Fig. 3. Performance of the audio, visual, and audiovisual models for individual-level behavior classification.

The curves for nut-cracking (left) and buttress-drumming (right) demonstrate that audiovisual outperforms single-modality methods. Instances where the behavior is either visually or audibly occluded can be compensated by using the other modality (AP: Average Precision).