LEAF: A Learnable Frontend for Audio Classification

21 January 2021

Neil Zeghidour

O. Teboul

Félix de Chaumont Quitry

Papers citing "LEAF: A Learnable Frontend for Audio Classification"

24 / 24 papers shown

Title
ISAC: An Invertible and Stable Auditory Filter Bank with Customizable Kernels for ML Integration Daniel Haider Felix Perfler Péter Balázs Clara Hollomey Nicki Holighaus 40 0 0 12 May 2025
Leveraging Broadcast Media Subtitle Transcripts for Automatic Speech Recognition and Subtitling Jakob Poncelet Hugo Van hamme 69 0 0 05 Feb 2025
autrainer: A Modular and Extensible Deep Learning Toolkit for Computer Audition Tasks Simon Rampp Andreas Triantafyllopoulos M. Milling Björn Schuller 85 0 0 16 Dec 2024
A Comprehensive Survey with Critical Analysis for Deepfake Speech Detection Lam Pham Phat Lam Dat Tran Hieu Tang Tin Nguyen Alexander Schindler Canh Vu Alexander Polonsky Canh Vu 48 3 0 23 Sep 2024
Biomimetic Frontend for Differentiable Audio Processing Ruolan Leslie Famularo D. Zotkin S. Shamma R. Duraiswami AI4TS 31 0 0 13 Sep 2024
Towards Attention-based Contrastive Learning for Audio Spoof Detection C. Goel Surya Koppisetti Ben Colman Ali Shahriyari Gaurav Bharaj 54 5 0 03 Jul 2024
An automatic analysis of ultrasound vocalisations for the prediction of interaction context in captive Egyptian fruit bats Andreas Triantafyllopoulos Alexander Gebhard M. Milling Simon Rampp Björn Schuller 35 0 0 10 Jun 2024
Audio Anti-Spoofing Detection: A Survey Menglu Li Yasaman Ahmadiadli Xiao-Ping Zhang 42 17 0 22 Apr 2024
Can Synthetic Data Boost the Training of Deep Acoustic Vehicle Counting Networks? Stefano Damiano Luca Bondi Shabnam Ghaffarzadegan Andre Guntoro Toon van Waterschoot 13 5 0 17 Jan 2024
Speech Intelligibility Classifiers from 550k Disordered Speech Samples Subhashini Venugopalan Jimmy Tobin Samuel J. Yang Katie Seaver Richard Cave P. Jiang Neil Zeghidour Rus Heywood Jordan R. Green Michael P. Brenner 27 9 0 13 Mar 2023
Learnable Front Ends Based on Temporal Modulation for Music Tagging Yi Ma R. Stern 22 0 0 28 Nov 2022
Learning Temporal Resolution in Spectrogram for Audio Classification Haohe Liu Xubo Liu Qiuqiang Kong Wenwu Wang Mark D. Plumbley 34 7 0 04 Oct 2022
GAFX: A General Audio Feature eXtractor Zhaoyang Bu Han Zhang Xiaohu Zhu 30 0 0 19 Jul 2022
EfficientLEAF: A Faster LEarnable Audio Frontend of Questionable Use Jan Schluter Gerald Gutenbrunner VLM 31 12 0 12 Jul 2022
Computational bioacoustics with deep learning: a review and roadmap D. Stowell 30 235 0 13 Dec 2021
A study of the robustness of raw waveform based speaker embeddings under mismatched conditions Ge Zhu Frank Cwitkowitz Z. Duan 22 2 0 08 Oct 2021
An Investigation of the Effectiveness of Phase for Audio Classification Shunsuke Hidaka Kohei Wakamiya T. Kaburagi 21 4 0 06 Oct 2021
Alzheimers Dementia Detection using Acoustic & Linguistic features and Pre-Trained BERT Akshay Valsaraj Ithihas Madala Nikhil Garg V. Baths 19 8 0 22 Sep 2021
Complementing Handcrafted Features with Raw Waveform Using a Light-weight Auxiliary Model Zhongwei Teng Quchen Fu Jules White Maria E. Powell Douglas C. Schmidt 8 5 0 06 Sep 2021
Learning Sparse Analytic Filters for Piano Transcription Frank Cwitkowitz M. Heydari Z. Duan 25 2 0 23 Aug 2021
Use of speaker recognition approaches for learning and evaluating embedding representations of musical instrument sounds Xuan Shi Erica Cooper Junichi Yamagishi 24 7 0 24 Jul 2021
Comparing Supervised Models And Learned Speech Representations For Classifying Intelligibility Of Disordered Speech On Selected Phrases Subhashini Venugopalan Joel Shor Manoj Plakal Jimmy Tobin Katrin Tomanek Jordan R. Green Michael P. Brenner 25 12 0 08 Jul 2021
DCCRN+: Channel-wise Subband DCCRN with SNR Estimation for Speech Enhancement Shubo Lv Yanxin Hu Shimin Zhang Lei Xie 22 92 0 16 Jun 2021
Trainable Frontend For Robust and Far-Field Keyword Spotting Yuxuan Wang Pascal Getreuer Thad Hughes R. Lyon Rif A. Saurous 53 141 0 19 Jul 2016