2 papers
cs.CV2026
POCI-Diff: Position Objects Consistently and Interactively with 3D-Layout Guided Diffusion
Andrea Rigo, Luca Stornaiuolo, Weijie Wang +3
We propose a diffusion-based approach for Text-to-Image (T2I) generation with consistent and interactive 3D layout control and editing. While prior methods improve spatial adherenc…
cs.CV2026
ESPLoRA: Enhanced Spatial Precision with Low-Rank Adaption in Text-to-Image Diffusion Models for High-Definition Synthesis
Andrea Rigo, Luca Stornaiuolo, Mauro Martino +2
Diffusion models have revolutionized text-to-image (T2I) synthesis, producing high-quality, photorealistic images. However, they still struggle to properly render the spatial relat…