AI-Generated Video Detection on GenVideo
100HotShot ScoreSPLIT
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| SPLIT2026.07 | 100 | — | — | — | 99.99 | 99.2 | 99.9 | 99.7 | 99.95 | 92.43 | 98.99 | 99.53 | 99.22 | 99.94 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReStraV2026.07 | 99.65 | — | — | — | 99.4 | 98.91 | 98.5 | 97.48 | 99.33 | 90.82 | 97.92 | 98.15 | 98.03 | 98.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ATSS2026.04 | 99.61 | 95.21 | 99.03 | 99.68 | 99.72 | 99.68 | 99.94 | 98.51 | 85.75 | 98.48 | 97.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FID2026.07 | 99.31 | — | — | — | 97.53 | 95.23 | 99.43 | 97.8 | 74.39 | 87.87 | 94.68 | 97.53 | 99.56 | 98.13 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReStraVImplementation=Reproduced using officially released code2026.04 | 99.19 | 95.34 | 97.22 | 97.43 | 74.52 | 99.92 | 71.28 | 96.8 | 97.99 | 73.75 | 90.34 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| D32026.07 | 98.06 | — | — | — | 98.95 | 99.47 | 98.67 | 97.6 | 98.31 | 92.03 | 97.7 | 96.29 | 99.35 | 98.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| D3Implementation=Reproduced using officially released code2026.04 | 97.09 | 85.59 | 94.07 | 96.22 | 95.29 | 94.65 | 96.46 | 88.22 | 87.71 | 86.3 | 92.16 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| G2VD-DeMamba-CLIPBackbone=DeMamba-CLIP2026.07 | 95.03 | — | — | — | 99.64 | 100 | — | 98.57 | 88.39 | 83.86 | 97.55 | 99.97 | 100 | 99.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | |
| G2VD-CLIPBackbone=CLIP2026.07 | 93.97 | — | — | — | 99.25 | 99.93 | — | 97.59 | 83.03 | 79.33 | 96.72 | 100 | 99.8 | 99.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | |
| G2VD-XCLIPBackbone=XCLIP2026.07 | 93.71 | — | — | — | 98.36 | 99.78 | — | 97.5 | 86.6 | 77.21 | 96.39 | 99.72 | 100 | 99.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 100 | |
| FTCN2026.07 | 93.58 | — | — | — | 94.59 | 97.89 | 99.23 | 97.14 | 71.78 | 91.07 | 93.46 | 92.25 | 98.29 | 98.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| G2VD-DeMamba-XCLIPBackbone=DeMamba-XCLIP2026.07 | 92.68 | — | — | — | 98.82 | 99.89 | — | 97.86 | 84.82 | 80.05 | 96.71 | 99.89 | 100 | 99.89 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.97 | |
| NPR2026.07 | 91.57 | — | — | — | 93.61 | 98.15 | — | 89.47 | 97.77 | 96.11 | 96.12 | 99.21 | 99.8 | 99.39 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.37 | |
| X-CLIPImplementation=Reproduced using officially released code2026.04 | 90.71 | 79.84 | 87.54 | 95.53 | 94.54 | 88.69 | 93.5 | 86.28 | 64.23 | 88.54 | 89.62 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TimeSformer2026.07 | 90.36 | — | — | — | 98.68 | 99.55 | — | 93 | 91.52 | 84.27 | 95.71 | 97.79 | 99.08 | 98.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.34 | |
| TALL2026.07 | 90.25 | — | — | — | 96.14 | 98.66 | — | 86.14 | 91.07 | 82.64 | 93.9 | 98.71 | 98.48 | 97.79 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 98.68 | |
| ViViT2026.07 | 89.93 | — | — | — | 98.07 | 95.56 | — | 91.14 | 93.75 | 85.43 | 94.75 | 97.78 | 98.32 | 98.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.25 | |
| DeMamba-XCLIPBackbone=XCLIP2026.07 | 88.64 | — | — | — | 95.97 | 99.38 | — | 87.59 | 79.91 | 70.44 | 92.96 | 97.72 | 99.48 | 99.47 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.23 | |
| MINTIMEImplementation=Reproduced using officially released code2026.04 | 87.68 | 79.27 | 82.03 | 89.8 | 89.23 | 88.26 | 87.34 | 82.48 | 80.75 | 85.1 | 85.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTCNImplementation=Reproduced using officially released code2026.04 | 87.42 | 70.01 | 83.59 | 97.07 | 93.3 | 91.86 | 91.72 | 84.16 | 44.48 | 84.46 | 82.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSG-VDImplementation=Reproduced using officially released code2026.04 | 87.42 | 70.01 | 83.59 | 97.07 | 93.3 | 91.86 | 91.72 | 84.16 | 44.48 | 84.46 | 82.81 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeMamba-CLIPBackbone=CLIP2026.07 | 87.11 | — | — | — | 95.25 | 99.62 | — | 89.82 | 83.93 | 73.84 | 93.74 | 98.47 | 99.72 | 99.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.68 | |
| XCLIP2026.07 | 86.23 | — | — | — | 87.64 | 94.28 | 94.96 | 85.82 | 85.75 | 82.37 | 89.73 | 91.47 | 94.45 | 94.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FIDImplementation=Reproduced using officially released code2026.04 | 86.1 | 91.5 | 92.24 | 93.67 | 90.61 | 93.27 | 92.41 | 83.68 | 74.95 | 82.24 | 88.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeMamba2026.07 | 85.91 | — | — | — | 94.25 | 97.05 | 96.16 | 89.4 | 73.02 | 80.64 | 88.65 | 87.55 | 87.58 | 94.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| XCLIP2026.07 | 85.79 | — | — | — | 95.68 | 99.24 | — | 91.07 | 79.91 | 69.9 | 93.3 | 97.89 | 99.6 | 99.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.73 | |
| STIL2026.07 | 85.44 | — | — | — | 85.21 | 90.83 | 91.77 | 83.88 | 83.02 | 76.48 | 86.56 | 85.82 | 94.14 | 89.04 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTCN2026.07 | 85.39 | — | — | — | 95.64 | 99.53 | — | 92.05 | 83.48 | 69.18 | 93.51 | 98.5 | 99.8 | 99.71 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.79 | |
| CLIP2026.07 | 85.1 | — | — | — | 95 | 99.24 | — | 92.52 | 75.45 | 70.78 | 93.58 | 98.22 | 99.88 | 99.72 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.9 | |
| VideoMAE2026.07 | 84.89 | — | — | — | 94.68 | 94.5 | — | 60.39 | 57.59 | 61.76 | 83.34 | 80.57 | 92.17 | 90.93 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.55 | |
| MINTIME2026.07 | 82.18 | — | — | — | 94.03 | 99.42 | — | 87.43 | 79.91 | 70.14 | 92.41 | 99.39 | 99.2 | 99.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 99.53 | |
| NPR2026.07 | 81.32 | — | — | — | 51.75 | 74.64 | 81.08 | 71.83 | 64.4 | 66.81 | 72.56 | 75.37 | 81.85 | 76.58 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MINTIME2026.07 | 81.24 | — | — | — | 94.47 | 97.4 | 98.22 | 97.41 | 70.09 | 91 | 91.42 | 89.86 | 96.77 | 97.77 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| F3Net2026.07 | 78.28 | — | — | — | 87.5 | 93.46 | — | 78.25 | 70.53 | 66.89 | 87.07 | 92.93 | 93.21 | 94.97 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.89 | |
| STIL2026.07 | 77.03 | — | — | — | 86.28 | 96.18 | — | 79.82 | 90.63 | 73.37 | 88.94 | 95 | 98.48 | 95.86 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 97.48 | |
| DeCoFImplementation=Reproduced from implementation based on original paper2026.04 | 76.02 | 91.18 | 91.69 | 98.68 | 48.99 | 98.28 | 94.67 | 77.79 | 55.76 | 73.68 | 81.67 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeMambaImplementation=Reproduced using officially released code2026.04 | 67.63 | 41.96 | 97.07 | 84.64 | 45.07 | 96.11 | 98.26 | 81.49 | 28.79 | 78 | 71.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TALL2026.07 | 58.39 | — | — | — | 62.73 | 61.69 | 52.23 | 44.78 | 56.1 | 50.58 | 55.17 | 56.75 | 52.62 | 55.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STILImplementation=Reproduced using officially released code2026.04 | 56.91 | 88.21 | 88.68 | 73.07 | 62.07 | 83.96 | 64.87 | 65.54 | 49.86 | 63.6 | 69.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIGVDetImplementation=Reproduced using officially released code2026.04 | 51.81 | 70.91 | 67.93 | 56.22 | 72.59 | 89.98 | 75.87 | 88.62 | 65.7 | 64.96 | 70.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TALLImplementation=Reproduced using officially released code2026.04 | 44 | 51.11 | 63.63 | 92.09 | 51.06 | 93.47 | 87.85 | 59.07 | 15.82 | 64.43 | 62.25 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NPRImplementation=Reproduced using officially released code2026.04 | 40.17 | 84.67 | 96.53 | 96.79 | 21.61 | 96.35 | 97.02 | 22.37 | 90.55 | 66.51 | 71.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIGVDet2026.07 | 5.9 | — | — | — | 81.17 | 97.98 | 99.44 | 83.5 | 94.57 | 78.08 | 83.72 | 97.97 | 99.6 | 99.02 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIGVDetevaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 79.71 | 93.15 | 97.26 | 64.78 | 81.91 | 90.58 | 0 | 0 | 0 | 15.39 | 31.14 | 44.37 | 53.99 | 77.86 | 89.4 | 87.62 | 96.5 | 98.47 | 68.36 | 86.08 | 94.58 | 11.58 | 24.31 | 34.16 | 37.72 | 67.81 | 79.37 | 34.64 | 46.88 | 55.78 | 45.38 | 60.56 | 68.4 | — | |
| D3evaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 15.05 | 75.72 | 94 | 8.39 | 87.91 | 98.73 | 3.05 | 61.21 | 89.38 | 2.24 | 65.21 | 88.34 | 1.96 | 53.09 | 84.63 | 19.41 | 85.35 | 97.18 | 2.78 | 59.61 | 89.99 | 1.4 | 72.99 | 95.73 | 0 | 64.56 | 94.61 | 0.44 | 39.31 | 72.63 | 5.47 | 66.5 | 90.52 | — | |
| DeMambaevaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 21.94 | 54.77 | 79.07 | 22.96 | 59.21 | 83.98 | 4.08 | 21.31 | 45.52 | 3.74 | 22.57 | 50.95 | 3.89 | 20.4 | 46.27 | 2.86 | 16.72 | 40.36 | 18.61 | 47.15 | 73.28 | 10.58 | 38.06 | 67.43 | 2.86 | 12.61 | 27.42 | 8.5 | 26.35 | 45.9 | 10 | 31.91 | 56.02 | — | |
| FIDevaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 78.71 | 93.76 | 98.23 | 17.47 | 54.61 | 80.12 | 56.46 | 90.16 | 97.91 | 29.09 | 69.23 | 89.3 | 22.88 | 64.27 | 87.77 | 63.23 | 91.98 | 98.22 | 29.1 | 71.67 | 91.75 | 18.19 | 56.37 | 86.94 | 0 | 8.83 | 25.25 | 25.17 | 46.08 | 66 | 34.03 | 64.69 | 82.15 | — | |
| FTCNevaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 61.09 | 88.03 | 96.6 | 43.44 | 77.09 | 90.16 | 15.56 | 42.77 | 66.9 | 33.32 | 68.78 | 86.64 | 21.76 | 48.92 | 69.52 | 30.8 | 71.41 | 91.26 | 55.2 | 82.67 | 94.62 | 20.81 | 53.68 | 75.76 | 10.42 | 18.99 | 33.01 | 35.55 | 55.63 | 67.5 | 32.8 | 60.8 | 77.2 | — | |
| MINTIMEevaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 15.06 | 59.57 | 90.95 | 9.1 | 51.27 | 85.51 | 1.49 | 10.46 | 30.85 | 13.23 | 56.53 | 85.93 | 6.81 | 29.5 | 58.57 | 9.42 | 43.2 | 79.71 | 14.03 | 55.51 | 88.93 | 6.99 | 36.54 | 73 | 2.38 | 14.06 | 28.57 | 13 | 43.49 | 67.29 | 9.15 | 40.01 | 68.93 | — | |
| NPRevaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.42 | 7.61 | 30.6 | 0.28 | 3.27 | 15.14 | 0 | 1.68 | 20.25 | 0 | 0.84 | 9.56 | 1.64 | 8.88 | 23.97 | 0.63 | 4.53 | 25.3 | 0.28 | 2.74 | 17.94 | 0 | 0 | 0.82 | 0 | 0 | 16.48 | 0.22 | 3.25 | 15.57 | 0.35 | 3.28 | 17.56 | — | |
| ReStraVevaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 20.12 | 67.68 | 90.78 | 64.86 | 84.82 | 93.07 | 42.47 | 93.37 | 98.84 | 31 | 74.97 | 88.58 | 59.37 | 86.48 | 94.19 | 55.44 | 80.02 | 87.01 | 38.15 | 81.76 | 93.72 | 40.09 | 87.82 | 96.83 | 64.67 | 89.11 | 96.3 | 39.07 | 72.82 | 83.88 | 45.52 | 81.89 | 92.32 | — | |
| SPLITevaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 91.65 | 97.49 | 99.71 | 60.49 | 81.73 | 94.96 | 99.93 | 100 | 100 | 93.8 | 96.96 | 98.82 | 89.01 | 94.56 | 98.14 | 57.22 | 81.43 | 95.77 | 96.19 | 98.86 | 99.79 | 98.13 | 99.93 | 100 | 90.93 | 99.1 | 100 | 74.3 | 80.89 | 86.27 | 85.16 | 93.09 | 97.35 | — | |
| STILevaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 22.75 | 31.19 | 60.45 | 12.83 | 20.49 | 53.42 | 12.71 | 21.59 | 46.23 | 10.5 | 16.46 | 38.78 | 10.14 | 17.1 | 43.23 | 20.61 | 31.22 | 64.96 | 15.29 | 21.8 | 49.91 | 8.14 | 14.37 | 40.08 | 7.14 | 12.24 | 33.01 | 7.22 | 11.56 | 30.99 | 12.73 | 19.8 | 46.11 | — | |
| TALLevaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 0.46 | 2.26 | 6.7 | 0.22 | 2.49 | 9 | 0.84 | 3.27 | 10.13 | 0 | 0.77 | 3.54 | 0.41 | 3.3 | 8.94 | 0 | 1 | 4.88 | 0.78 | 2.95 | 9.39 | 0 | 2.82 | 9.52 | 0 | 0 | 2.68 | 0.17 | 1.03 | 5.9 | 0.29 | 1.99 | 7.07 | — | |
| XCLIPevaluation_protocol=cross-real threshold transfer2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 12 | 42.72 | 74.03 | 5.98 | 28.32 | 68.55 | 5.53 | 18.99 | 48.72 | 5.78 | 18.73 | 45.42 | 5.98 | 23.47 | 58.17 | 7.78 | 30.57 | 70.79 | 19.04 | 43.27 | 71.59 | 6.73 | 28.76 | 54.24 | 5.1 | 17.86 | 43.3 | 8.34 | 24.11 | 48.9 | 8.23 | 27.68 | 58.37 | — |