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09/18/2023
Synth-AC: Enhancing Audio Captioning with Synthetic Supervision
Data-driven approaches hold promise for audio captioning. However, the d...
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09/13/2023
AudioSR: Versatile Audio Super-resolution at Scale
Audio super-resolution is a fundamental task that predicts high-frequenc...
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09/10/2023
Multimodal Fish Feeding Intensity Assessment in Aquaculture
Fish feeding intensity assessment (FFIA) aims to evaluate the intensity ...
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08/03/2023
MusicLDM: Enhancing Novelty in Text-to-Music Generation Using Beat-Synchronous Mixup Strategies
Diffusion models have shown promising results in cross-modal generation ...
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05/30/2023
E-PANNs: Sound Recognition Using Efficient Pre-trained Audio Neural Networks
Sounds carry an abundance of information about activities and events in ...
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05/22/2023
Learning to detect an animal sound from five examples
Automatic detection and classification of animal sounds has many applica...
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05/11/2023
Universal Source Separation with Weakly Labelled Data
Universal source separation (USS) is a fundamental research task for com...
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03/30/2023
WavCaps: A ChatGPT-Assisted Weakly-Labelled Audio Captioning Dataset for Audio-Language Multimodal Research
The advancement of audio-language (AL) multimodal learning tasks has bee...
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11/22/2022
Ontology-aware Learning and Evaluation for Audio Tagging
This study defines a new evaluation metric for audio tagging tasks to ov...
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10/28/2022
Visually-Aware Audio Captioning With Adaptive Audio-Visual Attention
Audio captioning is the task of generating captions that describe the co...
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10/04/2022
Learning the Spectrogram Temporal Resolution for Audio Classification
The audio spectrogram is a time-frequency representation that has been w...
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10/03/2022
Simple Pooling Front-ends For Efficient Audio Classification
Recently, there has been increasing interest in building efficient audio...
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07/21/2022
Surrey System for DCASE 2022 Task 5: Few-shot Bioacoustic Event Detection with Segment-level Metric Learning
Few-shot audio event detection is a task that detects the occurrence tim...
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07/15/2022
Segment-level Metric Learning for Few-shot Bioacoustic Event Detection
Few-shot bioacoustic event detection is a task that detects the occurren...
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05/30/2022
BinauralGrad: A Two-Stage Conditional Diffusion Probabilistic Model for Binaural Audio Synthesis
Binaural audio plays a significant role in constructing immersive augmen...
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05/09/2022
NaturalSpeech: End-to-End Text to Speech Synthesis with Human-Level Quality
Text to speech (TTS) has made rapid progress in both academia and indust...
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04/12/2022
VoiceFixer: A Unified Framework for High-Fidelity Speech Restoration
Speech restoration aims to remove distortions in speech signals. Prior m...
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03/28/2022
Separate What You Describe: Language-Queried Audio Source Separation
In this paper, we introduce the task of language-queried audio source se...
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03/28/2022
Neural Vocoder is All You Need for Speech Super-resolution
Speech super-resolution (SR) is a task to increase speech sampling rate ...
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03/06/2022
Leveraging Pre-trained BERT for Audio Captioning
Audio captioning aims at using natural language to describe the content ...
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12/09/2021
CWS-PResUNet: Music Source Separation with Channel-wise Subband Phase-aware ResUNet
Music source separation (MSS) shows active progress with deep learning m...
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09/28/2021
VoiceFixer: Toward General Speech Restoration with Neural Vocoder
Speech restoration aims to remove distortions in speech signals. Prior m...
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09/12/2021
Decoupling Magnitude and Phase Estimation with Deep ResUNet for Music Source Separation
Deep neural network based methods have been successfully applied to musi...
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07/20/2021
Joint Echo Cancellation and Noise Suppression based on Cascaded Magnitude and Complex Mask Estimation
Acoustic echo and background noise can seriously degrade the intelligibi...
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02/19/2021
Speech enhancement with weakly labelled data from AudioSet
Speech enhancement is a task to improve the intelligibility and perceptu...
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08/12/2020
