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Baumann, Stefan Andreas
10 publications
CVPR
2025
CleanDIFT: Diffusion Features Without Noise
Nick Stracke
,
Stefan Andreas Baumann
,
Kolja Bauer
,
Frank Fundel
,
Björn Ommer
CVPR
2025
Continuous, Subject-Specific Attribute Control in T2I Models by Identifying Semantic Directions
Stefan Andreas Baumann
,
Felix Krause
,
Michael Neumayr
,
Nick Stracke
,
Melvin Sevi
,
Vincent Tao Hu
,
Björn Ommer
AAAI
2025
DepthFM: Fast Generative Monocular Depth Estimation with Flow Matching
Ming Gui
,
Johannes Schusterbauer
,
Ulrich Prestel
,
Pingchuan Ma
,
Dmytro Kotovenko
,
Olga Grebenkova
,
Stefan Andreas Baumann
,
Vincent Tao Hu
,
Björn Ommer
NeurIPS
2025
DisMo: Disentangled Motion Representations for Open-World Motion Transfer
Thomas Ressler-Antal
,
Frank Fundel
,
Malek Ben Alaya
,
Stefan Andreas Baumann
,
Felix Krause
,
Ming Gui
,
Björn Ommer
ICCV
2025
TREAD: Token Routing for Efficient Architecture-Agnostic Diffusion Training
Felix Krause
,
Timy Phan
,
Ming Gui
,
Stefan Andreas Baumann
,
Vincent Tao Hu
,
Björn Ommer
ICCV
2025
What if: Understanding Motion Through Sparse Interactions
Stefan Andreas Baumann
,
Nick Stracke
,
Timy Phan
,
Björn Ommer
ECCV
2024
CTRLorALTer: Conditional LoRAdapter for Efficient 0-Shot Control & Altering of T2I Models
Nick Stracke
,
Stefan Andreas Baumann
,
Joshua Susskind
,
Miguel Angel Bautista
,
Bjorn Ommer
ECCV
2024
FMBoost: Boosting Latent Diffusion with Flow Matching
Johannes S Fischer
,
Ming Gui
,
Pingchuan Ma
,
Nick Stracke
,
Stefan Andreas Baumann
,
Vincent Tao Hu
,
Björn Ommer
ICML
2024
Scalable High-Resolution Pixel-Space Image Synthesis with Hourglass Diffusion Transformers
Katherine Crowson
,
Stefan Andreas Baumann
,
Alex Birch
,
Tanishq Mathew Abraham
,
Daniel Z Kaplan
,
Enrico Shippole
ICMLW
2024
ZigMa: A DiT-Style Zigzag Mamba Diffusion Model
Vincent Tao Hu
,
Stefan Andreas Baumann
,
Ming Gui
,
Olga Grebenkova
,
Pingchuan Ma
,
Johannes Schusterbauer
,
Björn Ommer