42 citations · 119 across the 12 of their papers we have counts for
4 papers · 1 filter
Polyphonic audio event detection: multi-label or multi-class multi-task classification problem?
Huy Phan, Thi Ngoc Tho Nguyen, Philipp Koch +1
Polyphonic events are the main error source of audio event detection (AED) systems. In deep-learning context, the most common approach to deal with event overlaps is to treat the A…
A General Network Architecture for Sound Event Localization and Detection Using Transfer Learning and Recurrent Neural Network
Thi Ngoc Tho Nguyen, Ngoc Khanh Nguyen, Huy Phan +4
Polyphonic sound event detection and localization (SELD) task is challenging because it is difficult to jointly optimize sound event detection (SED) and direction-of-arrival (DOA)…
On Multitask Loss Function for Audio Event Detection and Localization
Huy Phan, Lam Pham, Philipp Koch +3
Audio event localization and detection (SELD) have been commonly tackled using multitask models. Such a model usually consists of a multi-label event classification branch with sig…
Deep Feature Embedding and Hierarchical Classification for Audio Scene Classification
Lam Pham, Ian McLoughlin, Huy Phan +2
In this work, we propose an approach that features deep feature embedding learning and hierarchical classification with triplet loss function for Acoustic Scene Classification (ASC…