CHAPTER 3
Cover the Motion, Not the Look
Measure the motion. Rank sources by how well their motion covers a target, then steer generation.
Follow the evidence
Each topic opens its own page.Slide 15
Every dataset gets a motion fingerprint
Open evidence →
Slide 16Direction matters: coverage, not symmetric distance
Open evidence →
Slide 17The transfer study: 684 measurements
Open evidence →
Slide 18Motion coverage predicts transfer; appearance does not
Open evidence →
Slide 19Coverage approaches observed retraining agreement
Open evidence →
Slide 20Motion moves transfer; appearance barely does
Open evidence →
Slide 21Coverage as a design objective
Open evidence →
Slide 22Before improving how a source renders, measure how well its motion covers the target's.
Open evidence →
Slide 23From targeting a benchmark to filling training-set gaps
Open evidence →