Geoffrey Z. work email
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Geoffrey Z. personal email
- Over 20 years' R&D in computer vision, machine learning, data visualization & 3D graphics, virtual/mixed reality, and robotic systems- Up-to-date hands-on experiences on cutting-edge autonomous system development: from data (2D/3D images, videos, text, LiDAR, radar, etc.), to perception & interpretation (deep learning, large multi-modal foundation models, data fusion, inference with uncertainty, geometric mapping, etc.), to system implementation (C++/Python with Pytorch, ROS, OpenCV, ONNX, TensorRT, CUDA, VTK, etc.)- Education: a PhD in 3D computer vision & visualization, a MS in pattern recognition and artificial intelligence, and a BS in electronics engineering- Extensive project leadership and management experiences in Fortune Global 500s
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Staff ResearcherGeneral MotorsDetroit, Mi, Us -
Staff ResearcherGeneral Motors Company Jun 2013 - PresentConducting research and development of multi-modal vehicle perception and mapping systems. Specifics include:- Deep learning for scene understanding and autonomous driving: from scene element detection, segmentation and tracking to applications and domain adaption of large multi-modal foundation models and beyond- LiDAR processing: point clustering/classification, object detection, object tracking, 3D environment reconstruction- Sensor fusion: joint processing of GPS signal, map and real-time sensing results for enhanced vehicle perception and positioning
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Research AssociateHenry Ford Health System Nov 2012 - May 2013Detroit, Mi, UsResponsible for algorithm and software prototype development of a synchronized moving grid cone-beam CT system. Specifics include: - Object (Marker) detection of X-ray images- Geometric calibration of the imaging pipeline- Physics-based image enhancement- Exemplar-based local noise modeling -
Cto & Co-FounderBeijing Innovisgroup, Inc. Aug 2010 - Aug 2012As the technical lead, designed and developed a 3D immersive multi-camera video surveillance system. Key features are:- 3D scene reconstruction using dense laser survey scans- Fast algorithms for large-scale LiDAR point cloud processing and rendering- Real-time fusion of surveillance video feeds and a 3D virtual reality environment (the scene that is monitored)- Interactive immersive navigation in the VR with augmented geospatial awareness of the video contents- Cross-camera object tracking- A distributed video streaming, processing and storage architecture supporting scalable video analyticsAlso, as applicant and the award recipient, attracted 150,000 RMB external funding from Human Resources and Social Security Bureau of Beijing, China(A merit-based funding program for scientific and technological activities of persons with overseas experience, 2012.)
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Postdoctoral FellowWayne State University Sep 2009 - Jun 2010Detroit, Mi, UsInvestigated field laser scan mechanisms and large-scale LiDAR data processing, surface reconstruction and efficient rendering in a State MTTC project "HyperEye: Susceptibility Weighted Imaging-based Informatics Tools for Brain Tumor Studies". Other roles include 1) Writing industrial and governmental grant proposals; 2) Advising junior master and doctoral students, helping them develop their research topics and guide them through project challenges. -
Postdoctoral FellowHarvard University Apr 2009 - Aug 2009Cambridge, Massachusetts, UsConducted funded research on computational geometry and digital geometry processing at the Department of Mathematics. Achievements include:- A theoretically strict area-preserving surface parameterization technique using Lie advection- Intrinsic geometric scale space (IGSS) using 2-manifold Ricci flow, with application to scale-invariant geometric feature extraction- 3D Merger: A software used to merge 3D object scans from different perspectives into a whole piece; Core techniques include ICP point-cloud registration, distance field computation and iso-surface extraction- A method and prototype software to automatically paint 3D face models with separately captured photos using least squares conformal maps. -
Graduate Research AssistantWayne State University Sep 2005 - Dec 2008Detroit, Mi, UsAs team member, participated in a number of NSF and NIH funded multi-disciplinary research projects; conducted independent research on computer graphics, geometric modeling and visualization, with applications to brain imaging data analysis and analytics; coordinated teamwork with partners from medical school for clinical validation. Contributed software modules and technical methods include:- Landmark-constrained deformable surface registration based on conformal geometry- Salient geometric feature detection via geodesic scale space- Fast tetrahedral mesh (a discrete 3D volume representation) parameterization using 3-manifold harmonic mapping- Multimodal data integration based on a conformal brain model, which allows quantitative assessment of structural and functional changes with complementary neuroimaging technologies during the progression of epilepsy -
InternIntel Corporation Aug 2004 - Nov 2004Santa Clara, California, UsParticipated in the development of an Intel multi-CPU-based HDTV system: - Performance optimization on computation-intensive modules, e.g., motion estimation, image quality assessment, etc.- Software QA testing
Geoffrey Z. Skills
Geoffrey Z. Education Details
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Wayne State UniversityComputer Science -
Huazhong University Of Science And TechnologyElectrical And Electronics Engineering -
Huazhong University Of Science And TechnologyElectrical And Electronics Engineering
Frequently Asked Questions about Geoffrey Z.
What company does Geoffrey Z. work for?
Geoffrey Z. works for General Motors
What is Geoffrey Z.'s role at the current company?
Geoffrey Z.'s current role is Staff Researcher.
What is Geoffrey Z.'s email address?
Geoffrey Z.'s email address is geoffrey.zo@gm.com
What schools did Geoffrey Z. attend?
Geoffrey Z. attended Wayne State University, Huazhong University Of Science And Technology, Huazhong University Of Science And Technology.
What skills is Geoffrey Z. known for?
Geoffrey Z. has skills like Computer Vision, Computer Graphics, Visualization, Geometric Modeling, Data Fusion, Lidar, Gpu, C, C++, Boost, Eigen, Opencv.
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