AI-Generated and Edited Video Detection on FakeParts
97.86Extrapolation Fake Recall @ 0.1% FPRSPLIT
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SPLITcross-real threshold transfer=true, Training-Free=true2026.07 | 97.86 | 99.37 | 99.86 | 60.09 | 84.21 | 96.35 | 2.48 | 14.63 | 33.56 | 67.81 | 87.57 | 96.58 | 96.52 | 99.23 | 99.85 | 98.8 | 99.71 | 99.92 | 76.74 | 85.34 | 91.64 | 95.27 | 98.61 | 99.86 | 74.45 | 83.58 | 89.7 | — | — | — | — | — | — | — | — | — | |
| ReStraVcross-real threshold transfer=true, Training-Free=true2026.07 | 23.27 | 61.48 | 81.58 | 12.98 | 50.72 | 77.63 | 19.09 | 30.7 | 34.53 | 0.18 | 11.72 | 50.69 | 91.45 | 98.92 | 99.79 | 18.6 | 69.91 | 90.06 | 46.65 | 79.45 | 90.37 | 73.13 | 92.26 | 97.4 | 35.67 | 61.89 | 77.75 | — | — | — | — | — | — | — | — | — | |
| AIGVDetcross-real threshold transfer=true, Training-Free=true2026.07 | 0.42 | 1.77 | 4.87 | 0.89 | 6.47 | 14.63 | 0.98 | 7.1 | 19.79 | 0.43 | 3.18 | 7.62 | 0.56 | 1.8 | 3.5 | 3.69 | 8.54 | 12.26 | 31.65 | 47.88 | 56.74 | 34.39 | 61.26 | 76.42 | 9.13 | 17.25 | 24.48 | — | — | — | — | — | — | — | — | — | |
| FTCNcross-real threshold transfer=true, Training-Free=true2026.07 | 0.23 | 1.35 | 3.69 | 0 | 0.24 | 1.49 | 0.05 | 0.68 | 3.54 | 1.25 | 6.1 | 15.03 | 0 | 0.64 | 2.05 | 13.98 | 33.91 | 55.65 | 8.57 | 24.13 | 42.81 | 19.41 | 50.1 | 72.75 | 5.44 | 14.65 | 24.63 | — | — | — | — | — | — | — | — | — | |
| STILcross-real threshold transfer=true, Training-Free=true2026.07 | 0.09 | 0.18 | 2.79 | 0.08 | 0.16 | 2.4 | 0.69 | 1.36 | 7.56 | 0.17 | 0.48 | 2.58 | 0.18 | 0.34 | 1.96 | 2.19 | 4.2 | 15.63 | 6.72 | 11.3 | 31.79 | 3.52 | 6.85 | 22.96 | 1.7 | 3.11 | 10.96 | — | — | — | — | — | — | — | — | — | |
| TALLcross-real threshold transfer=true, Training-Free=true2026.07 | 0.05 | 1.27 | 5.22 | 0 | 0.13 | 0.88 | 0.26 | 2.04 | 8.32 | 0.24 | 1.59 | 7.29 | 0.19 | 1.09 | 5.08 | 0.3 | 1.65 | 6.53 | 0.32 | 1.89 | 6.84 | 0.05 | 0.71 | 3.39 | 0.18 | 1.3 | 5.44 | — | — | — | — | — | — | — | — | — | |
| MINTIMEcross-real threshold transfer=true, Training-Free=true2026.07 | 0.04 | 0.33 | 2.63 | 0 | 0.03 | 0.78 | 0.06 | 0.82 | 3.53 | 2.17 | 11.67 | 29.55 | 0.07 | 0.5 | 2.6 | 3.54 | 20.74 | 41.95 | 2.19 | 12.99 | 30.92 | 4.24 | 25.27 | 56.1 | 1.54 | 9.04 | 21.01 | — | — | — | — | — | — | — | — | — | |
| NPRcross-real threshold transfer=true, Training-Free=true2026.07 | 0 | 1.03 | 8.43 | 0 | 0 | 0.53 | 0.12 | 2.75 | 12.45 | 0 | 0.02 | 1.28 | 0 | 0 | 0.16 | 0.04 | 1.36 | 4.78 | 0.38 | 4.25 | 18.45 | 0.45 | 4.67 | 21.43 | 0.12 | 1.76 | 8.44 | — | — | — | — | — | — | — | — | — | |
| FIDcross-real threshold transfer=true, Training-Free=true2026.07 | 0 | 0.7 | 5.58 | 0.16 | 8.7 | 35.39 | 0.33 | 6.48 | 28.19 | 1.63 | 10.84 | 34.24 | 6.44 | 28.19 | 52.72 | 12.26 | 38.59 | 64.28 | 11.15 | 37.61 | 62.68 | 5.67 | 30.49 | 63.15 | 4.71 | 20.2 | 43.28 | — | — | — | — | — | — | — | — | — | |
| XCLIPcross-real threshold transfer=true, Training-Free=true2026.07 | 0 | 0.03 | 0.7 | 0 | 0.12 | 1.36 | 0.08 | 0.78 | 4.92 | 0.18 | 1.03 | 4.72 | 0.09 | 0.45 | 2.18 | 1.56 | 8.65 | 26.55 | 3.91 | 14.88 | 34.28 | 9.53 | 29.74 | 58.89 | 1.92 | 6.96 | 16.7 | — | — | — | — | — | — | — | — | — | |
| DeMambacross-real threshold transfer=true, Training-Free=true2026.07 | 0 | 0.05 | 0.45 | 0.03 | 0.21 | 1.92 | 0.07 | 1.06 | 5.01 | 0 | 1.35 | 8.4 | 0.14 | 1.32 | 6.06 | 1.31 | 8.76 | 25.52 | 1.59 | 9.47 | 24.13 | 3.37 | 17.61 | 43.48 | 0.81 | 4.98 | 14.37 | — | — | — | — | — | — | — | — | — | |
| D3cross-real threshold transfer=true, Training-Free=true2026.07 | 0 | 16.77 | 58.66 | 0.04 | 40.86 | 86.89 | 0 | 1.2 | 7.05 | 0 | 11.6 | 53.61 | 2.72 | 66.03 | 94.13 | 0.34 | 40.14 | 79.63 | 14.46 | 68.3 | 93.22 | 0.66 | 54.49 | 91.56 | 2.28 | 37.42 | 70.59 | — | — | — | — | — | — | — | — | — | |
| AIGVDet2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 56.52 | 59.76 | 70.82 | 60.63 | 53.59 | 34.32 | 77.1 | 94.87 | 63.45 | |
| D32026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.79 | 97.47 | 62.48 | 92.7 | 98.72 | 96.26 | 98.64 | 98 | 92.26 | |
| DeMamba2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 24.91 | 39.46 | 46.05 | 59.75 | 51.54 | 77.7 | 73.37 | 86.59 | 57.42 | |
| FID2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 64.62 | 82.85 | 78.55 | 80.19 | 84.19 | 89.49 | 87.99 | 92.39 | 82.53 | |
| FTCN2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 40.66 | 42.16 | 38.66 | 60 | 34.4 | 89.03 | 81.09 | 94.4 | 60.05 | |
| MINTIME2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 33.9 | 28.96 | 37.54 | 73.68 | 42.81 | 83.33 | 77.41 | 90.91 | 58.57 | |
| NPR2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 60.7 | 38.22 | 65.08 | 50.45 | 31.39 | 46.84 | 71.99 | 78.06 | 55.34 | |
| ReStraV2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.43 | 96.18 | 50.4 | 92.64 | 99.92 | 98.02 | 98.23 | 99.46 | 91.41 | |
| SPLIT2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.97 | 99.25 | 74.3 | 99.22 | 99.89 | 99.98 | 96.73 | 99.94 | 96.16 | |
| STIL2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 37.84 | 45.04 | 56.23 | 43.05 | 39.45 | 64.09 | 78.89 | 76.59 | 55.15 | |
| TALL2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 49.44 | 39.9 | 60.07 | 58.51 | 55.7 | 54.62 | 53.77 | 44.71 | 52.09 | |
| XCLIP2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 28.83 | 39.77 | 52.4 | 43.58 | 28.83 | 70.27 | 73.7 | 89.9 | 53.41 |