ResearchBenchmarksImage-to-Video Generation on User Study 1 to 4 scale (Human Evaluation)Image-to-Video Generation on User Study 1 to 4 scale (Human Evaluation)Follow3.236Motion Physics QualityPhysAlign1.475281.932392.38952.84661Mar 14, 2026Evaluation resultsMethodMethodLinksMotion Physics QualityIdentity Physics QualityOverall Video QualityPhysAlignbackbone=Wan2.2-14B, L...backbone=Wan2.2-14B, LoRA rank=32, resolution=480x8322026.033.2363.3433.286Wan2.2model variant=Wan2.2-14Bmodel variant=Wan2.2-14B2026.032.5572.5362.643CogVideoXmodel variant=CogVideo...model variant=CogVideoX-5B2026.031.6711.7571.771Hunyuanmodel variant=HunyuanV...model variant=HunyuanVideo-I2V-13B2026.031.5431.6791.607