Delta-Adapter extracts a semantic delta from single image pairs to train exemplar-based editors without paired examples, improving accuracy and generalization.
Uni4R unifies continuous-time 4D reconstruction and tracking via optimal-transport and ODE velocity fields, achieving state-of-the-art results on both tasks and continuous-time kinematics benchmarks.