Audio Super-Resolution
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Benchmarks
Most implemented
Audio Super Resolution using Neural Networks
NU-Wave: A Diffusion Probabilistic Model for Neural Audio Upsampling
CMGAN: Conformer-Based Metric-GAN for Monaural Speech Enhancement
Papers
FastWave: Optimized Diffusion Model for Audio Super-Resolution
Audio Super-Resolution is a set of techniques aimed at high-quality estimation of the given signal as if it would be sampled with higher sample rate. Among suggested methods there are diffusion and flow models (which are…
Audio Super-ResolutionDiscriminating real and synthetic super-resolved audio samples using embedding-based classifiers
Generative adversarial networks (GANs) and diffusion models have recently achieved state-of-the-art performance in audio super-resolution (ADSR), producing perceptually convincing wideband audio from narrowband inputs. H…
Audio Super-ResolutionHQ-SVC: Towards High-Quality Zero-Shot Singing Voice Conversion in Low-Resource Scenarios
Zero-shot singing voice conversion (SVC) transforms a source singer's timbre to an unseen target speaker's voice while preserving melodic content without fine-tuning. Existing methods model speaker timbre and vocal conte…
Audio Super-ResolutionVoice ConversionUniverSR: Unified and Versatile Audio Super-Resolution via Vocoder-Free Flow Matching
In this paper, we present a vocoder-free framework for audio super-resolution that employs a flow matching generative model to capture the conditional distribution of complex-valued spectral coefficients. Unlike conventi…
Audio Super-ResolutionAudio Super-Resolution with Latent Bridge Models
Audio super-resolution (SR), i.e., upsampling the low-resolution (LR) waveform to the high-resolution (HR) version, has recently been explored with diffusion and bridge models, while previous methods often suffer from su…
Audio Super-ResolutionInference-time Scaling for Diffusion-based Audio Super-resolution
Diffusion models have demonstrated remarkable success in generative tasks, including audio super-resolution (SR). In many applications like movie post-production and album mastering, substantial computational budgets are…
Audio Super-Resolution