3 papers
cs.CV2025
SEAL: Semantic Attention Learning for Long Video Representation
Lan Wang, Yujia Chen, Du Tran +2
Long video understanding presents challenges due to the inherent high computational complexity and redundant temporal information. An effective representation for long videos must…
cs.LG2024
Semantic Image Inversion and Editing using Rectified Stochastic Differential Equations
Litu Rout, Yujia Chen, Nataniel Ruiz +3
Generative models transform random noise into images; their inversion aims to transform images back to structured noise for recovery and editing. This paper addresses two key tasks…
cs.LG2024
RB-Modulation: Training-Free Personalization of Diffusion Models using Stochastic Optimal Control
Litu Rout, Yujia Chen, Nataniel Ruiz +4
We propose Reference-Based Modulation (RB-Modulation), a new plug-and-play solution for training-free personalization of diffusion models. Existing training-free approaches exhibit…