Search Results for author: Tuomo Sipola

Found 6 papers, 1 papers with code

Latest Trends in Artificial Intelligence Technology: A Scoping Review

no code implementations8 May 2023 Teemu Niskanen, Tuomo Sipola, Olli Väänänen

The results of this review indicate that creating labeled datasets is very laborious, and solutions exploiting unsupervised or semi-supervised learning technologies are more and more researched.

Autonomous Vehicles

Improved Difference Images for Change Detection Classifiers in SAR Imagery Using Deep Learning

1 code implementation31 Mar 2023 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.

Change Detection

Chromatic and spatial analysis of one-pixel attacks against an image classifier

no code implementations28 May 2021 Janne Alatalo, Joni Korpihalkola, Tuomo Sipola, Tero Kokkonen

In this research, the successful and unsuccessful attacks are studied in more detail to illustrate the working mechanisms of a one-pixel attack created using differential evolution.

One-Pixel Attack Deceives Computer-Assisted Diagnosis of Cancer

no code implementations1 Dec 2020 Joni Korpihalkola, Tuomo Sipola, Samir Puuska, Tero Kokkonen

Computer vision and machine learning can be used to automate various tasks in cancer diagnostic and detection.

whole slide images

Anomaly Detection Framework Using Rule Extraction for Efficient Intrusion Detection

no code implementations28 Oct 2014 Antti Juvonen, Tuomo Sipola

Huge datasets in cyber security, such as network traffic logs, can be analyzed using machine learning and data mining methods.

BIG-bench Machine Learning Dimensionality Reduction +3

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