AI-generated video detection on GenVideo (test)
98.74Mean ScoreCMTA
Evaluation results
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| CMTA2026.05 | 98.74 | 99.22 | 99.59 | 96.09 | 96.99 | 97.65 | 99.98 | 99.69 | 99.29 | 99.76 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MASTTraining data=10,000 Kinetics-400 + 10,000 Pika clips, Evaluation protocol=self-trained and evaluated2026.05 | 93.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.95 | 94.07 | 95.81 | 95.12 | 96.81 | 96.03 | 97.28 | 90.18 | 94.95 | 94.21 | 95.81 | 97.42 | 98.1 | 96.87 | 97.95 | 94.36 | 95.6 | 90.86 | 91.1 | 82.31 | 86.12 | |
| D3Implementation=Official code2026.05 | 92.16 | 85.59 | 94.07 | 96.22 | 97.09 | 95.29 | 94.65 | 96.46 | 88.22 | 87.71 | 86.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSG-VDTraining data=10,000 Kinetics-400 + 10,000 Pika clips, Evaluation protocol=sourced results from [82]2026.05 | 91.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 96.14 | 81.67 | 92.26 | 98.33 | 98.66 | 96.67 | 98.15 | 91.67 | 94.45 | 90.83 | 96.38 | 88.33 | 94.83 | 95.83 | 98.16 | 94.17 | 97.41 | 88.39 | 96.4 | 88.75 | 94.73 | |
| ReStraVImplementation=Official code2026.05 | 90.34 | 95.34 | 97.22 | 97.43 | 99.19 | 74.52 | 99.92 | 71.28 | 96.8 | 97.99 | 73.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| X-CLIPImplementation=Official code2026.05 | 89.62 | 79.84 | 87.54 | 95.53 | 90.71 | 94.54 | 88.69 | 93.5 | 86.28 | 64.23 | 88.54 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MM-DetTraining data=10,000 Kinetics-400 + 10,000 Pika clips, Evaluation protocol=self-trained and evaluated2026.05 | 89.12 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 86.33 | 90.24 | 97.4 | 90.39 | 98.1 | 90.5 | 98.42 | 87.18 | 78.45 | 86.8 | 75.23 | 90.98 | 98.89 | 90.39 | 97.14 | 87.4 | 87.12 | 89.85 | 76.34 | 87.48 | 76.22 | |
| FIDImplementation=Official code2026.05 | 88.07 | 91.5 | 92.24 | 93.67 | 86.1 | 90.61 | 93.27 | 92.41 | 83.68 | 74.95 | 82.24 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MINTIMEImplementation=Official code2026.05 | 85.19 | 79.27 | 82.03 | 89.8 | 87.68 | 89.23 | 88.26 | 87.34 | 82.48 | 80.75 | 85.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReStraVTraining data=10,000 Kinetics-400 + 10,000 Pika clips, Evaluation protocol=self-trained and evaluated2026.05 | 84.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 94.49 | 82.14 | 93.17 | 74.43 | 92.44 | 99.52 | 99.93 | 91.14 | 96.66 | 60.14 | 89.45 | 79.28 | 84.82 | 92.27 | 97.59 | 86 | 95.17 | 94.64 | 98.92 | 88.98 | 96.71 | |
| DeMambaTraining data=10,000 Kinetics-400 + 10,000 Pika clips, Evaluation protocol=sourced results from [82]2026.05 | 84.21 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.88 | 91.7 | 98.04 | 95 | 98.82 | 97.6 | 99.68 | 68.5 | 87.84 | 72.4 | 90.12 | 97.2 | 99.46 | 92.4 | 97.81 | 77.7 | 91.32 | 72.32 | 88.36 | 77.3 | 87.38 | |
| FTCNImplementation=Official code2026.05 | 82.81 | 70.01 | 83.59 | 97.07 | 87.42 | 93.3 | 91.86 | 91.72 | 84.16 | 44.48 | 84.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSG-VDImplementation=Official code2026.05 | 82.81 | 70.01 | 83.59 | 97.07 | 87.42 | 93.3 | 91.86 | 91.72 | 84.16 | 44.48 | 84.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeCoFImplementation=Our implementation2026.05 | 81.67 | 91.18 | 91.69 | 98.68 | 76.02 | 48.99 | 98.28 | 94.67 | 77.79 | 55.76 | 73.68 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| D3Training data=10,000 Kinetics-400 + 10,000 Pika clips, Evaluation protocol=self-trained and evaluated2026.05 | 80.41 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 83.91 | 79.82 | 79.49 | 79.8 | 80.89 | 80.99 | 88.77 | 79.87 | 81.25 | 80.59 | 86.21 | 81.82 | 91.25 | 81.02 | 89.04 | 79.93 | 84.37 | 80.9 | 80.67 | 79.38 | 77.15 | |
| TALLTraining data=10,000 Kinetics-400 + 10,000 Pika clips, Evaluation protocol=sourced results from [82]2026.05 | 79.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 95.67 | 75.1 | 95.82 | 82.1 | 97.14 | 96.2 | 99.73 | 65.5 | 92.55 | 80.3 | 97.36 | 96.9 | 99.79 | 90.4 | 99.09 | 74.1 | 94.84 | 61.61 | 86.67 | 76.3 | 93.75 | |
| NPRTraining data=10,000 Kinetics-400 + 10,000 Pika clips, Evaluation protocol=sourced results from [82]2026.05 | 77.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.02 | 79.8 | 93.05 | 89.2 | 97.18 | 98.2 | 99.66 | 57.2 | 82.97 | 65.7 | 90.5 | 94.8 | 99.13 | 89.5 | 97.87 | 66.5 | 87.54 | 67.86 | 90.47 | 70.8 | 91.84 | |
| DeMambaImplementation=Official code2026.05 | 71.9 | 41.96 | 97.07 | 84.64 | 67.63 | 45.07 | 96.11 | 98.26 | 81.49 | 28.79 | 78 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NPRImplementation=Official code2026.05 | 71.26 | 84.67 | 96.53 | 96.79 | 40.17 | 21.61 | 96.35 | 97.02 | 22.37 | 90.55 | 66.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIGVDetImplementation=Official code2026.05 | 70.46 | 70.91 | 67.93 | 56.22 | 51.81 | 72.59 | 89.98 | 75.87 | 88.62 | 65.7 | 64.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STILImplementation=Official code2026.05 | 69.68 | 88.21 | 88.68 | 73.07 | 56.91 | 62.07 | 83.96 | 64.87 | 65.54 | 49.86 | 63.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STILTraining data=10,000 Kinetics-400 + 10,000 Pika clips, Evaluation protocol=sourced results from [82]2026.05 | 63.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 93.49 | 86.9 | 96.43 | 85.4 | 97.77 | 71.7 | 99.34 | 50.7 | 86.66 | 51 | 90.56 | 72.5 | 98.88 | 56.6 | 97.04 | 53.6 | 88.16 | 50.89 | 92.57 | 55.8 | 87.52 | |
| TALLImplementation=Official code2026.05 | 62.25 | 51.11 | 63.63 | 92.09 | 44 | 51.06 | 93.47 | 87.85 | 59.07 | 15.82 | 64.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| AIGVDetreproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 68.05 | 79.42 | 59.41 | 74.67 | 70.29 | 71.62 | 69.77 | 79.55 | 60.79 | 67.82 | 70.14 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CMTA2026.05 | — | — | — | — | — | — | — | — | — | — | — | 99.41 | 99.78 | 97.92 | 98.31 | 98.64 | 99.98 | 99.51 | 98.96 | 99.74 | 98.79 | 99.1 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| D3reproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 86 | 93.62 | 95.74 | 96.96 | 94.03 | 93.93 | 96.21 | 88.93 | 88.93 | 87.6 | 92.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeCoFreproduction=Reproduced from our implementation due to the unavailability of official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 95.49 | 96.87 | 99.6 | 90.22 | 77.86 | 98.94 | 96.63 | 84.62 | 96.36 | 87.72 | 92.43 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DeMambareproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 80.53 | 95.52 | 99.9 | 59.49 | 49.34 | 99.1 | 97.99 | 63.25 | 91.76 | 71.15 | 80.8 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FIDreproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 90.94 | 91.93 | 93.7 | 85.77 | 91.19 | 93.16 | 92.02 | 82.57 | 73.45 | 81.3 | 87.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FTCNreproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 69.76 | 83.25 | 97.18 | 88.69 | 93.45 | 93.33 | 91.62 | 84.7 | 38.3 | 85.74 | 82.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| MINTIMEreproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 81.27 | 85.48 | 90.97 | 90.34 | 90.89 | 88.8 | 89.77 | 83.86 | 79.27 | 85.71 | 86.64 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NPRreproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 93.92 | 99.38 | 99.92 | 26.83 | 18.99 | 98.78 | 99.24 | 42.32 | 97.56 | 76.12 | 75.31 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| NSG-VDreproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 69.76 | 83.25 | 97.18 | 88.69 | 93.45 | 93.33 | 91.62 | 84.7 | 38.3 | 85.74 | 82.6 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ReStraVreproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 96.84 | 98.2 | 96.95 | 99.27 | 79.65 | 99.93 | 77.4 | 97.75 | 97.35 | 81.55 | 92.49 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| STILreproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 86.48 | 88.75 | 82.77 | 60 | 68.71 | 86.67 | 73.56 | 72.67 | 54.18 | 69.94 | 74.37 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TALLreproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 58.46 | 60.54 | 83.24 | 45.21 | 46.24 | 73.3 | 66.37 | 48.4 | 66.36 | 53.84 | 60.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| X-CLIPreproduction=Reproduced using the official code2026.05 | — | — | — | — | — | — | — | — | — | — | — | 80.51 | 86.14 | 95.12 | 91.51 | 94.69 | 88.96 | 92.84 | 85.04 | 64.09 | 87.93 | 88.87 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — |