Search Results - "Praher, Verena"

Constructing adversarial examples to investigate the plausibility of explanations in deep audio and image classifiers by Hoedt, Katharina, Praher, Verena, Flexer, Arthur, Widmer, Gerhard

“…Given the rise of deep learning and its inherent black-box nature, the desire to interpret these systems and explain their behaviour became increasingly more…”
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Tracing Back Music Emotion Predictions to Sound Sources and Intuitive Perceptual Qualities by Chowdhury, Shreyan, Praher, Verena, Widmer, Gerhard

“…Music emotion recognition is an important task in MIR (Music Information Retrieval) research. Owing to factors like the subjective nature of the task and the…”
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Concept-Based Techniques for "Musicologist-friendly" Explanations in a Deep Music Classifier by Foscarin, Francesco, Hoedt, Katharina, Praher, Verena, Flexer, Arthur, Widmer, Gerhard

“…Current approaches for explaining deep learning systems applied to musical data provide results in a low-level feature space, e.g., by highlighting potentially…”
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On the Veracity of Local, Model-agnostic Explanations in Audio Classification: Targeted Investigations with Adversarial Examples by Praher, Verena, Prinz, Katharina, Flexer, Arthur, Widmer, Gerhard

“…Local explanation methods such as LIME have become popular in MIR as tools for generating post-hoc, model-agnostic explanations of a model's classification…”
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