Investigating catastrophic forgetting in sound event classification
The solution that seems to alleviate catastrophic forgetting and is the most efficient is a full freezing of the feature extractor with a fine-tuning of the dynamic head classifier, showing little to no forgetting and great training stability, and a good balance between memory-stability and learning plasticity.
Riccardo Casciotti, Annamaria Mesaros
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