3 papers
cs.CV2026
Tuning-free Instruction-based Video Editing Via Structural Noise Initialization and Guidance
Song Wu, Xinyu Chen, Qian Wang +3
Video editing poses a significant challenge. While a series of tuning-free methods circumvent the need for extensive data collection and model training, they often underutilize the…
cs.CV2025
EditCLIP: Representation Learning for Image Editing
Qian Wang, Aleksandar Cvejic, Abdelrahman Eldesokey +1
We introduce EditCLIP, a novel representation-learning approach for image editing. Our method learns a unified representation of edits by jointly encoding an input image and its ed…
cs.CV2024
Zero-Shot Video Semantic Segmentation based on Pre-Trained Diffusion Models
Qian Wang, Abdelrahman Eldesokey, Mohit Mendiratta +4
We introduce the first zero-shot approach for Video Semantic Segmentation (VSS) based on pre-trained diffusion models. A growing research direction attempts to employ diffusion mod…