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Mingwei Li

4 accepted papers

2026

BideDPO: Conditional Image Generation with Simultaneous Text and Condition Alignment

ICLR 2026poster

Conditional image generation augments text-to-image synthesis with structural, spatial, or stylistic priors and is used in many domains. However, current methods struggle to harmonize guidance from both sources when conflicts arise: 1) input-level conflict, where the semantics of the conditioning im…

Cited by 0SourcecodeScholar
2026

TransNormal: Dense Visual Semantics for Diffusion-based Transparent Object Normal Estimation

ICML 2026poster

Monocular normal estimation for transparent objects is critical for laboratory automation, yet it remains challenging due to complex light refraction and reflection. These optical properties often lead to catastrophic failures in conventional depth and normal sensors, hindering the deployment of emb…

Cited by 0SourceScholar
2025

DreamRenderer: Taming Multi-Instance Attribute Control in Large-Scale Text-to-Image Models

ICCV 2025poster

Image-conditioned generation methods, such as depth- and canny-conditioned approaches, have demonstrated remarkable abilities for precise image synthesis. However, existing models still struggle to accurately control the content of multiple instances (or regions). Even state-of-the-art models like F…