Interactive figures of "Learning Unsupervised Hierarchies of Audio Concepts"

Please find here the experiment results from our paper with interactive plots. We provide additional results that could not fit within the six-page limit for interested readers.

Visualisation of the learned concept activations vectors (Section 3):

Fig 1(b): TSNE of APM's genre concepts

(Additional) TSNE of Deezer concepts

Visualisation of the learned graph hierarchies (Section 4):

Fig 1(c): APM's genre graph

(Additional) APM's mood graph

Fig 2: Deezer graph with mixed types

Visualisation of the experiment structures baselines (Section 5.3.1 and Table 2):

(Additional): Sparse A

(Additional): Top-1

Visualisation of the experiment hierarchies baselines (Section 5.3.3 and Table 1):

(Additional): BERT-based hierarchy

(Additional): W2V1-based hierarchy

(Additional): W2V2-based hierarchy

(Additional): Collaborative filtering based hierarchy

Troubleshooting:

All visualisations use the force-graph.js rendering script. Make sure Javascript is enabled on your browser.

If everything works properly on your browser, you should be able to see something like this: