 | 77.51 | 86.52 | 95.15 | 76.56 | 84.25 | 63.73 | 42.65 | 0.985 | |
| CADDBase Model=LR, CADD Enhanced Model=CADD(T+C), Contextual Information=both transcript and context knowledge2026.01 | 5.81 | 45.34 | 10.3 | 97.89 | 77.51 | 86.52 | 95.15 | 76.56 | 84.25 | 63.68 | 42.65 | 0.985 | |
| CADDBase Model=LR, CADD Enhanced Model=CADD(T), Contextual Information=transcript-only2026.01 | 5.79 | 45.34 | 10.27 | 97.89 | 77.45 | 86.47 | 95.15 | 76.49 | 84.21 | 63.53 | 42.83 | 0.985 | |
| LRBase Model=LR, CADD Enhanced Model=Baseline2026.01 | 5.77 | 45.34 | 10.23 | 97.88 | 77.34 | 86.4 | 95.15 | 76.39 | 84.14 | 63.48 | 42.83 | — |