Classical

Provided are two exemplary samples of classical 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.

Classical concept explanations visualization
Fig. 1: Displayed from left to right: the original sample, the standard explanation (as obtained with standard LRP), and 4 explanation components as disentangled with DRSA. The total relevance represented by an explanation is stated above each heatmap. Each row of figures represents one specific sample and its associated explanations.

Extracted Concepts

The model learned these distinct concepts when classifying this genre:

1

Core Rhythm / Groove

Strongly predictive and repetitive rhythmic patterns that define the foundational pulse of classical compositions.

2

Percussive Detail

Encodes articulation and attack characteristics, capturing the precise timing and dynamics of instrumental onsets.

3

Melody / Pitch Motion

Sparse, task-dependent melodic contours and pitch progressions that carry the thematic material.

4

Harmony / Timbre

Encodes spectral structure including harmonic progressions and the characteristic timbral quality of classical instrumentation.

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

Original Audio0:00 / 0:00
Standard Explanation0:00 / 0:00

Disentangled Explanation Components

Concept 10:00 / 0:00
Concept 20:00 / 0:00
Concept 30:00 / 0:00
Concept 40:00 / 0:00