activity
20232026
most citedCollaborative Control for Geometry-Conditioned PBR Image Generation

1 citations · 1 across the 7 of their papers we have counts for

collaborators

9 papers

cs.CV2026

4Director: Controlling Video World Models with Rigid 3D Geometry

Wei Cao, Hao Zhang, Vikram Voleti +5

Precise control over camera and object motion is essential for professional video production. Existing methods control objects only coarsely, through image-plane cues that are ambi…

cs.CV2026

SemanTok: Predictable Semantic Tokens for Efficient Autoregressive Video Generation

Mikhail Dereviannykh, Vikram Voleti, Simon Donne +3

Recent video-based world models pair the scalability of autoregressive (AR) prediction with the visual quality of diffusion models. The choice of scene tokenizer is paramount for t…

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.LG2026

OCTOPUS: Optimized KV Cache for Transformers via Octahedral Parametrization Under optimal Squared error quantization

Mark Boss, Vikram Voleti, Simon Donné +1

The key-value (KV) cache dominates memory bandwidth and footprint in long-context autoregressive inference. Recent rotation-preconditioned codecs (TurboQuant, PolarQuant) show that…

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★ 1 cited

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…

cs.CV2023

Surf: Implicit Surface Reconstruction for Semi-Transparent and Thin Objects with Decoupled Geometry and Opacity

Tianhao Wu, Hanxue Liang, Fangcheng Zhong +4

Implicit surface representations such as the signed distance function (SDF) have emerged as a promising approach for image-based surface reconstruction. However, existing optimizat…