Ciara Rowles

Stable-Layers: Fine-Tuning Image Layer Decomposition Models with VLM-Scored Reinforcement Learning featured image

Stable-Layers: Fine-Tuning Image Layer Decomposition Models with VLM-Scored Reinforcement Learning

An RL framework that fine-tunes image layer decomposition models using VLM-as-judge rewards, eliminating paired supervision.

ciara-rowles
Collaborative Control for Geometry-Conditioned PBR Image Generation featured image

Collaborative Control for Geometry-Conditioned PBR Image Generation

Current 3D content generation builds on generative models that output RGB images. Modern graphics pipelines, however, require physically-based rendering (PBR) material properties. …

shimon-vainer