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Video Forgery Detection on MintVid OOD

96.1Fact ScoreVIDEOVERITAS
29.85247.05164.2581.449Feb 9, 2026

Evaluation results

MethodLinks
VIDEOVERITASCategory=MLLM-based Video Forgery Detectors, Backbone=Qwen3-VL-8B2026.0296.1
Qwen3-VL-235B-A22BCategory=Generic MLLMs2026.0293.6
Qwen3-VL-8BCategory=Generic MLLMs2026.0291.9
InternVL3.5-8BCategory=Generic MLLMs2026.0291.7
Gemini-3-Pro-PreviewCategory=Generic MLLMs2026.0291.4
MiMo-VL-7BCategory=Generic MLLMs2026.0289.9
BusterX++Category=MLLM-based Video Forgery Detectors2026.0288.8
Gemini-2.5-ProCategory=Generic MLLMs2026.0288.3
GLM-4.5VCategory=Generic MLLMs2026.0288.2
Qwen2.5-VL-7BCategory=Generic MLLMs2026.0287.1
Keye-VL-1.5-8BCategory=Generic MLLMs2026.0280.4
DeMambaCategory=Small Vision Models2026.0273.3
ReStraVCategory=Small Vision Models2026.0265
NSG-VDCategory=Small Vision Models2026.0252.8
Skyra-RLCategory=MLLM-based Video Forgery Detectors2026.0251.9
D3Category=Small Vision Models, Metric Type=Average Precision (AP)2026.0232.4