Interactive Labeling for ML-based Structural Formula Extraction
Requirements
Occupational fields
Machine Learning Engineer (m/w/d)
Data Science & Artificial Intelligence
Tech
Problem
Agile Working
Regular Feedback Meetings
Goals
- Import a PDF document into the system.
- The system suggests areas in which figures chemical formulas could be found.
- Correct the systems suggestions.
- Crop out all marked areas to obtain indidual figures.
- For each figure create
- a chemfig representation of the figure (e.g. “\chemfig{*6(=-=-=-)}”),
- a non-informative textual description of the figure (e.g. “a hexagon where three edges are double lines”)
- and an interpretation of the figure (e.g. “Benzene”).
- The system supports the user in creation of above representations with automatically generated suggestions. Hereby a classifier from automatically generated training data that translates images to chemfig should be trained.
- Export an accessible EPUB v3 where the original figure is augmented with above data as alternative versions.
- Export a version of the figure for use on a braille printer (Open Document Graphic format).
All levels welcome (no experience required)
Languages
German
English
Skill set
Angular
React
JavaScript
Python
About ISSD - KIT
The research group “Information Systems & Service Design” (ISSD) headed by Prof. Mädche focuses in research, education, and innovation on designing interactive intelligent systems. The research belongs to the Institute of Information Systems and Marketing (IISM) and is embedded into the Information Systems & Engineering group. ISSD is also part of the Karlsruhe Service Research Institute (KSRI). The research group is positioned at the intersection of Information Systems (german: Wirtschaftsinformatik) and Human-Computer Interaction (HCI). Our mission is to create impactful scientific knowledge for designing interactive intelligent systems that enable humans to perform activities more efficiently, effectively, and meaningful. We believe that delivering cutting-edge knowledge and inspiring education, as well as an ongoing dialog with the public need to go hand in hand to maximize the impact of our work in organizations and society. The group is organized in three research departments: Digital Experience & Participation, Intelligent Enterprise Systems, and Digital Service Design & Innovation. Current topics of research are Human-AI Interaction, Cognitive Interaction Technologies, Physiological Computing Systems, Interactive Business Intelligence & Analytics Systems, and Interactive Systems Engineering.
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