Search Results for author: Susu Sun

Found 2 papers, 2 papers with code

Right for the Wrong Reason: Can Interpretable ML Techniques Detect Spurious Correlations?

1 code implementation23 Jul 2023 Susu Sun, Lisa M. Koch, Christian F. Baumgartner

Such dependencies on confounding information can be difficult to detect using performance metrics if the test data comes from the same distribution as the training data.

Inherently Interpretable Multi-Label Classification Using Class-Specific Counterfactuals

1 code implementation1 Mar 2023 Susu Sun, Stefano Woerner, Andreas Maier, Lisa M. Koch, Christian F. Baumgartner

Furthermore, as we show in this paper, current explanation techniques do not perform adequately in the multi-label scenario, in which multiple medical findings may co-occur in a single image.

Classification Clinical Knowledge +1

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