Sotabase

Career

· Research Director, Google2020–
· Research Scientist, Google2013–2020
· Research Intern, Google2010–2013
· PhD in Computer Science, Georgia Institute of Technology2008–2013
· MS in Computer Science, Georgia Institute of Technology2006–2008
· Bachelor of Mathematics and Computer Science, Technical University Munich2005–

Publications (42)

MediaPipe: A Framework for Building Perception Pipelines
arXiv.org · 2019
1,799
cited
MediaPipe Hands: On-device Real-time Hand Tracking
arXiv.org · 2020
931
cited
Efficient hierarchical graph-based video segmentation
2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition · 2010
772
cited
BlazePose: On-device Real-time Body Pose tracking
arXiv.org · 2020
754
cited
MediaPipe: A Framework for Perceiving and Processing Reality
2019
432
cited
Auto-directed video stabilization with robust L1 optimal camera paths
Computer Vision and Pattern Recognition · 2011
381
cited
BlazeFace: Sub-millisecond Neural Face Detection on Mobile GPUs
arXiv.org · 2019
347
cited
Real-time Facial Surface Geometry from Monocular Video on Mobile GPUs
arXiv.org · 2019
284
cited
Objectron: A Large Scale Dataset of Object-Centric Videos in the Wild with Pose Annotations
Computer Vision and Pattern Recognition · 2020
208
cited
Calibration-free rolling shutter removal
International Conference on Computational Photography · 2012
189
cited
Discontinuous seam-carving for video retargeting
2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition · 2010
137
cited
On-Device Neural Net Inference with Mobile GPUs
arXiv.org · 2019
96
cited
Attention Mesh: High-fidelity Face Mesh Prediction in Real-time
arXiv.org · 2020
92
cited
3D Shape Context and Distance Transform for action recognition
International Conference on Pattern Recognition · 2008
88
cited
Motion fields to predict play evolution in dynamic sport scenes
2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition · 2010
88
cited
Weakly Supervised Learning of Object Segmentations from Web-Scale Video
ECCV Workshops · 2012
69
cited
Speed Is All You Need: On-Device Acceleration of Large Diffusion Models via GPU-Aware Optimizations
2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · 2023
57
cited
Player localization using multiple static cameras for sports visualization
2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition · 2010
51
cited
BlazePose GHUM Holistic: Real-time 3D Human Landmarks and Pose Estimation
arXiv.org · 2022
45
cited
Geometric Context from Videos
2013 IEEE Conference on Computer Vision and Pattern Recognition · 2013
44
cited
Sotabase
Matthias Grundmann | Researcher Profile | Sotabase | Sotabase