Deepfake Detection on JDD 1.0 (test)
94.65Precision (Real)CADD(C)
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CADD(C)Base Model=LCNN, Condition=context-only2026.01 | 94.65 | 89.13 | 91.77 | 91.23 | 95.68 | 93.38 | 92.8 | 92.67 | 92.64 | 98.05 | 6.79 | |
| CADD(T+C)Base Model=LCNN, Condition=transcript and context knowledge2026.01 | 92.81 | 93.48 | 93.13 | 94.43 | 93.83 | 94.12 | 93.69 | 93.67 | 93.67 | 98.98 | 4.94 | |
| CADD(T+C)Base Model=SVC, Condition=transcript and context knowledge2026.01 | 91.67 | 95.65 | 93.62 | 95.45 | 91.3 | 93.33 | 93.56 | 93.48 | 93.48 | 99.1 | 4.35 | |
| CADD(C)Base Model=SVC, Condition=context-only2026.01 | 91.49 | 93.48 | 92.47 | 93.33 | 91.3 | 92.31 | 92.41 | 92.39 | 92.39 | 98.82 | 6.52 | |
| CADD(C)Base Model=XGBoost, Condition=context-only2026.01 | 91.49 | 93.48 | 92.47 | 93.33 | 91.3 | 92.31 | 92.41 | 92.39 | 92.39 | 96.31 | 6.52 | |
| CADD(T+C)Base Model=MesoNet, Condition=transcript and context knowledge2026.01 | 90.97 | 92.75 | 91.76 | 93.81 | 91.98 | 92.82 | 92.5 | 92.33 | 92.33 | 98.32 | 8.02 | |
| CADD(T+C)Base Model=SpecRNet, Condition=transcript and context knowledge2026.01 | 90.95 | 94.2 | 92.53 | 94.92 | 91.98 | 93.41 | 93.09 | 93 | 93.01 | 98.03 | 6.79 | |
| CADD(C)Base Model=RawNet3, Condition=context-only2026.01 | 90.58 | 94.2 | 92.27 | 94.88 | 91.36 | 93.02 | 92.9 | 92.67 | 92.67 | 98.51 | 4.94 | |
| CADD(T+C)Base Model=LR, Condition=transcript and context knowledge2026.01 | 89.8 | 95.65 | 92.63 | 95.35 | 89.13 | 92.13 | 92.57 | 92.39 | 92.38 | 98.53 | 6.52 | |
| CADD(C)Base Model=MesoNet, Condition=context-only2026.01 | 89.32 | 92.03 | 90.49 | 93.06 | 90.12 | 91.43 | 91.34 | 91 | 91 | 96.55 | 9.26 | |
| CADD(C)Base Model=SpecRNet, Condition=context-only2026.01 | 89.05 | 94.2 | 91.52 | 94.93 | 90.12 | 92.43 | 92.22 | 92 | 92.01 | 97.79 | 6.79 | |
| CADD(T+C)Base Model=RawNet3, Condition=transcript and context knowledge2026.01 | 88.63 | 95.65 | 91.99 | 96.04 | 89.51 | 92.64 | 92.63 | 92.33 | 92.34 | 98.91 | 5.56 | |
| CADD(T+C)Base Model=RF, Condition=transcript and context knowledge2026.01 | 88.18 | 92.03 | 90.06 | 91.72 | 87.68 | 89.65 | 89.95 | 89.86 | 89.85 | 97.39 | 9.42 | |
| CADD(C)Base Model=LR, Condition=context-only2026.01 | 87.76 | 93.48 | 90.53 | 93.02 | 86.96 | 89.89 | 90.39 | 90.22 | 90.21 | 96.41 | 10.87 | |
| CADD(T+C)Base Model=XGBoost, Condition=transcript and context knowledge2026.01 | 87.5 | 91.3 | 89.36 | 90.91 | 86.96 | 88.89 | 89.2 | 89.13 | 89.13 | 96.64 | 8.7 | |
| LCNNCADD Enhanced Model=Baseline2026.01 | 87.29 | 79.71 | 83.23 | 84.09 | 90.12 | 86.95 | 85.56 | 85.33 | 85.24 | 95.21 | 12.96 | |
| CADD(C)Base Model=RF, Condition=context-only2026.01 | 87.05 | 92.75 | 89.79 | 92.37 | 86.23 | 89.17 | 89.71 | 89.49 | 89.48 | 96.83 | 11.59 | |
| CADD(T)Base Model=LR, Condition=transcript-only2026.01 | 85.11 | 86.96 | 86.02 | 86.67 | 84.78 | 85.71 | 85.89 | 85.87 | 85.87 | 91.4 | 13.04 | |
| CADD(T)Base Model=XGBoost, Condition=transcript-only2026.01 | 84.62 | 71.74 | 77.65 | 75.47 | 86.96 | 80.81 | 80.04 | 79.35 | 79.23 | 89.37 | 19.57 | |
| CADD(T)Base Model=SVC, Condition=transcript-only2026.01 | 83.33 | 86.96 | 85.11 | 86.36 | 82.61 | 84.44 | 84.85 | 84.78 | 84.78 | 92.91 | 17.39 | |
| CADD(T)Base Model=SpecRNet, Condition=transcript-only2026.01 | 82.83 | 86.96 | 84.83 | 88.37 | 84.57 | 86.41 | 85.82 | 85.67 | 85.68 | 92.12 | 15.43 | |
| SpecRNetCADD Enhanced Model=Baseline2026.01 | 82.37 | 79.71 | 80.51 | 84.19 | 85.19 | 84.27 | 83.35 | 82.67 | 82.54 | 92.07 | 16.05 | |
| RawNet3CADD Enhanced Model=Baseline2026.01 | 80.52 | 89.13 | 84.49 | 90.06 | 81.48 | 85.44 | 85.67 | 85 | 85 | 92.91 | 16.05 | |
| SVCCADD Enhanced Model=Baseline2026.01 | 80 | 86.96 | 83.33 | 85.71 | 78.26 | 81.82 | 82.86 | 82.61 | 82.58 | 88.23 | 17.39 | |
| CADD(T)Base Model=MesoNet, Condition=transcript-only2026.01 | 78.95 | 77.54 | 77.07 | 81.49 | 79.63 | 79.52 | 80.32 | 78.67 | 78.39 | 88.12 | 18.52 | |
| LRCADD Enhanced Model=Baseline2026.01 | 78.26 | 78.26 | 78.26 | 78.26 | 78.26 | 78.26 | 78.26 | 78.26 | 78.26 | 88.37 | 21.74 | |
| CADD(T)Base Model=RF, Condition=transcript-only2026.01 | 77.23 | 92.03 | 83.8 | 90.72 | 72.46 | 80.23 | 83.97 | 82.25 | 82.02 | 90.94 | 14.49 | |
| XGBoostCADD Enhanced Model=Baseline2026.01 | 76 | 82.61 | 79.17 | 80.95 | 73.91 | 77.27 | 78.48 | 78.26 | 78.22 | 87.62 | 17.39 | |
| CADD(T)Base Model=RawNet3, Condition=transcript-only2026.01 | 74.99 | 81.88 | 78.23 | 83.22 | 76.54 | 79.68 | 79.43 | 79 | 79.02 | 88.18 | 17.9 | |
| CADD(T)Base Model=LCNN, Condition=transcript-only2026.01 | 74.03 | 84.06 | 78.63 | 84.77 | 74.69 | 79.3 | 79.83 | 79 | 78.99 | 89.88 | 17.9 | |
| RFCADD Enhanced Model=Baseline2026.01 | 71.73 | 89.86 | 79.76 | 86.42 | 64.49 | 73.82 | 79.07 | 77.17 | 76.79 | 87.88 | 21.74 | |
| MesoNetCADD Enhanced Model=Baseline2026.01 | 68.23 | 88.41 | 76.83 | 86.81 | 64.2 | 73.46 | 78.26 | 75.33 | 75.01 | 85.84 | 21.6 |