Francesco Pittaluga

Title: Francesco Pittaluga: Innovator in Image Feature Matching and Trajectory Prediction

Introduction

Francesco Pittaluga is a notable inventor based in Los Angeles, CA, with a focus on advancements in computer vision and trajectory prediction technologies. He holds four patents that showcase his innovative contributions to the field.

Latest Patents

One of his latest patents is titled "Image feature matching with formal privacy guarantees." This patent presents systems and methods for privacy-preserving image feature matching in computer vision applications. The process involves receiving a raw image descriptor and perturbing it using a subset selection mechanism to create a perturbed descriptor set. This set includes the raw image descriptor along with additional descriptors, which are replaced with their nearest neighbors in a predefined descriptor database. Local differential privacy protocols are employed to ensure formal privacy guarantees during the matching process against a second set of descriptors.

Another significant patent is "Divide-and-conquer for lane-aware diverse trajectory prediction." This method provides a sophisticated approach to driving path prediction by concatenating past trajectory features and lane centerline features. The method extracts hypercolumn descriptor vectors from a top view map, leading to primary and auxiliary trajectory predictions. A vehicle trajectory prediction neural network is trained using various loss objectives to enhance the accuracy of these predictions.

Career Highlights

Francesco Pittaluga is currently employed at NEC Corporation, where he continues to develop innovative solutions in his field. His work has significantly impacted the way image feature matching and trajectory prediction are approached in modern technology.

Collaborations

He has collaborated with notable colleagues, including Manmohan Chandraker and Sriram Nochur Narayanan, contributing to the advancement of their shared projects and research initiatives.

Conclusion

Francesco Pittaluga's contributions to the fields of image feature matching and trajectory prediction demonstrate his commitment to innovation and technology. His patents reflect a deep understanding of complex systems and a dedication to enhancing privacy and accuracy in computer vision applications.