Data Preparation
![](images/conflabeling.jpg)
![](images/trafne.jpg)
Trafne: A Training Framework for Non-Expert Annotators with Auto Validation and Expert Feedback
poject pdf video
poject pdf video
![](images/duallabel.jpg)
![](images/labelingstyle.jpg)
An Empirical Study on the Effect of Quick and Careful Labeling Styles in Image Annotation
poject pdf video
poject pdf video
![](images/triplet.jpg)
Classification from Triplet Comparison Data
pdf
![](images/uncertainty.jpg)
Active Classification With Uncertainty Comparison Queries.
pdf
![](images/spatial.jpg)
Spatial Labeling: Leveraging Spatial Layout for Improving Label Quality in Non-Expert Image Annotation
poject pdf video
poject pdf video
![](images/tryon.jpg)
![](images/hierarchical.jpg)
Development Support
![](images/oden.png)
![](images/iExplanations.png)
Interactive Explanations: Diagnosis and Repair of Reinforcement Learning Based Agent Behaviors
poject pdf video
poject pdf video
![](images/mMix.png)
MarioMix: Creating Aligned Playstyles for Bots with Interactive Reinforcement Learning
poject pdf video
poject pdf video
![](images/scatterplot.jpg)
![](images/datacentric.jpg)
Model Exploration
![](images/subspace.jpg)
Interactive Optimization of Generative Image Modeling using Sequential Subspace Search and Content-based
Guidance
poject pdf
poject pdf
![](images/differential.jpg)
![](images/melody.jpg)
Interactive Medical Imaging
![](images/medical.png)
Car-to-pedestrian Interaction
![](images/gazedirections.jpg)