Fairness and underspecification in acoustic scene classification: The
case for disaggregated evaluations

Fairness and underspecification in acoustic scene classification: The case for disaggregated evaluations

4 October 2021

Andreas Triantafyllopoulos

Konstantinos Drossos

Björn W. Schuller

Papers citing "Fairness and underspecification in acoustic scene classification: The case for disaggregated evaluations"

12 / 12 papers shown

Title
A neural anisotropic view of underspecification in deep learning Guillermo Ortiz-Jiménez I. Salazar-Reque Apostolos Modas Seyed-Mohsen Moosavi-Dezfooli P. Frossard 65 6 0 29 Apr 2021
CAA-Net: Conditional Atrous CNNs with Attention for Explainable Device-robust Acoustic Scene Classification Zhao Ren Qiuqiang Kong Jing Han Mark D. Plumbley Björn W. Schuller 47 28 0 18 Nov 2020
A Survey on the Explainability of Supervised Machine Learning Nadia Burkart Marco F. Huber FaML XAI 48 771 0 16 Nov 2020
Underspecification Presents Challenges for Credibility in Modern Machine Learning Alexander DÁmour Katherine A. Heller D. Moldovan Ben Adlam B. Alipanahi ... Kellie Webster Steve Yadlowsky T. Yun Xiaohua Zhai D. Sculley OffRL 107 685 0 06 Nov 2020
Neural Anisotropy Directions Guillermo Ortiz-Jiménez Apostolos Modas Seyed-Mohsen Moosavi-Dezfooli P. Frossard 76 16 0 17 Jun 2020
PANNs: Large-Scale Pretrained Audio Neural Networks for Audio Pattern Recognition Qiuqiang Kong Yin Cao Turab Iqbal Yuxuan Wang Wenwu Wang Mark D. Plumbley VLM SSL 158 1,074 0 21 Dec 2019
Integrating the Data Augmentation Scheme with Various Classifiers for Acoustic Scene Modeling Hangting Chen Zuozhen Liu Zongming Liu Pengyuan Zhang Yonghong Yan 48 73 0 15 Jul 2019
Unsupervised Adversarial Domain Adaptation Based On The Wasserstein Distance For Acoustic Scene Classification Konstantinos Drossos P. Magron Tuomas Virtanen 36 38 0 24 Apr 2019
Model Cards for Model Reporting Margaret Mitchell Simone Wu Andrew Zaldivar Parker Barnes Lucy Vasserman Ben Hutchinson Elena Spitzer Inioluwa Deborah Raji Timnit Gebru 123 1,886 0 05 Oct 2018
Unsupervised adversarial domain adaptation for acoustic scene classification Shayan Gharib Konstantinos Drossos Emre Çakir Dmitriy Serdyuk Tuomas Virtanen 38 44 0 17 Aug 2018
A multi-device dataset for urban acoustic scene classification A. Mesaros Toni Heittola Tuomas Virtanen 35 380 0 25 Jul 2018
Acoustic Scene Classification D. Barchiesi D. Giannoulis D. Stowell Mark D. Plumbley 126 405 0 13 Nov 2014