Concept-Based Techniques for "Musicologist-friendly" Explanations in a
Deep Music Classifier

Concept-Based Techniques for "Musicologist-friendly" Explanations in a Deep Music Classifier

26 August 2022

Francesco Foscarin

Katharina Hoedt

Papers citing "Concept-Based Techniques for "Musicologist-friendly" Explanations in a Deep Music Classifier"

10 / 10 papers shown

Title
Explainable and Interpretable Multimodal Large Language Models: A Comprehensive Survey Yunkai Dang Kaichen Huang Jiahao Huo Yibo Yan S. Huang ... Kun Wang Yong Liu Jing Shao Hui Xiong Xuming Hu LRM 96 14 0 03 Dec 2024
MusicLIME: Explainable Multimodal Music Understanding Theodoros Sotirou Vassilis Lyberatos Orfeas Menis-Mastromichalakis Giorgos Stamou 26 2 0 16 Sep 2024
Prevailing Research Areas for Music AI in the Era of Foundation Models Megan Wei M. Modrzejewski Aswin Sivaraman Dorien Herremans MedIm 29 1 0 14 Sep 2024
Improved symbolic drum style classification with grammar-based hierarchical representations Léo Géré Philippe Rigaux Nicolas Audebert 40 1 0 24 Jul 2024
SMUG-Explain: A Framework for Symbolic Music Graph Explanations E. Karystinaios Francesco Foscarin Gerhard Widmer 49 1 0 15 May 2024
Detecting music deepfakes is easy but actually hard Darius Afchar Gabriel Meseguer-Brocal Romain Hennequin 53 6 0 07 May 2024
Symbolic Music Representations for Classification Tasks: A Systematic Evaluation Huan Zhang E. Karystinaios Simon Dixon Gerhard Widmer Carlos Eduardo Cancino-Chacón 16 14 0 05 Sep 2023
Predicting Music Hierarchies with a Graph-Based Neural Decoder Francesco Foscarin Daniel Harasim Gerhard Widmer BDL 18 1 0 29 Jun 2023
Tackling Interpretability in Audio Classification Networks with Non-negative Matrix Factorization Jayneel Parekh Sanjeel Parekh Pavlo Mozharovskyi Gaël Richard Florence dÁlché-Buc 23 6 0 11 May 2023
Prototype Learning for Interpretable Respiratory Sound Analysis Zhao Ren T. Nguyen Wolfgang Nejdl 88 25 0 07 Oct 2021