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20232026
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cs.CV2026

Fill My Mirror: Geometry-Constrained Mirror Inpainting

Ofek Basson, Shimon Vainer, Yacov Hel-Or +1

Mirrors are common in real-world images, yet producing geometrically consistent reflections with generative models remains challenging. Unlike most objects, mirror appearance depen…

cs.CV2025

Foley Control: Aligning a Frozen Latent Text-to-Audio Model to Video

Ciara Rowles, Varun Jampani, Simon Donné +3

Foley Control is a lightweight approach to video-guided Foley that keeps pretrained single-modality models frozen and learns only a small cross-attention bridge between them. We co…

cs.CV2024

Jointly Generating Multi-view Consistent PBR Textures using Collaborative Control

Shimon Vainer, Konstantin Kutsy, Dante De Nigris +3

Multi-view consistency remains a challenge for image diffusion models. Even within the Text-to-Texture problem, where perfect geometric correspondences are known a priori, many met…

cs.CV2024

IPAdapter-Instruct: Resolving Ambiguity in Image-based Conditioning using Instruct Prompts

Ciara Rowles, Shimon Vainer, Dante De Nigris +3

Diffusion models continuously push the boundary of state-of-the-art image generation, but the process is hard to control with any nuance: practice proves that textual prompts are i…

cs.CV2024

Collaborative Control for Geometry-Conditioned PBR Image Generation

Shimon Vainer, Mark Boss, Mathias Parger +5

Graphics pipelines require physically-based rendering (PBR) materials, yet current 3D content generation approaches are built on RGB models. We propose to model the PBR image distr…