Company Filing History:
Years Active: 2022-2024
Title: Omri Armstrong: Innovator in Deep Learning Technologies
Introduction
Omri Armstrong is a prominent inventor based in Tel Aviv, Israel. He has made significant contributions to the field of deep learning and neural networks, holding a total of 5 patents. His work focuses on enhancing the capabilities of convolutional neural networks and improving diagnostic tools for image classification.
Latest Patents
Armstrong's latest patents include innovative methods that refine deep gradient activation map models. One of his notable inventions is a method for generating an aggregate saliency map using a convolutional neural network. This method involves receiving convolutional activation maps generated by the neural network while computing prediction scores based on unlabeled input data. The saliency map generator creates layer-dependent saliency maps for each encoding layer, which are then combined into an aggregate saliency map that indicates the contributions of individual components to the prediction scores.
Another significant patent is a diagnostic tool for deep learning similarity models and image classifiers. This tool provides valuable insights into the decision-making processes of neural networks. It generates a saliency map by receiving a test image, determining its classification, and calculating activation and gradient maps for the model layers. The resulting saliency map is an element-wise function of these maps, enhancing the understanding of how neural networks interpret images.
Career Highlights
Omri Armstrong is currently employed at Microsoft Technology Licensing, LLC, where he continues to develop cutting-edge technologies in the field of artificial intelligence. His work has positioned him as a key player in advancing deep learning methodologies.
Collaborations
Armstrong collaborates with talented individuals such as Oren Barkan and Noam Koenigstein, contributing to a dynamic environment that fosters innovation and creativity.
Conclusion
Omri Armstrong's contributions to deep learning and neural networks exemplify the impact of innovative thinking in technology. His patents reflect a commitment to enhancing the capabilities of artificial intelligence, paving the way for future advancements in the field.