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cs.CV2026
Beyond Temporal Smoothing: Spatial Energy Budgets Stabilize One-Step Diffusion Editing
Shengxiao Zhou, Lei Luo, Jian Yang
One-step text-guided diffusion editing is efficient but prone to spatially misallocated updates that distort the edited object and alter the background. Existing methods often impr…
cs.CV2025
Borrowing from anything: A generalizable framework for reference-guided instance editing
Shengxiao Zhou, Chenghua Li, Jianhao Huang +2
Reference-guided instance editing is fundamentally limited by semantic entanglement, where a reference's intrinsic appearance is intertwined with its extrinsic attributes. The key…