Table of Contents




Research Papers

A Concept for Automated Polarized Web Content Annotation based
on Multimodal Active Learning . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .                       1
   Marek Herde, Denis Huseljic, Jelena Mitrović, Michael Granitzer
   and Bernhard Sick

BioSegment: Active Learning segmentation for 3D electron microscopy
imaging . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .   7
   Benjamin Rombaut, Joris Roels and Yvan Saeys
Enhancing Active Learning with Weak Supervision and Transfer
Learning by Leveraging Information and Knowledge Sources . . . . . . . . . . . .                                              27
   Lukas Rauch, Denis Huseljic and Bernhard Sick

Accelerating Diversity Sampling for Deep Active Learning By
Low-Dimensional Representations . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .                         43
   Sandra Gilhuber, Max Berrendorf, Yunpu Ma and Thomas Seidl
A Practical Evaluation of Active Learning Approaches for Object
Detection . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .     49
   Jan Schneegans, Maarten Bieshaar and Bernhard Sick
Certifiable Active Class Selection in Multi-Class Classification . . . . . . . . . .                                          68
   Martin Senz, Mirko Bunse and Katharina Morik