| Vol-3259 urn:nbn:de:0074-3259-5 Copyright © 2022 for the individual papers by the papers' authors. Copyright © 2022 for the volume as a collection by its editors. This volume and its papers are published under the Creative Commons License Attribution 4.0 International (CC BY 4.0).

# IAL 2022
Interactive Adaptive Learning 2022

### Proceedings of the Workshop on Interactive Adaptive Learning
co-located with European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2022)

### Grenoble, France, September 23, 2022.

Edited by

### Daniel Kottke *
Georg Krempl **
Andreas Holzinger ***
Barbara Hammer ****

* University of Kassel, Faculty of Electrical Engineering and Computer Science, 34121 Kassel, Germany
** Utrecht University, Faculty of Science, 3512 JE Utrecht, Netherlands
*** University of Natural Resources and Life Sciences, Department of Forest and Soil Sciences, Institute of Forest Engineering, 1190 Vienna, Austria
**** University of Bielefeld, CITEC Center of Excellence, Inspiration 1, 33619 Bielefeld, Germany

## Table of Contents

- Front Matter
- Preface
  Summary: There were 9 papers submitted for peer-review to this workshop. Out of these, 6 papers were accepted for this volume.
- Table of Contents

### Research Papers

- A Concept for Automated Polarized Web Content Annotation based on Multimodal Active Learning 1-6
  Marek Herde, Denis Huseljic, Jelena Mitrović, Michael Granitzer, Bernhard Sick
- BioSegment: Active Learning segmentation for 3D electron microscopy imaging 7-26
  Benjamin Rombaut, Joris Roels, Yvan Saeys
- Enhancing Active Learning with Weak Supervision and Transfer Learning by Leveraging Information and Knowledge Sources 27-42
  Lukas Rauch, Denis Huseljic, Bernhard Sick
- Accelerating Diversity Sampling for Deep Active Learning By Low-Dimensional Representations 43-48
  Sandra Gilhuber, Max Berrendorf, Yunpu Ma, Thomas Seidl
- A Practical Evaluation of Active Learning Approaches for Object Detection 49-67
  Jan Schneegans, Maarten Bieshaar, Bernhard Sick
- Certifiable Active Class Selection in Multi-Class Classification 68-76
  Martin Senz, Mirko Bunse, Katharina Morik

2022-10-13: submitted by Daniel Kottke, metadata incl. bibliographic data published under Creative Commons CC0
2022-11-02: published on CEUR Workshop Proceedings (CEUR-WS.org, ISSN 1613-0073) |valid HTML5|