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Kainan Chen

7 accepted papers

2026

ANALYTIC INCREMENTAL LEARNING FOR SOUND SOURCE LOCALIZATION WITH IMBALANCE RECTIFICATION

ICASSP 2026poster

Sound source localization (SSL) demonstrates remarkable results in controlled settings but struggles in real-world deployment due to dual imbalance challenges: intra-task imbalance arising from long-tailed direction-of-arrival (DoA) distributions, and inter-task imbalance induced by cross-task skews…

Cited by 0SourcePDFScholar
2026

AV-SSAN: Audio-Visual Selective DOA Estimation Through Explicit Multi-Band Semantic-Spatial Alignment

AAAI 2026technical

Audio-visual sound source localization (AV-SSL) estimates the position of sound sources by fusing auditory and visual cues. Current AV-SSL methodologies typically require spatially-paired audio-visual data and cannot selectively localize specific target sources. To address these limitations, we intr

Cited by 0SourcePDFScholar
2024

GLMB 3D Speaker Tracking with Video-Assisted Multi-Channel Audio Optimization Functions

ICASSP 2024accepted

Speaker tracking plays a significant role in numerous real-world human robot interaction (HRI) applications. In recent years, there has been a growing interest in utilizing multi-sensory information, such as complementary audio and visual signals, to address the challenges of speaker tracking. Despi…

Cited by 0SourceScholar
2024

LOCSELECT: Target Speaker Localization with an Auditory Selective Hearing Mechanism

ICASSP 2024accepted

The prevailing noise-resistant and reverberation-resistant localization algorithms primarily emphasize separating and providing directional output for each speaker in multi-speaker scenarios, without association with the identity of speakers. In this paper, we present a target speaker localization a…

Cited by 0SourceScholar
2017

Multi-channel noise reduction for hands-free voice communication on mobile phones

ICASSP 2017accepted

Noise reduction technologies have been applied to enhance the intelligibility of voice communications. However, existing methods are vulnerable to complex non-stationary noisy conditions, which are commonly encountered in real world hands-free scenarios. Additionally, the existing methods do not ful…

Cited by 0SourceScholar
2016

Localization of sound sources with known statistics in the presence of interferers

ICASSP 2016accepted

Methods are available for simultaneous localization of multiple (unknown) audio sources using microphone arrays. Typical algorithms aim at localizing all active sources. They moreover require that the number of sources is known and is less than or equal the number of microphones. This constraint can…

Cited by 0SourceScholar