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%2C the task of discerning and accurately transcribing a target speaker's speech within background noise remains a formidable challenge. Traditional approaches often rely on microphone array configurations and the information of the target speaker's location or voiceprint. This study introduces the Solo Spatial Feature (Solo-SF)%2C an innovative method that utilizes a target speaker's isolated speech segment to enhance ASR performance%2C thereby circumventing the need for conventional inputs like microphone array layouts. We explore effective strategies for selecting optimal solo segments%2C a crucial aspect for Solo-SF's success. Through evaluations conducted on the AliMeeting dataset and AISHELL-1 simulations%2C Solo-SF demonstrates superior performance over existing techniques%2C significantly lowering Character Error Rates (CER) in various test conditions. Our findings highlight Solo-SF's potential as an effective solution for addressing the complexities of multi-channel%2C multi-speaker ASR tasks.?quality=80&w=800)
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