Ran Bakalo

Title: The Innovations of Ran Bakalo

Introduction

Ran Bakalo is a notable inventor based in Haifa, Israel. He has made significant contributions to the field of technology, particularly in the areas of deep learning and image analysis. With a total of 3 patents to his name, Bakalo's work is recognized for its innovative approaches to complex problems.

Latest Patents

One of Bakalo's latest patents is titled "Estimated online hard negative mining via probabilistic selection and scores history consideration." This invention provides a method, computer system, and computer program product for hard negative training. The embodiment includes a computer receiving a training set, which comprises one or more training samples. The computer trains a deep neural network (DNN) with the training set and determines information for each training sample, including scores associated with them. The method generates a training epoch based on this information and updates it using the DNN.

Another significant patent is "Systems and methods for automatic detection of an indication of abnormality in an anatomical image." This method involves training a deep convolutional neural network (CNN) to detect indications of abnormality in anatomical images. It includes receiving anatomical training images, decomposing them into patches, and computing feature representations for each patch. The method sets a probability indicative of the likelihood of abnormality based on the maximal probability value computed for one patch.

Career Highlights

Ran Bakalo is currently employed at International Business Machines Corporation (IBM), where he continues to innovate and develop new technologies. His work at IBM has allowed him to explore various applications of deep learning and image processing, contributing to advancements in these fields.

Collaborations

Throughout his career, Bakalo has collaborated with several talented individuals, including Rami Ben-Ari and Ayelet Akselrod-Ballin. These collaborations have fostered a creative environment that encourages the exchange of ideas and the development of groundbreaking technologies.

Conclusion

Ran Bakalo's contributions to technology through his patents and work at IBM highlight his role as an influential inventor in the field. His innovative approaches to deep learning and image analysis continue to shape the future of technology.