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Generative Photography · CVPR 2025 Highlight
Control the camera, preserve the world.
Control focal length, bokeh, shutter speed, and color temperature while preserving scene identity.
ProblemCamera prompts do not obey optics.
IdeaDimensional lifting disentangles scene and camera; differentiated parameter injection enables fine-grained control.
ResultControllable effects with stronger scene consistency.
02 / 04
NewtonGen · ICLR 2026
Give video generation a sense of physics.
Learn Neural Newtonian Dynamics, then guide video generation with explicit physical states.
ProblemVideo models imitate motion without understanding it.
IdeaLinear neural ODEs plus a residual model.
ResultDiverse motion with explicit parameter control.
03 / 04
SeeU · CVPR 2026
See beyond the observed time and space.
Lift sparse 2D observations into a continuous 4D world across unseen times and viewpoints.
ProblemObservations are sparse in both time and viewpoint.
IdeaModel continuous physical equations of motion in a 4D world.
ResultTemporal, spatial, and edited unseen-world generation.
04 / 04
OptiWorld · Under Review
Plan a better future, then render it.
Optimize goal-directed trajectories under physical constraints before rendering the future.
ProblemPlausible futures can still be unsafe or inefficient.
IdeaUnify constraints on a trajectory manifold, then actively perceive and plan the optimal path.
ResultGoal-conditioned and counterfactual world generation.
