DisNet：在语音中学习可解释的抑郁表征

抑郁症语音检测可解释深度学习模型的研究提出可学习的带通滤波器（LFB）和分层语音表征提取模块（HRE），通过自监督学习策略（SLRD）提升模型泛化能力，在AMHS-corpus等数据集上验证其有效性和生物标志物发现，如特定元音发音模式及可视化方法。

　　
本文针对抑郁症语音检测领域存在的可解释性不足和标注数据稀缺两大核心问题，提出了一套创新的端到端可解释性模型架构——DisNet，并辅以自监督预训练策略实现跨数据集的泛化能力。研究团队通过构建青少年心理健康语音数据库AMHS-corpus，从横断面和纵向研究两个维度验证了模型的有效性，同时在公开数据集DAIC-woz、CMDC和EATD-corpus上实现了平均F1值15.9%至13%的显著提升。

### 技术创新与架构设计
核心贡献体现在两个方面：首先，构建了基于可学习频域滤波器组的特征提取框架（LFB模块），通过动态调整滤波器参数实现频率域的定向特征捕获。这种机制突破了传统MFCC等固定频段划分的局限性，能够自适应识别抑郁症特有的频段分布特征。其次，设计了分层语音表征提取模块（HRE），通过递进式稀疏编码将频域特征转化为时空联合的离散表征。这种双阶段优化机制不仅有效压缩了特征维度，更通过可视化技术实现了关键语音片段的定位分析。

LFB模块采用动态频谱补偿机制，通过参数化滤波器组实时调整各频段权重。实验数据显示，该模块在抑郁症患者的元音/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/strong>/s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