3 papers
cs.CV2026
MIRROR: Aligning Semantic Relations from Language to Image via Gromov--Wasserstein
Hong-Han Wang, Yuntao Wang, Hu Ding
Multimodal Large Language Models (MLLMs) inherit rich relational priors from their language backbones, yet often fail when asked to apply these relationships in visual contexts. We…
cs.CV2026
Adaptive Language-Aware Image Reflection Removal Network
Siyan Fang, Yuntao Wang, Jinpu Zhang +2
Existing image reflection removal methods struggle to handle complex reflections. Accurate language descriptions can help the model understand the image content to remove complex r…
cs.CV2026
Depth-Synergized Mamba Meets Memory Experts for All-Day Image Reflection Separation
Siyan Fang, Long Peng, Yuntao Wang +2
Image reflection separation aims to disentangle the transmission layer and the reflection layer from a blended image. Existing methods rely on limited information from a single ima…