Geoffrey Z.

Geoffrey Z. Email and Phone Number

Staff Researcher @ General Motors
Detroit, MI, US
Geoffrey Z.'s Location
Detroit Metropolitan Area, United States, United States
Geoffrey Z.'s Contact Details

Geoffrey Z. work email

Geoffrey Z. personal email

n/a
About Geoffrey Z.

- 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

Geoffrey Z.'s Current Company Details
General Motors

General Motors

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Staff Researcher
Detroit, MI, US
Geoffrey Z. Work Experience Details
  • General Motors
    Staff Researcher
    General Motors
    Detroit, Mi, Us
  • General Motors Company
    Staff Researcher
    General Motors Company Jun 2013 - Present
    Conducting 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
  • Henry Ford Health System
    Research Associate
    Henry Ford Health System Nov 2012 - May 2013
    Detroit, Mi, Us
    Responsible 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
  • Beijing Innovisgroup, Inc.
    Cto & Co-Founder
    Beijing Innovisgroup, Inc. Aug 2010 - Aug 2012
    As 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.)
  • Wayne State University
    Postdoctoral Fellow
    Wayne State University Sep 2009 - Jun 2010
    Detroit, Mi, Us
    Investigated 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.
  • Harvard University
    Postdoctoral Fellow
    Harvard University Apr 2009 - Aug 2009
    Cambridge, Massachusetts, Us
    Conducted 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.
  • Wayne State University
    Graduate Research Assistant
    Wayne State University Sep 2005 - Dec 2008
    Detroit, Mi, Us
    As 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
  • Intel Corporation
    Intern
    Intel Corporation Aug 2004 - Nov 2004
    Santa Clara, California, Us
    Participated 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

Computer Vision Computer Graphics Visualization Geometric Modeling Data Fusion Lidar Gpu C C++ Boost Eigen Opencv Opengl Vtk Cuda Arrayfire Cgal Parallel Algorithms Distributed Systems Deep Learning Python Tensorflow Cntk Caffe Machine Learning Robotics Statistical Modeling

Geoffrey Z. Education Details

  • Wayne State University
    Wayne State University
    Computer Science
  • Huazhong University Of Science And Technology
    Huazhong University Of Science And Technology
    Electrical And Electronics Engineering
  • Huazhong University Of Science And Technology
    Huazhong University Of Science And Technology
    Electrical 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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