Comparison

Comparison with AnimateAnyone, MagicPose, and ISculpting in the human-like category.

Comparison with DragAnything, MotionBooth, and ISculpting in the nonhuman-like category.

User Study: All 30 videos used in user study, played at 30fps.

The prefered rate for our method is listed:

Alignment: 0.71, Consistency: 0.75, Quality: 0.83

Alignment: 0.75, Consistency: 0.75, Quality: 0.75

Alignment: 0.83, Consistency: 0.88, Quality: 0.96

Alignment: 0.88, Consistency: 0.83, Quality: 0.79

Alignment: 0.83, Consistency: 1.0, Quality: 0.92

Alignment: 0.96, Consistency: 0.92, Quality: 0.96

Alignment: 0.75, Consistency: 0.75, Quality: 0.75

Alignment: 0.83, Consistency: 0.83, Quality: 0.83

Alignment: 0.92, Consistency: 0.92, Quality: 0.92

Alignment: 0.62, Consistency: 0.67, Quality: 0.71

Alignment: 0.88, Consistency: 0.88, Quality: 0.88

Alignment: 0.83, Consistency: 0.62, Quality: 0.67

Alignment: 0.92, Consistency: 0.92, Quality: 0.96

Alignment: 0.83, Consistency: 0.88, Quality: 0.88

Alignment: 0.67, Consistency: 0.62, Quality: 0.62

Alignment: 0.79, Consistency: 0.71, Quality: 0.83

Alignment: 0.92, Consistency: 0.96, Quality: 0.92

Alignment: 0.88, Consistency: 0.92, Quality: 0.92

Alignment: 0.75, Consistency: 0.88, Quality: 0.79

Alignment: 0.96, Consistency: 0.92, Quality: 0.92

Alignment: 0.92, Consistency: 1.0, Quality: 0.92

Alignment: 0.88, Consistency: 0.92, Quality: 0.92

Alignment: 0.75, Consistency: 0.88, Quality: 0.79

Alignment: 0.79, Consistency: 0.92, Quality: 0.88

Alignment: 0.79, Consistency: 0.88, Quality: 0.88

Alignment: 0.71, Consistency: 0.83, Quality: 0.79

Alignment: 0.5, Consistency: 0.62, Quality: 0.58

Alignment: 0.79, Consistency: 0.79, Quality: 0.83

Alignment: 0.83, Consistency: 0.75, Quality: 0.79

Alignment: 0.92, Consistency: 0.88, Quality: 0.92