Mikolaj Pawlak

Title: Mikolaj Pawlak and His Medical Imaging Patents.

Introduction

Mikolaj Pawlak is an inventor based in Poznań, Poland, whose patent work focuses on medical imaging and machine learning. He is associated with Inteneural Networks Inc. and is listed as an inventor on 2 patents.

Latest Patents

One of Pawlak’s latest patents describes a method and apparatus for registering a neurosurgical patient and determining brain shift during surgery. It combines machine learning, a stereo-optical 3D depth camera, and surface mapping. The method aligns intraoperative facial and brain point clouds with preoperative models, estimates brain shift, and uses that estimate to generate an updated 3D brain model during surgery.

Another patent concerns determining brain age with a convolutional neural network. The system trains the network using sets of brain MRI scans that include at least two types of MRI volumes, with different tissue contrasts. It then uses the trained network and corresponding MRI inputs to estimate brain age.

Career Highlights

Pawlak’s listed inventions address two distinct medical imaging challenges: updating brain models to account for movement during neurosurgery and estimating brain age from MRI data. Both approaches use computational methods to interpret imaging information.

Collaborations

Pawlak is associated with Inteneural Networks Inc. His listed coworkers include Dominik Pieczynski and Paul Lewicki.

Conclusion

Mikolaj Pawlak’s patent portfolio reflects an emphasis on applying machine learning and 3D imaging to neurosurgical guidance and brain analysis.