25 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
6 papers
Machine Learning Applications of Quantum Computing: A Review
Thien Nguyen, Tuomo Sipola, Jari Hautamäki
At the intersection of quantum computing and machine learning, this review paper explores the transformative impact these technologies are having on the capabilities of data proces…
Cyber Protection Applications of Quantum Computing: A Review
Ummar Ahmed, Tuomo Sipola, Jari Hautamäki
Quantum computing is a cutting-edge field of information technology that harnesses the principles of quantum mechanics to perform computations. It has major implications for the cy…
Applications of Post-quantum Cryptography
Emils Bagirovs, Grigory Provodin, Tuomo Sipola +1
With the constantly advancing capabilities of quantum computers, conventional cryptographic systems relying on complex math problems may encounter unforeseen vulnerabilities. Unlik…
Improved Difference Images for Change Detection Classifiers in SAR Imagery Using Deep Learning
Janne Alatalo, Tuomo Sipola, Mika Rantonen
Satellite-based Synthetic Aperture Radar (SAR) images can be used as a source of remote sensed imagery regardless of cloud cover and day-night cycle. However, the speckle noise and…
Chromatic and spatial analysis of one-pixel attacks against an image classifier
Janne Alatalo, Joni Korpihalkola, Tuomo Sipola +1
One-pixel attack is a curious way of deceiving neural network classifier by changing only one pixel in the input image. The full potential and boundaries of this attack method are…
One-Pixel Attack Deceives Computer-Assisted Diagnosis of Cancer
Joni Korpihalkola, Tuomo Sipola, Samir Puuska +1
Computer vision and machine learning can be used to automate various tasks in cancer diagnostic and detection. If an attacker can manipulate the automated processing, the results c…