SoundLIME - Sound Software .ac.uk

Overview

This project introduces SoundLIME or SLIME, an algorithm to explain the predictions of music content analysis systems. The repository contains the code, and configuration files to reproduce the results reported in our ISMIR 2017 submission. Two versions of explanations (temporal and time-frequency) can be generated using the repository code. Details about the constituents of each sub-directory and how to generate instance-based explanations is provided in the "Readme" file located in each sub-directory.

In case of any issue kindly contact: saumitra.mishra@qmul.ac.uk

Related publications

S. Mishra, B. L. Sturm, and S. Dixon, “Local Interpretable Model-Agnostic Explanations for Music Content Analysis,” in Proceedings of the 18th International Society for Music Information Retrieval Conference (ISMIR), Suzhou, China, 2017, pp. 537–543.: [More Details] [BIBT_EX] [URL (ext.)]; @inproceedings{saumitra2017a, author = {Saumitra Mishra and Bob L. Sturm and Dixon, Simon}, title = {Local Interpretable Model-Agnostic Explanations for Music Content Analysis}, address = {Suzhou, China}, booktitle = {Proceedings of the 18th International Society for Music Information Retrieval Conference (ISMIR)}, month = {October}, pages = {537 - 543}, year = {2017} }

Members

Manager: Saumitra Mishra