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cs.SD2025
Contextual Speech Extraction: Leveraging Textual History as an Implicit Cue for Target Speech Extraction
Minsu Kim, Rodrigo Mira, Honglie Chen +2
In this paper, we investigate a novel approach for Target Speech Extraction (TSE), which relies solely on textual context to extract the target speech. We refer to this task as Con…
cs.SD2024
Full-Rank No More: Low-Rank Weight Training for Modern Speech Recognition Models
Adriana Fernandez-Lopez, Shiwei Liu, Lu Yin +2
This paper investigates the under-explored area of low-rank weight training for large-scale Conformer-based speech recognition models from scratch. Our study demonstrates the viabi…
cs.SD2024
RT-LA-VocE: Real-Time Low-SNR Audio-Visual Speech Enhancement
Honglie Chen, Rodrigo Mira, Stavros Petridis +1
In this paper, we aim to generate clean speech frame by frame from a live video stream and a noisy audio stream without relying on future inputs. To this end, we propose RT-LA-VocE…