most citedInsertDiffusion: Identity Preserving Visualization of Objects through a Training-Free Diffusion Architecture

1 citations · 2 across the 6 of their papers we have counts for

collaborators

6 papers

cs.CV2025

GeoDiffusion: A Training-Free Framework for Accurate 3D Geometric Conditioning in Image Generation

Phillip Mueller, Talip Uenlue, Sebastian Schmidt +4

Precise geometric control in image generation is essential for engineering \& product design and creative industries to control 3D object features accurately in image space. Tradit…

cs.LG2025

Masked Conditioning for Deep Generative Models

Phillip Mueller, Jannik Wiese, Sebastian Mueller +1

Datasets in engineering domains are often small, sparsely labeled, and contain numerical as well as categorical conditions. Additionally. computational resources are typically limi…

cs.CV2025

MeshFleet: Filtered and Annotated 3D Vehicle Dataset for Domain Specific Generative Modeling

Damian Boborzi, Phillip Mueller, Jonas Emrich +3

Generative models have recently made remarkable progress in the field of 3D objects. However, their practical application in fields like engineering remains limited since they fail…

cs.CV2024

GeoBiked: A Dataset with Geometric Features and Automated Labeling Techniques to Enable Deep Generative Models in Engineering Design

Phillip Mueller, Sebastian Mueller, Lars Mikelsons

We provide a dataset for enabling Deep Generative Models (DGMs) in engineering design and propose methods to automate data labeling by utilizing large-scale foundation models. GeoB…

cs.CV2024★ 1 cited

InsertDiffusion: Identity Preserving Visualization of Objects through a Training-Free Diffusion Architecture

Phillip Mueller, Jannik Wiese, Ioan Craciun +1

Recent advancements in image synthesis are fueled by the advent of large-scale diffusion models. Yet, integrating realistic object visualizations seamlessly into new or existing ba…

cs.LG2024★ 1 cited

Exploring the Potentials and Challenges of Deep Generative Models in Product Design Conception

Phillip Mueller, Lars Mikelsons

The synthesis of product design concepts stands at the crux of early-phase development processes for technical products, traditionally posing an intricate interdisciplinary challen…