Ian Volkwein

Title: Ian Volkwein: Inventor Advancing Machine-Learning Training

Introduction

Ian Volkwein is an inventor associated with Pittsburgh, Pennsylvania, and Ford Global Technologies, LLC. His patent work addresses the preparation of video data for training machine-learning systems.

Latest Patents

Volkwein is credited with 1 patent, titled “Neural network.” The invention describes a computer that uses a processor and memory to plot three-dimensional positions of labeled cuboids across frames between two keyframes in a densely labeled video sequence. It can create a sparsely labeled sequence by removing cuboids whose positions fall within a user-selected distance of a line connecting their positions in the keyframes. The resulting sequence can then be provided as training data for a machine-learning system.

Career Highlights

Volkwein’s listed patent reflects work on video annotation and machine-learning data preparation. By generating sparsely labeled sequences from densely labeled video, the described approach offers a way to prepare training material using selected spatial relationships across frames.

Collaborations

Volkwein’s listed coworkers include Parul Kothari and Iurii Simanovskyi. His patent is associated with Ford Global Technologies, LLC.

Conclusion

Ian Volkwein’s patent focuses on transforming labeled video into training data for machine-learning systems, highlighting his contribution to innovation in video-based data preparation.