Hip-Hop
Provided are two exemplary samples of hip-hop music along with the extracted explanations. The standard heatmap specifies the local explanation as obtained with standard LRP. The subspace heatmaps represent the disentangled explanation-components as extracted with DRSA and LRP. In order to enable good visual inspection, the audio players for each explanation are provided in collapsible sections below the figure.
Extracted Concepts
The model learned these distinct concepts when classifying this genre:
Vocals
Rap vocals and vocal tracks that deliver the lyrical content and flow characteristic of hip-hop.
Low-frequency Kick
Powerful kick drum hits in the low-frequency range, often accompanied by deep bass lines.
Rhythmic Drums
Combined kick and snare patterns that create the fundamental rhythmic backbone of the beat.
Deep Bass
Sub-bass frequencies including kick drum and bass that provide the heavy low-end foundation.
Audio Samples & Explanations
Click on each sample to expand and listen to the original audio, standard LRP explanation, and the four disentangled concept explanations.
Original & Standard Explanation
Disentangled Explanation Components