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Preprint Sep 2026

Neural Music Enhancement with Dual Time-Frequency Spectral Representations for Prediction and Discrimination

Non-professional music recordings shared online often suffer from background noise and reverberation, degrading perceived quality and limiting reuse. This paper proposes DSME, a music enhancement model based on dual time-frequency spectral representations. Within a generative adversarial framework, DSME uses short-time...

Fei Liu, Yang Ai, Zhen-Hua Ling · 0 citations
Preprint Sep 2026

Deep Neural Compression for RIR-Characterized Acoustic Environments with Structure-Aware Constraints

Room impulse responses (RIRs) characterize the acoustic environment of a room by capturing how sound propagates and decays within an enclosed space. In applications such as immersive audio rendering, accurate acoustic reconstruction often relies on spatially densely sampled RIRs. This consequently gives rise to a large...

Chen-Yuan Ning, Yang Ai, Hui-Peng Du et al. · 0 citations
Preprint Aug 2026

Towards Real-world Environment-aware Zero-shot Text-to-speech Synthesis via Disentangled Audio Infilling

Recent zero-shot text-to-speech (TTS) systems achieve remarkable naturalness and speaker similarity but typically require high-quality speaker prompts and either strip away or entangle the acoustic environment with speaker characteristics, limiting their real-world applicability. We present an extended DAIEN-TTS, an en...

Ye-Xin Lu, Xin Wang, Yang Ai et al. · 0 citations

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