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MEASURING AND MANUFACTURING THE MOTION
TO IMPROVE VISUAL CORRESPONDENCE
Measure the motion
a dataset holds.
Manufacture the motion
it is missing.
The motion that a generator produces predicts transfer better than the realism of its renderings.
From a data constraint to a design method
Each chapter changes what we can do with correspondence training data.CHAPTER 2
Bridging the Aerial Sensor Gap
Establish the constraint. Measure the remaining gap in aerial recognition and cross-modal translation.
CHAPTER 3Cover the Motion, Not the Look
Measure the motion. Rank sources by how well their motion covers a target, then steer generation.
CHAPTER 4Just What the Doctor Ordered
Manufacture the motion. Diagnose gaps from the training annotations and generate prescribed pairs.
A ONE-MINUTE EXPERIMENT
→Same objects. Different order.
Move three pieces and see why a set loss cares about the scene, not the output order.