An external memory bank with similarity-based retrieval and dynamic feature encoding, fused via hierarchical attention, improves GRU-based speech depression level estimation on DAIC-WOZ and E-DAIC.
Multimodal sensing for depression risk detection: Integrating audio, video, and text data,
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MA-DLE: Speech-based Automatic Depression Level Estimation via Memory Augmentation
An external memory bank with similarity-based retrieval and dynamic feature encoding, fused via hierarchical attention, improves GRU-based speech depression level estimation on DAIC-WOZ and E-DAIC.