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Pingyi Fan

5 accepted papers

2025

Adaptive Prototype Learning for Anomalous Sound Detection with Partially Known Attributes

ICASSP 2025accepted

Adapting pre-trained models has become the dominant approach for anomalous sound detection (ASD), where classifying the attributes of machine working status is commonly chosen as the deputy task for fine-tuning. However, attributes might be intractable to collect for some machines, causing the label…

Cited by 0SourceScholar
2025

Data-Efficient Low-Complexity Acoustic Scene Classification via Distilling and Progressive Pruning

ICASSP 2025accepted

The goal of the acoustic scene classification (ASC) task is to classify recordings into one of the predefined acoustic scene classes. However, in real-world scenarios, ASC systems often encounter challenges such as recording device mismatch, low-complexity constraints, and the limited availability o…

Cited by 0SourceScholar
2024

Exploring Large Scale Pre-Trained Models for Robust Machine Anomalous Sound Detection

ICASSP 2024accepted

Machine anomalous sound detection is a useful technique for various applications, but it often suffers from poor generalization due to the challenges of data collection and complex acoustic environment. To address this issue, we propose a robust machine anomalous sound detection model that leverages…

Cited by 0SourceScholar
2023

Unsupervised Anomaly Detection and Localization of Machine Audio: A Gan-Based Approach

ICASSP 2023accepted

Automatic detection of machine anomaly remains challenging for machine learning. We believe the capability of generative adversarial network (GAN) suits the need of machine audio anomaly detection, yet rarely has this been investigated by previous work. In this paper, we propose AEGAN-AD, a totally…

Cited by 0SourceScholar
2015

Time-switching based SWPIT for network-coded two-way relay transmission with data rate fairness

ICASSP 2015accepted

This paper investigates the simultaneous wireless power and information transfer (SWPIT) for network-coded two-way relay transmission from an information theoretical viewpoint, where two sources exchange information via an energy harvesting relay. By considering the time switching (TS) relay receive…

Cited by 0SourceScholar