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05/13/2023
The Whole Is Greater than the Sum of Its Parts: Improving DNN-based Music Source Separation
This paper presents the crossing scheme (X-scheme) for improving the per...
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10/27/2022
A Versatile Diffusion-based Generative Refiner for Speech Enhancement
Although deep neural network (DNN)-based speech enhancement (SE) methods...
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10/11/2022
DiffRoll: Diffusion-based Generative Music Transcription with Unsupervised Pretraining Capability
In this paper we propose a novel generative approach, DiffRoll, to tackl...
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10/12/2021
Improving Character Error Rate Is Not Equal to Having Clean Speech: Speech Enhancement for ASR Systems with Black-box Acoustic Models
A deep neural network (DNN)-based speech enhancement (SE) aiming to maxi...
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06/04/2021
Manifold-Aware Deep Clustering: Maximizing Angles between Embedding Vectors Based on Regular Simplex
This paper presents a new deep clustering (DC) method called manifold-aw...
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10/08/2020
