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Video Forgery Detection on ID, OOD, and OOD-MintVid Aggregated

88.8Average ScoreVIDEOVERITAS
51.04860.84970.6580.451Feb 9, 2026

Evaluation results

MethodLinks
VIDEOVERITASCategory=MLLM-based Video Forgery Detectors, Backbone=Qwen3-VL-8B2026.0288.8
Gemini-3-Pro-PreviewCategory=Generic MLLMs2026.0277.8
BusterX++Category=MLLM-based Video Forgery Detectors2026.0274.7
DeMambaCategory=Small Vision Models2026.0273.7
Gemini-2.5-ProCategory=Generic MLLMs2026.0273.4
MiMo-VL-7BCategory=Generic MLLMs2026.0264.8
Qwen3-VL-8BCategory=Generic MLLMs2026.0263.6
Qwen3-VL-235B-A22BCategory=Generic MLLMs2026.0263.6
GLM-4.5VCategory=Generic MLLMs2026.0260.6
Keye-VL-1.5-8BCategory=Generic MLLMs2026.0258
Qwen2.5-VL-7BCategory=Generic MLLMs2026.0257.9
InternVL3.5-8BCategory=Generic MLLMs2026.0256.5
D3Category=Small Vision Models, Metric Type=Average Precision (AP)2026.0255.1
NSG-VDCategory=Small Vision Models2026.0255.1
ReStraVCategory=Small Vision Models2026.0253.2
Skyra-RLCategory=MLLM-based Video Forgery Detectors2026.0252.5