Timo Gerkmann
22 papers · 2017–2025 · 3 venues · across top CS/AI venues
Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.
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Research topics
Deep Learning
(16)
Speech & Audio
(16)
Synthesis
(13)
Machine Learning
(12)
Models
(8)
Optimization & Theory
(8)
Architectures
(7)
Core Methods
(4)
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(4)
Artificial Intelligence
(3)
Analysis
(3)
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(3)
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(2)
Bayesian & Probabilistic
(2)
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(2)
Keywords
speech enhancement
(14)
diffusion model
(6)
stochastic differential equation
(3)
spatial filtering
(3)
convolutional neural network
(2)
score-based generative model
(2)
neural network
(2)
speech separation
(2)
speech emotion recognition
(2)
online processing
(2)
deep neural network
(2)
arousal recognition
(2)
deep learning
(1)
flow matching
(1)
uncertainty modeling
(1)
multimodal learning
(1)
knowledge distillation
(1)
variational inference
(1)
generative modeling
(1)
weakly supervised learning
(1)
Papers
Diffusion Buffer: Online Diffusion-based Speech Enhancement with Sub-Second Latency
Interspeech 2025
FlowDec: A flow-based full-band general audio codec with high perceptual quality
ICLR 2025
Non-intrusive Speech Quality Assessment with Diffusion Models Trained on Clean Speech
Interspeech 2025
Real-Time Diffusion Buffer for Speech Enhancement On A Laptop
Interspeech 2025
Steering Deep Non-Linear Spatially Selective Filters for Weakly Guided Extraction of Moving Speakers in Dynamic Scenarios
Interspeech 2025
An Analysis of the Variance of Diffusion-based Speech Enhancement
Interspeech 2024
EARS: An Anechoic Fullband Speech Dataset Benchmarked for Speech Enhancement and Dereverberation
Interspeech 2024
The PESQetarian: On the Relevance of Goodhart's Law for Speech Enhancement
Interspeech 2024
Audio-Visual Speech Separation in Noisy Environments with a Lightweight Iterative Model
Interspeech 2023
Extending DNN-based Multiplicative Masking to Deep Subband Filtering for Improved Dereverberation
Interspeech 2023
Leveraging Semantic Information for Efficient Self-Supervised Emotion Recognition with Audio-Textual Distilled Models
Interspeech 2023
Reducing the Prior Mismatch of Stochastic Differential Equations for Diffusion-based Speech Enhancement
Interspeech 2023
Efficient Transformer-based Speech Enhancement Using Long Frames and STFT Magnitudes
Interspeech 2022
End-To-End Label Uncertainty Modeling for Speech-based Arousal Recognition Using Bayesian Neural Networks
Interspeech 2022
Neural Network-augmented Kalman Filtering for Robust Online Speech Dereverberation in Noisy Reverberant Environments
Interspeech 2022
On the Role of Spatial, Spectral, and Temporal Processing for DNN-based Non-linear Multi-channel Speech Enhancement
Interspeech 2022
Speech Enhancement with Score-Based Generative Models in the Complex STFT Domain
Interspeech 2022
Speech Separation Using an Asynchronous Fully Recurrent Convolutional Neural Network
NeurIPS 2021
Speech Enhancement with Stochastic Temporal Convolutional Networks
Interspeech 2020
Influence of Speaker-Specific Parameters on Speech Separation Systems
Interspeech 2019
On Nonlinear Spatial Filtering in Multichannel Speech Enhancement
Interspeech 2019
MixMax Approximation as a Super-Gaussian Log-Spectral Amplitude Estimator for Speech Enhancement
Interspeech 2017